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human
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change on how face box is calculated

pull/233/head
Vladimir Mandic 2021-12-27 10:59:56 -05:00
parent 3c45874ee5
commit 83d3e6ec22
67 changed files with 3034 additions and 3169 deletions
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6
CHANGELOG.md
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@ -9,9 +9,13 @@
## Changelog
### **HEAD -> main** 2021/12/18 mandic00@live.com
### **2.5.7** 2021/12/27 mandic00@live.com
### **origin/main** 2021/12/22 mandic00@live.com
- fix posenet
### **release: 2.5.6** 2021/12/15 mandic00@live.com

2
demo/nodejs/node-simple.js
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@ -3,6 +3,8 @@ const Human = require('../../dist/human.node.js').default; // this is same as `@
async function main(inputFile) {
const human = new Human(); // create instance of human using default configuration
await human.load(); // optional as models would be loaded on-demand first time they are required
await human.warmup(); // optional as model warmup is performed on-demand first time its executed
const buffer = fs.readFileSync(inputFile); // read file data into buffer
const tensor = human.tf.node.decodeImage(buffer); // decode jpg data
const result = await human.detect(tensor); // run detection; will initialize backend and on-demand load models

10
dist/human.d.ts vendored
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@ -137,7 +137,7 @@ declare function browserFiles(files: File[]): IOHandler;
declare function browserHTTPRequest(path: string, loadOptions?: LoadOptions): IOHandler;
/** draw processed canvas */
declare function canvas(input: AnyCanvas | HTMLImageElement | HTMLMediaElement | HTMLVideoElement, output: AnyCanvas): Promise<void>;
declare function canvas(input: AnyCanvas | HTMLImageElement | HTMLVideoElement, output: AnyCanvas): Promise<void>;
/**
* Concatenate a number of ArrayBuffers into one.
@ -512,12 +512,6 @@ export declare interface FaceDetectorConfig extends GenericConfig {
minConfidence: number;
/** minimum overlap between two detected faces before one is discarded */
iouThreshold: number;
/** factor used to expand detected face before further analysis
* - default: 1.6
* - for high-quality inputs can be reduced to increase precision
* - for video inputs or low-quality inputs can be increased to allow for more flexible tracking
*/
cropFactor: number;
/** should child models perform on masked image of a face */
mask: boolean;
/** should face detection return face tensor to be used in some other extenrnal model? */
@ -1249,7 +1243,7 @@ declare class Human {
* @param userConfig - {@link Config}
* @returns result - {@link Result}
*/
warmup(userConfig?: Partial<Config>): Promise<Result>;
warmup(userConfig?: Partial<Config>): Promise<Result | undefined>;
/** Run detect with tensorflow profiling
* - result object will contain total exeuction time information for top-20 kernels
* - actual detection object can be accessed via `human.result`

10
dist/human.esm-nobundle.d.ts vendored
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@ -137,7 +137,7 @@ declare function browserFiles(files: File[]): IOHandler;
declare function browserHTTPRequest(path: string, loadOptions?: LoadOptions): IOHandler;
/** draw processed canvas */
declare function canvas(input: AnyCanvas | HTMLImageElement | HTMLMediaElement | HTMLVideoElement, output: AnyCanvas): Promise<void>;
declare function canvas(input: AnyCanvas | HTMLImageElement | HTMLVideoElement, output: AnyCanvas): Promise<void>;
/**
* Concatenate a number of ArrayBuffers into one.
@ -512,12 +512,6 @@ export declare interface FaceDetectorConfig extends GenericConfig {
minConfidence: number;
/** minimum overlap between two detected faces before one is discarded */
iouThreshold: number;
/** factor used to expand detected face before further analysis
* - default: 1.6
* - for high-quality inputs can be reduced to increase precision
* - for video inputs or low-quality inputs can be increased to allow for more flexible tracking
*/
cropFactor: number;
/** should child models perform on masked image of a face */
mask: boolean;
/** should face detection return face tensor to be used in some other extenrnal model? */
@ -1249,7 +1243,7 @@ declare class Human {
* @param userConfig - {@link Config}
* @returns result - {@link Result}
*/
warmup(userConfig?: Partial<Config>): Promise<Result>;
warmup(userConfig?: Partial<Config>): Promise<Result | undefined>;
/** Run detect with tensorflow profiling
* - result object will contain total exeuction time information for top-20 kernels
* - actual detection object can be accessed via `human.result`

371
dist/human.esm-nobundle.js vendored
View File

@ -145,7 +145,6 @@ var config = {
skipTime: 2500,
minConfidence: 0.2,
iouThreshold: 0.1,
cropFactor: 1.6,
mask: false,
return: false
},
@ -1219,7 +1218,7 @@ async function skip(config3, input) {
const diffRelative = diffSum[0] / (input.shape[1] || 1) / (input.shape[2] || 1) / 255 / 3;
tfjs_esm_exports.dispose([last.inputTensor, t.diff, t.squared, t.sum]);
last.inputTensor = tfjs_esm_exports.clone(input);
skipFrame = diffRelative <= config3.cacheSensitivity;
skipFrame = diffRelative <= (config3.cacheSensitivity || 0);
}
return skipFrame;
}
@ -1351,7 +1350,7 @@ var Env = class {
var env = new Env();
// package.json
var version10 = "2.5.6";
var version10 = "2.5.7";
// src/gear/gear.ts
var model;
@ -4876,8 +4875,8 @@ var UV7 = VTX7.map((x) => UV468[x]);
// src/face/facemeshutil.ts
var getBoxSize = (box5) => [Math.abs(box5.endPoint[0] - box5.startPoint[0]), Math.abs(box5.endPoint[1] - box5.startPoint[1])];
var getBoxCenter = (box5) => [box5.startPoint[0] + (box5.endPoint[0] - box5.startPoint[0]) / 2, box5.startPoint[1] + (box5.endPoint[1] - box5.startPoint[1]) / 2];
var getClampedBox = (box5, input) => box5 ? [
var getBoxCenter = (box5) => [box5.startPoint[0] + (box5.endPoint[0] - box5.startPoint[0]) / 2, box5.startPoint[1] + (box5.endPoint[1] - box5.startPoint[1]) / 2, 1];
var clampBox = (box5, input) => box5 ? [
Math.trunc(Math.max(0, box5.startPoint[0])),
Math.trunc(Math.max(0, box5.startPoint[1])),
Math.trunc(Math.min(input.shape[2] || 0, box5.endPoint[0]) - Math.max(0, box5.startPoint[0])),
@ -4894,10 +4893,11 @@ var scaleBoxCoordinates = (box5, factor) => {
const endPoint = [box5.endPoint[0] * factor[0], box5.endPoint[1] * factor[1]];
return { startPoint, endPoint, landmarks: box5.landmarks, confidence: box5.confidence };
};
var cutBoxFromImageAndResize = (box5, image29, cropSize) => {
var cutAndResize = (box5, image29, cropSize) => {
const h = image29.shape[1];
const w = image29.shape[2];
const crop2 = tfjs_esm_exports.image.cropAndResize(image29, [[box5.startPoint[1] / h, box5.startPoint[0] / w, box5.endPoint[1] / h, box5.endPoint[0] / w]], [0], cropSize);
const cutBox = [box5.startPoint[1] / h, box5.startPoint[0] / w, box5.endPoint[1] / h, box5.endPoint[0] / w];
const crop2 = tfjs_esm_exports.image.cropAndResize(image29, [cutBox], [0], cropSize);
const norm = tfjs_esm_exports.div(crop2, constants.tf255);
tfjs_esm_exports.dispose(crop2);
return norm;
@ -4915,9 +4915,9 @@ var squarifyBox = (box5) => {
return { startPoint: [Math.round(centers[0] - halfSize), Math.round(centers[1] - halfSize)], endPoint: [Math.round(centers[0] + halfSize), Math.round(centers[1] + halfSize)], landmarks: box5.landmarks, confidence: box5.confidence };
};
var calculateLandmarksBoundingBox = (landmarks) => {
const xs = landmarks.map((d) => d[0]);
const ys = landmarks.map((d) => d[1]);
return { startPoint: [Math.min(...xs), Math.min(...ys)], endPoint: [Math.max(...xs), Math.max(...ys)], landmarks };
const x = landmarks.map((d) => d[0]);
const y = landmarks.map((d) => d[1]);
return { startPoint: [Math.min(...x), Math.min(...y)], endPoint: [Math.max(...x), Math.max(...y)], landmarks };
};
var fixedRotationMatrix = [[1, 0, 0], [0, 1, 0], [0, 0, 1]];
var normalizeRadians = (angle) => angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));
@ -4991,11 +4991,12 @@ function transformRawCoords(coordsRaw, box5, angle, rotationMatrix, inputSize9)
const coordsRotationMatrix = largeAngle ? buildRotationMatrix(angle, [0, 0]) : fixedRotationMatrix;
const coordsRotated = largeAngle ? coordsScaled.map((coord) => [...rotatePoint(coord, coordsRotationMatrix), coord[2]]) : coordsScaled;
const inverseRotationMatrix = largeAngle ? invertTransformMatrix(rotationMatrix) : fixedRotationMatrix;
const boxCenter = [...getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint }), 1];
const boxCenter = getBoxCenter(box5);
const offsets = [dot(boxCenter, inverseRotationMatrix[0]), dot(boxCenter, inverseRotationMatrix[1])];
return coordsRotated.map((coord) => [
Math.round(coord[0] + dot(boxCenter, inverseRotationMatrix[0])),
Math.round(coord[1] + dot(boxCenter, inverseRotationMatrix[1])),
Math.round(coord[2] || 0)
Math.trunc(coord[0] + offsets[0]),
Math.trunc(coord[1] + offsets[1]),
Math.trunc(coord[2] || 0)
]);
}
function correctFaceRotation(rotate, box5, input, inputSize9) {
@ -5007,23 +5008,38 @@ function correctFaceRotation(rotate, box5, input, inputSize9) {
angle = computeRotation(box5.landmarks[symmetryLine[0]], box5.landmarks[symmetryLine[1]]);
const largeAngle = angle && angle !== 0 && Math.abs(angle) > 0.2;
if (largeAngle) {
const center = getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint });
const center = getBoxCenter(box5);
const centerRaw = [center[0] / input.shape[2], center[1] / input.shape[1]];
const rotated = tfjs_esm_exports.image.rotateWithOffset(input, angle, 0, centerRaw);
rotationMatrix = buildRotationMatrix(-angle, center);
face5 = cutBoxFromImageAndResize(box5, rotated, [inputSize9, inputSize9]);
face5 = cutAndResize(box5, rotated, [inputSize9, inputSize9]);
tfjs_esm_exports.dispose(rotated);
} else {
face5 = cutBoxFromImageAndResize(box5, input, [inputSize9, inputSize9]);
face5 = cutAndResize(box5, input, [inputSize9, inputSize9]);
}
} else {
face5 = cutBoxFromImageAndResize(box5, input, [inputSize9, inputSize9]);
face5 = cutAndResize(box5, input, [inputSize9, inputSize9]);
}
return [angle, rotationMatrix, face5];
}
var findFaceCenter = (mesh) => {
const x = mesh.map((m) => m[0]);
const y = mesh.map((m) => m[1]);
return [Math.min(...x) + (Math.max(...x) - Math.min(...x)) / 2, Math.min(...y) + (Math.max(...y) - Math.min(...y)) / 2];
};
var calculateFaceBox = (mesh, previousBox) => {
const center = findFaceCenter(mesh);
const boxSize = getBoxSize(previousBox);
const calculatedBox = {
startPoint: [center[0] - boxSize[0] / 2, center[1] - boxSize[1] / 2],
endPoint: [center[0] + boxSize[0] / 2, center[1] + boxSize[1] / 2]
};
return calculatedBox;
};
// src/face/blazeface.ts
var keypointsCount = 6;
var faceBoxScaleFactor = 1.2;
var model5;
var anchors = null;
var inputSize = 0;
@ -5065,7 +5081,7 @@ function decodeBounds(boxOutputs) {
async function getBoxes(inputImage, config3) {
var _a, _b, _c, _d;
if (!inputImage || inputImage["isDisposedInternal"] || inputImage.shape.length !== 4 || inputImage.shape[1] < 1 || inputImage.shape[2] < 1)
return { boxes: [] };
return [];
const t = {};
t.resized = tfjs_esm_exports.image.resizeBilinear(inputImage, [inputSize, inputSize]);
t.div = tfjs_esm_exports.div(t.resized, constants.tf127);
@ -5098,17 +5114,21 @@ async function getBoxes(inputImage, config3) {
b.squeeze = tfjs_esm_exports.squeeze(b.slice);
b.landmarks = tfjs_esm_exports.reshape(b.squeeze, [keypointsCount, -1]);
const points = await b.bbox.data();
boxes.push({
const rawBox = {
startPoint: [points[0], points[1]],
endPoint: [points[2], points[3]],
landmarks: await b.landmarks.array(),
confidence
});
};
const scaledBox = scaleBoxCoordinates(rawBox, [(inputImage.shape[2] || 0) / inputSize, (inputImage.shape[1] || 0) / inputSize]);
const enlargedBox = enlargeBox(scaledBox, faceBoxScaleFactor);
const squaredBox = squarifyBox(enlargedBox);
boxes.push(squaredBox);
Object.keys(b).forEach((tensor3) => tfjs_esm_exports.dispose(b[tensor3]));
}
}
Object.keys(t).forEach((tensor3) => tfjs_esm_exports.dispose(t[tensor3]));
return { boxes, scaleFactor: [inputImage.shape[2] / inputSize, inputImage.shape[1] / inputSize] };
return boxes;
}
// src/body/blazeposecoords.ts
@ -5945,36 +5965,29 @@ async function augmentIris(rawCoords, face5, config3, meshSize) {
}
// src/face/facemesh.ts
var boxCache = [];
var cache3 = {
boxes: [],
skipped: Number.MAX_SAFE_INTEGER,
timestamp: 0
};
var model11 = null;
var inputSize6 = 0;
var skipped10 = Number.MAX_SAFE_INTEGER;
var lastTime10 = 0;
async function predict10(input, config3) {
var _a, _b, _c, _d, _e, _f, _g, _h, _i, _j, _k;
const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime10;
const skipFrame = skipped10 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
const possibleBoxes = await getBoxes(input, config3);
lastTime10 = now();
boxCache = [];
for (const possible of possibleBoxes.boxes) {
const boxScaled = scaleBoxCoordinates(possible, possibleBoxes.scaleFactor);
const detectedWidth = (boxScaled.endPoint[0] - boxScaled.startPoint[0]) / (input.shape[2] || 1e3);
const calcFactor = (((_c = config3.face.detector) == null ? void 0 : _c.cropFactor) || 1.6) / (detectedWidth + 0.75) / 1.34;
const boxEnlarged = enlargeBox(boxScaled, calcFactor);
const boxSquared = squarifyBox(boxEnlarged);
boxCache.push(boxSquared);
}
skipped10 = 0;
var _a, _b, _c, _d, _e, _f, _g, _h;
const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - cache3.timestamp;
const skipFrame = cache3.skipped < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || cache3.boxes.length === 0) {
cache3.boxes = await getBoxes(input, config3);
cache3.timestamp = now();
cache3.skipped = 0;
} else {
skipped10++;
cache3.skipped++;
}
const faces = [];
const newCache = [];
let id = 0;
for (let i = 0; i < boxCache.length; i++) {
let box5 = boxCache[i];
for (let i = 0; i < cache3.boxes.length; i++) {
const box5 = cache3.boxes[i];
let angle = 0;
let rotationMatrix;
const face5 = {
@ -5988,15 +6001,15 @@ async function predict10(input, config3) {
faceScore: 0,
annotations: {}
};
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_d = config3.face.detector) == null ? void 0 : _d.rotation, box5, input, ((_e = config3.face.mesh) == null ? void 0 : _e.enabled) ? inputSize6 : size());
if ((_f = config3 == null ? void 0 : config3.filter) == null ? void 0 : _f.equalization) {
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_c = config3.face.detector) == null ? void 0 : _c.rotation, box5, input, ((_d = config3.face.mesh) == null ? void 0 : _d.enabled) ? inputSize6 : size());
if ((_e = config3 == null ? void 0 : config3.filter) == null ? void 0 : _e.equalization) {
const equilized = await histogramEqualization(face5.tensor);
tfjs_esm_exports.dispose(face5.tensor);
face5.tensor = equilized;
}
face5.boxScore = Math.round(100 * box5.confidence) / 100;
if (!((_g = config3.face.mesh) == null ? void 0 : _g.enabled)) {
face5.box = getClampedBox(box5, input);
if (!((_f = config3.face.mesh) == null ? void 0 : _f.enabled)) {
face5.box = clampBox(box5, input);
face5.boxRaw = getRawBox(box5, input);
face5.score = face5.boxScore;
face5.mesh = box5.landmarks.map((pt) => [
@ -6016,30 +6029,25 @@ async function predict10(input, config3) {
const coordsReshaped = tfjs_esm_exports.reshape(contourCoords, [-1, 3]);
let rawCoords = await coordsReshaped.array();
tfjs_esm_exports.dispose([contourCoords, coordsReshaped, confidence, contours]);
if (face5.faceScore < (((_h = config3.face.detector) == null ? void 0 : _h.minConfidence) || 1)) {
if (face5.faceScore < (((_g = config3.face.detector) == null ? void 0 : _g.minConfidence) || 1)) {
box5.confidence = face5.faceScore;
} else {
if ((_i = config3.face.iris) == null ? void 0 : _i.enabled)
if ((_h = config3.face.iris) == null ? void 0 : _h.enabled)
rawCoords = await augmentIris(rawCoords, face5.tensor, config3, inputSize6);
face5.mesh = transformRawCoords(rawCoords, box5, angle, rotationMatrix, inputSize6);
face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize6]);
for (const key of Object.keys(meshAnnotations))
face5.annotations[key] = meshAnnotations[key].map((index2) => face5.mesh[index2]);
const boxCalculated = calculateLandmarksBoundingBox(face5.mesh);
const boxEnlarged = enlargeBox(boxCalculated, ((_j = config3.face.detector) == null ? void 0 : _j.cropFactor) || 1.6);
const boxSquared = squarifyBox(boxEnlarged);
box5 = { ...boxSquared, confidence: box5.confidence };
face5.box = getClampedBox(box5, input);
face5.boxRaw = getRawBox(box5, input);
face5.score = face5.faceScore;
newCache.push(box5);
tfjs_esm_exports.dispose(face5.tensor);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_k = config3.face.detector) == null ? void 0 : _k.rotation, box5, input, inputSize6);
const calculatedBox = { ...calculateFaceBox(face5.mesh, box5), confidence: box5.confidence, landmarks: box5.landmarks };
face5.box = clampBox(calculatedBox, input);
face5.boxRaw = getRawBox(calculatedBox, input);
newCache.push(calculatedBox);
}
}
faces.push(face5);
}
boxCache = [...newCache];
cache3.boxes = newCache;
return faces;
}
async function load11(config3) {
@ -6063,9 +6071,9 @@ var uvmap = UV468;
// src/face/faceres.ts
var model12;
var last8 = [];
var lastTime11 = 0;
var lastTime10 = 0;
var lastCount7 = 0;
var skipped11 = Number.MAX_SAFE_INTEGER;
var skipped10 = Number.MAX_SAFE_INTEGER;
async function load12(config3) {
var _a, _b;
const modelUrl = join(config3.modelBasePath, ((_a = config3.face.description) == null ? void 0 : _a.modelPath) || "");
@ -6094,13 +6102,13 @@ async function predict11(image29, config3, idx, count2) {
var _a, _b, _c, _d;
if (!model12)
return { age: 0, gender: "unknown", genderScore: 0, descriptor: [] };
const skipFrame = skipped11 < (((_a = config3.face.description) == null ? void 0 : _a.skipFrames) || 0);
const skipTime = (((_b = config3.face.description) == null ? void 0 : _b.skipTime) || 0) > now() - lastTime11;
const skipFrame = skipped10 < (((_a = config3.face.description) == null ? void 0 : _a.skipFrames) || 0);
const skipTime = (((_b = config3.face.description) == null ? void 0 : _b.skipTime) || 0) > now() - lastTime10;
if (config3.skipAllowed && skipFrame && skipTime && lastCount7 === count2 && ((_c = last8[idx]) == null ? void 0 : _c.age) && ((_d = last8[idx]) == null ? void 0 : _d.age) > 0) {
skipped11++;
skipped10++;
return last8[idx];
}
skipped11 = 0;
skipped10 = 0;
return new Promise(async (resolve) => {
var _a2, _b2;
const obj = {
@ -6112,7 +6120,7 @@ async function predict11(image29, config3, idx, count2) {
if ((_a2 = config3.face.description) == null ? void 0 : _a2.enabled) {
const enhanced = enhance2(image29);
const resT = model12 == null ? void 0 : model12.execute(enhanced);
lastTime11 = now();
lastTime10 = now();
tfjs_esm_exports.dispose(enhanced);
const genderT = await resT.find((t) => t.shape[1] === 1);
const gender = await genderT.data();
@ -6151,7 +6159,7 @@ function getBoxCenter2(box5) {
box5.startPoint[1] + (box5.endPoint[1] - box5.startPoint[1]) / 2
];
}
function cutBoxFromImageAndResize2(box5, image29, cropSize) {
function cutBoxFromImageAndResize(box5, image29, cropSize) {
const h = image29.shape[1];
const w = image29.shape[2];
const boxes = [[
@ -9280,7 +9288,7 @@ var handBoxEnlargeFactor = 1.65;
var palmLandmarkIds = [0, 5, 9, 13, 17, 1, 2];
var palmLandmarksPalmBase = 0;
var palmLandmarksMiddleFingerBase = 2;
var lastTime12 = 0;
var lastTime11 = 0;
var HandPipeline = class {
constructor(handDetector, handPoseModel2) {
__publicField(this, "handDetector");
@ -9345,7 +9353,7 @@ var HandPipeline = class {
async estimateHands(image29, config3) {
let useFreshBox = false;
let boxes;
const skipTime = (config3.hand.skipTime || 0) > now() - lastTime12;
const skipTime = (config3.hand.skipTime || 0) > now() - lastTime11;
const skipFrame = this.skipped < (config3.hand.skipFrames || 0);
if (config3.skipAllowed && skipTime && skipFrame) {
boxes = await this.handDetector.predict(image29, config3);
@ -9371,12 +9379,12 @@ var HandPipeline = class {
const rotatedImage = config3.hand.rotation && env.kernels.includes("rotatewithoffset") ? tfjs_esm_exports.image.rotateWithOffset(image29, angle, 0, palmCenterNormalized) : image29.clone();
const rotationMatrix = buildRotationMatrix2(-angle, palmCenter);
const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox;
const croppedInput = cutBoxFromImageAndResize2(newBox, rotatedImage, [this.inputSize, this.inputSize]);
const croppedInput = cutBoxFromImageAndResize(newBox, rotatedImage, [this.inputSize, this.inputSize]);
const handImage = tfjs_esm_exports.div(croppedInput, constants.tf255);
tfjs_esm_exports.dispose(croppedInput);
tfjs_esm_exports.dispose(rotatedImage);
const [confidenceT, keypoints] = this.handPoseModel.execute(handImage);
lastTime12 = now();
lastTime11 = now();
tfjs_esm_exports.dispose(handImage);
const confidence = (await confidenceT.data())[0];
tfjs_esm_exports.dispose(confidenceT);
@ -9935,10 +9943,10 @@ var faceIndex = 4;
var boxExpandFact = 1.6;
var maxDetectorResolution = 512;
var detectorExpandFact = 1.4;
var skipped12 = Number.MAX_SAFE_INTEGER;
var lastTime13 = 0;
var skipped11 = Number.MAX_SAFE_INTEGER;
var lastTime12 = 0;
var outputSize = [0, 0];
var cache3 = {
var cache4 = {
boxes: [],
hands: []
};
@ -10074,53 +10082,53 @@ async function predict13(input, config3) {
if (!models2[0] || !models2[1] || !((_a = models2[0]) == null ? void 0 : _a.inputs[0].shape) || !((_b = models2[1]) == null ? void 0 : _b.inputs[0].shape))
return [];
outputSize = [input.shape[2] || 0, input.shape[1] || 0];
skipped12++;
const skipTime = (config3.hand.skipTime || 0) > now() - lastTime13;
const skipFrame = skipped12 < (config3.hand.skipFrames || 0);
skipped11++;
const skipTime = (config3.hand.skipTime || 0) > now() - lastTime12;
const skipFrame = skipped11 < (config3.hand.skipFrames || 0);
if (config3.skipAllowed && skipTime && skipFrame) {
return cache3.hands;
return cache4.hands;
}
return new Promise(async (resolve) => {
const skipTimeExtended = 3 * (config3.hand.skipTime || 0) > now() - lastTime13;
const skipFrameExtended = skipped12 < 3 * (config3.hand.skipFrames || 0);
if (config3.skipAllowed && cache3.hands.length === config3.hand.maxDetected) {
cache3.hands = await Promise.all(cache3.boxes.map((handBox) => detectFingers(input, handBox, config3)));
} else if (config3.skipAllowed && skipTimeExtended && skipFrameExtended && cache3.hands.length > 0) {
cache3.hands = await Promise.all(cache3.boxes.map((handBox) => detectFingers(input, handBox, config3)));
const skipTimeExtended = 3 * (config3.hand.skipTime || 0) > now() - lastTime12;
const skipFrameExtended = skipped11 < 3 * (config3.hand.skipFrames || 0);
if (config3.skipAllowed && cache4.hands.length === config3.hand.maxDetected) {
cache4.hands = await Promise.all(cache4.boxes.map((handBox) => detectFingers(input, handBox, config3)));
} else if (config3.skipAllowed && skipTimeExtended && skipFrameExtended && cache4.hands.length > 0) {
cache4.hands = await Promise.all(cache4.boxes.map((handBox) => detectFingers(input, handBox, config3)));
} else {
cache3.boxes = await detectHands(input, config3);
lastTime13 = now();
cache3.hands = await Promise.all(cache3.boxes.map((handBox) => detectFingers(input, handBox, config3)));
skipped12 = 0;
cache4.boxes = await detectHands(input, config3);
lastTime12 = now();
cache4.hands = await Promise.all(cache4.boxes.map((handBox) => detectFingers(input, handBox, config3)));
skipped11 = 0;
}
const oldCache = [...cache3.boxes];
cache3.boxes.length = 0;
const oldCache = [...cache4.boxes];
cache4.boxes.length = 0;
if (config3.cacheSensitivity > 0) {
for (let i = 0; i < cache3.hands.length; i++) {
const boxKpt = square(cache3.hands[i].keypoints, outputSize);
if (boxKpt.box[2] / (input.shape[2] || 1) > 0.05 && boxKpt.box[3] / (input.shape[1] || 1) > 0.05 && cache3.hands[i].fingerScore && cache3.hands[i].fingerScore > (config3.hand.minConfidence || 0)) {
for (let i = 0; i < cache4.hands.length; i++) {
const boxKpt = square(cache4.hands[i].keypoints, outputSize);
if (boxKpt.box[2] / (input.shape[2] || 1) > 0.05 && boxKpt.box[3] / (input.shape[1] || 1) > 0.05 && cache4.hands[i].fingerScore && cache4.hands[i].fingerScore > (config3.hand.minConfidence || 0)) {
const boxScale = scale(boxKpt.box, boxExpandFact);
const boxScaleRaw = scale(boxKpt.boxRaw, boxExpandFact);
const boxCrop = crop(boxScaleRaw);
cache3.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
cache4.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
}
}
}
for (let i = 0; i < cache3.hands.length; i++) {
const bbox = calc(cache3.hands[i].keypoints, outputSize);
cache3.hands[i].box = bbox.box;
cache3.hands[i].boxRaw = bbox.boxRaw;
for (let i = 0; i < cache4.hands.length; i++) {
const bbox = calc(cache4.hands[i].keypoints, outputSize);
cache4.hands[i].box = bbox.box;
cache4.hands[i].boxRaw = bbox.boxRaw;
}
resolve(cache3.hands);
resolve(cache4.hands);
});
}
// src/face/liveness.ts
var model13;
var cached2 = [];
var skipped13 = Number.MAX_SAFE_INTEGER;
var skipped12 = Number.MAX_SAFE_INTEGER;
var lastCount8 = 0;
var lastTime14 = 0;
var lastTime13 = 0;
async function load14(config3) {
var _a, _b;
if (env.initial)
@ -10139,20 +10147,20 @@ async function predict14(image29, config3, idx, count2) {
var _a, _b;
if (!model13)
return 0;
const skipTime = (((_a = config3.face.liveness) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime14;
const skipFrame = skipped13 < (((_b = config3.face.liveness) == null ? void 0 : _b.skipFrames) || 0);
const skipTime = (((_a = config3.face.liveness) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime13;
const skipFrame = skipped12 < (((_b = config3.face.liveness) == null ? void 0 : _b.skipFrames) || 0);
if (config3.skipAllowed && skipTime && skipFrame && lastCount8 === count2 && cached2[idx]) {
skipped13++;
skipped12++;
return cached2[idx];
}
skipped13 = 0;
skipped12 = 0;
return new Promise(async (resolve) => {
const resize = tfjs_esm_exports.image.resizeBilinear(image29, [(model13 == null ? void 0 : model13.inputs[0].shape) ? model13.inputs[0].shape[2] : 0, (model13 == null ? void 0 : model13.inputs[0].shape) ? model13.inputs[0].shape[1] : 0], false);
const res = model13 == null ? void 0 : model13.execute(resize);
const num = (await res.data())[0];
cached2[idx] = Math.round(100 * num) / 100;
lastCount8 = count2;
lastTime14 = now();
lastTime13 = now();
tfjs_esm_exports.dispose([resize, res]);
resolve(cached2[idx]);
});
@ -10217,7 +10225,7 @@ var connected3 = {
// src/body/movenetfix.ts
var maxJitter = 5e-3;
var cache4 = {
var cache5 = {
keypoints: [],
padding: [[0, 0], [0, 0], [0, 0], [0, 0]]
};
@ -10266,15 +10274,15 @@ function bodyParts(body4) {
}
function jitter(keypoints) {
for (let i = 0; i < keypoints.length; i++) {
if (keypoints[i] && cache4.keypoints[i]) {
const diff = [Math.abs(keypoints[i].positionRaw[0] - cache4.keypoints[i].positionRaw[0]), Math.abs(keypoints[i].positionRaw[1] - cache4.keypoints[i].positionRaw[1])];
if (keypoints[i] && cache5.keypoints[i]) {
const diff = [Math.abs(keypoints[i].positionRaw[0] - cache5.keypoints[i].positionRaw[0]), Math.abs(keypoints[i].positionRaw[1] - cache5.keypoints[i].positionRaw[1])];
if (diff[0] < maxJitter && diff[1] < maxJitter) {
keypoints[i] = cache4.keypoints[i];
keypoints[i] = cache5.keypoints[i];
} else {
cache4.keypoints[i] = keypoints[i];
cache5.keypoints[i] = keypoints[i];
}
} else {
cache4.keypoints[i] = keypoints[i];
cache5.keypoints[i] = keypoints[i];
}
}
return keypoints;
@ -10283,13 +10291,13 @@ function padInput(input, inputSize9) {
const t = {};
if (!input.shape || !input.shape[1] || !input.shape[2])
return input;
cache4.padding = [
cache5.padding = [
[0, 0],
[input.shape[2] > input.shape[1] ? Math.trunc((input.shape[2] - input.shape[1]) / 2) : 0, input.shape[2] > input.shape[1] ? Math.trunc((input.shape[2] - input.shape[1]) / 2) : 0],
[input.shape[1] > input.shape[2] ? Math.trunc((input.shape[1] - input.shape[2]) / 2) : 0, input.shape[1] > input.shape[2] ? Math.trunc((input.shape[1] - input.shape[2]) / 2) : 0],
[0, 0]
];
t.pad = tfjs_esm_exports.pad(input, cache4.padding);
t.pad = tfjs_esm_exports.pad(input, cache5.padding);
t.resize = tfjs_esm_exports.image.resizeBilinear(t.pad, [inputSize9, inputSize9]);
const final = tfjs_esm_exports.cast(t.resize, "int32");
Object.keys(t).forEach((tensor3) => tfjs_esm_exports.dispose(t[tensor3]));
@ -10299,8 +10307,8 @@ function rescaleBody(body4, outputSize2) {
body4.keypoints = body4.keypoints.filter((kpt4) => kpt4 && kpt4.position);
for (const kpt4 of body4.keypoints) {
kpt4.position = [
kpt4.position[0] * (outputSize2[0] + cache4.padding[2][0] + cache4.padding[2][1]) / outputSize2[0] - cache4.padding[2][0],
kpt4.position[1] * (outputSize2[1] + cache4.padding[1][0] + cache4.padding[1][1]) / outputSize2[1] - cache4.padding[1][0]
kpt4.position[0] * (outputSize2[0] + cache5.padding[2][0] + cache5.padding[2][1]) / outputSize2[0] - cache5.padding[2][0],
kpt4.position[1] * (outputSize2[1] + cache5.padding[1][0] + cache5.padding[1][1]) / outputSize2[1] - cache5.padding[1][0]
];
kpt4.positionRaw = [
kpt4.position[0] / outputSize2[0],
@ -10316,8 +10324,8 @@ function rescaleBody(body4, outputSize2) {
// src/body/movenet.ts
var model14;
var inputSize8 = 0;
var skipped14 = Number.MAX_SAFE_INTEGER;
var cache5 = {
var skipped13 = Number.MAX_SAFE_INTEGER;
var cache6 = {
boxes: [],
bodies: [],
last: 0
@ -10420,35 +10428,35 @@ async function predict15(input, config3) {
if (!model14 || !(model14 == null ? void 0 : model14.inputs[0].shape))
return [];
if (!config3.skipAllowed)
cache5.boxes.length = 0;
skipped14++;
const skipTime = (config3.body.skipTime || 0) > now() - cache5.last;
const skipFrame = skipped14 < (config3.body.skipFrames || 0);
cache6.boxes.length = 0;
skipped13++;
const skipTime = (config3.body.skipTime || 0) > now() - cache6.last;
const skipFrame = skipped13 < (config3.body.skipFrames || 0);
if (config3.skipAllowed && skipTime && skipFrame) {
return cache5.bodies;
return cache6.bodies;
}
return new Promise(async (resolve) => {
const t = {};
skipped14 = 0;
skipped13 = 0;
t.input = padInput(input, inputSize8);
t.res = model14 == null ? void 0 : model14.execute(t.input);
cache5.last = now();
cache6.last = now();
const res = await t.res.array();
cache5.bodies = t.res.shape[2] === 17 ? await parseSinglePose(res, config3, input) : await parseMultiPose(res, config3, input);
for (const body4 of cache5.bodies) {
cache6.bodies = t.res.shape[2] === 17 ? await parseSinglePose(res, config3, input) : await parseMultiPose(res, config3, input);
for (const body4 of cache6.bodies) {
rescaleBody(body4, [input.shape[2] || 1, input.shape[1] || 1]);
jitter(body4.keypoints);
}
Object.keys(t).forEach((tensor3) => tfjs_esm_exports.dispose(t[tensor3]));
resolve(cache5.bodies);
resolve(cache6.bodies);
});
}
// src/object/nanodet.ts
var model15;
var last9 = [];
var lastTime15 = 0;
var skipped15 = Number.MAX_SAFE_INTEGER;
var lastTime14 = 0;
var skipped14 = Number.MAX_SAFE_INTEGER;
var scaleBox = 2.5;
async function load16(config3) {
if (!model15 || env.initial) {
@ -10525,13 +10533,13 @@ async function process4(res, inputSize9, outputShape, config3) {
return results;
}
async function predict16(image29, config3) {
const skipTime = (config3.object.skipTime || 0) > now() - lastTime15;
const skipFrame = skipped15 < (config3.object.skipFrames || 0);
const skipTime = (config3.object.skipTime || 0) > now() - lastTime14;
const skipFrame = skipped14 < (config3.object.skipFrames || 0);
if (config3.skipAllowed && skipTime && skipFrame && last9.length > 0) {
skipped15++;
skipped14++;
return last9;
}
skipped15 = 0;
skipped14 = 0;
if (!env.kernels.includes("mod") || !env.kernels.includes("sparsetodense"))
return last9;
return new Promise(async (resolve) => {
@ -10544,7 +10552,7 @@ async function predict16(image29, config3) {
let objectT;
if (config3.object.enabled)
objectT = model15.execute(transpose);
lastTime15 = now();
lastTime14 = now();
tfjs_esm_exports.dispose(transpose);
const obj = await process4(objectT, model15.inputSize, outputSize2, config3);
last9 = obj;
@ -11067,41 +11075,29 @@ async function load19(instance) {
async function validate2(instance) {
const simpleOps = ["const", "placeholder", "noop", "pad", "squeeze", "add", "sub", "mul", "div"];
for (const defined of Object.keys(instance.models)) {
if (instance.models[defined]) {
let models5 = [];
if (Array.isArray(instance.models[defined])) {
models5 = instance.models[defined].filter((model18) => model18 !== null).map((model18) => model18 && model18.executor ? model18 : model18.model);
} else {
models5 = [instance.models[defined]];
const model18 = instance.models[defined];
if (!model18)
continue;
const ops = [];
const executor = model18 == null ? void 0 : model18.executor;
if (executor && executor.graph.nodes) {
for (const kernel of Object.values(executor.graph.nodes)) {
const op = kernel.op.toLowerCase();
if (!ops.includes(op))
ops.push(op);
}
for (const model18 of models5) {
if (!model18) {
if (instance.config.debug)
log("model marked as loaded but not defined:", defined);
continue;
}
const ops = [];
const executor = model18 == null ? void 0 : model18.executor;
if (executor && executor.graph.nodes) {
for (const kernel of Object.values(executor.graph.nodes)) {
const op = kernel.op.toLowerCase();
if (!ops.includes(op))
ops.push(op);
}
} else {
if (!executor && instance.config.debug)
log("model signature not determined:", defined);
}
const missing = [];
for (const op of ops) {
if (!simpleOps.includes(op) && !instance.env.kernels.includes(op) && !instance.env.kernels.includes(op.replace("_", "")) && !instance.env.kernels.includes(op.replace("native", "")) && !instance.env.kernels.includes(op.replace("v2", ""))) {
missing.push(op);
}
}
if (missing.length > 0 && instance.config.debug)
log("model validation:", defined, missing);
} else {
if (!executor && instance.config.debug)
log("model signature not determined:", defined);
}
const missing = [];
for (const op of ops) {
if (!simpleOps.includes(op) && !instance.env.kernels.includes(op) && !instance.env.kernels.includes(op.replace("_", "")) && !instance.env.kernels.includes(op.replace("native", "")) && !instance.env.kernels.includes(op.replace("v2", ""))) {
missing.push(op);
}
}
if (instance.config.debug && missing.length > 0)
log("model validation failed:", defined, missing);
}
}
@ -11383,12 +11379,12 @@ function point(ctx, x, y, z, localOptions) {
}
function rect(ctx, x, y, width, height, localOptions) {
ctx.beginPath();
ctx.lineWidth = localOptions.lineWidth;
if (localOptions.useCurves) {
const cx = (x + x + width) / 2;
const cy = (y + y + height) / 2;
ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI);
} else {
ctx.lineWidth = localOptions.lineWidth;
ctx.moveTo(x + localOptions.roundRect, y);
ctx.lineTo(x + width - localOptions.roundRect, y);
ctx.quadraticCurveTo(x + width, y, x + width, y + localOptions.roundRect);
@ -11422,6 +11418,7 @@ function lines(ctx, points, localOptions) {
function curves(ctx, points, localOptions) {
if (points.length < 2)
return;
ctx.lineWidth = localOptions.lineWidth;
if (!localOptions.useCurves || points.length <= 2) {
lines(ctx, points, localOptions);
return;
@ -11544,14 +11541,13 @@ async function face(inCanvas2, result, drawOptions) {
ctx.fillText(labels2[i], x + 4, y + 15);
}
}
ctx.lineWidth = 1;
ctx.lineWidth = 2;
if (f.mesh && f.mesh.length > 0) {
if (localOptions.drawPoints) {
for (const pt of f.mesh)
point(ctx, pt[0], pt[1], pt[2], localOptions);
}
if (localOptions.drawPolygons) {
ctx.lineWidth = 1;
if (f.mesh.length > 450) {
for (let i = 0; i < TRI468.length / 3; i++) {
const points = [
@ -11711,7 +11707,8 @@ async function hand(inCanvas2, result, drawOptions) {
const addHandLabel = (part, title) => {
if (!part || part.length === 0 || !part[0])
return;
ctx.fillStyle = localOptions.useDepth ? `rgba(${127.5 + 2 * part[part.length - 1][2]}, ${127.5 - 2 * part[part.length - 1][2]}, 255, 0.5)` : localOptions.color;
const z = part[part.length - 1][2] || 0;
ctx.fillStyle = localOptions.useDepth ? `rgba(${127.5 + 2 * z}, ${127.5 - 2 * z}, 255, 0.5)` : localOptions.color;
ctx.fillText(title, part[part.length - 1][0] + 4, part[part.length - 1][1] + 4);
};
ctx.font = localOptions.font;
@ -11728,7 +11725,8 @@ async function hand(inCanvas2, result, drawOptions) {
return;
for (let i = 0; i < part.length; i++) {
ctx.beginPath();
ctx.strokeStyle = localOptions.useDepth ? `rgba(${127.5 + i * part[i][2]}, ${127.5 - i * part[i][2]}, 255, 0.5)` : localOptions.color;
const z = part[i][2] || 0;
ctx.strokeStyle = localOptions.useDepth ? `rgba(${127.5 + i * z}, ${127.5 - i * z}, 255, 0.5)` : localOptions.color;
ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]);
ctx.lineTo(part[i][0], part[i][1]);
ctx.stroke();
@ -11903,7 +11901,7 @@ var calculateFaceAngle = (face5, imageSize) => {
return [x, y, z];
};
const rotationMatrixToEulerAngle = (r) => {
const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r;
const [r00, _r01, _r02, r10, r11, r12, r20, r21, r22] = r;
let thetaX;
let thetaY;
let thetaZ;
@ -11930,24 +11928,11 @@ var calculateFaceAngle = (face5, imageSize) => {
thetaZ = 0;
return { pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ };
};
const meshToEulerAngle = (mesh2) => {
const radians = (a1, a2, b1, b2) => Math.atan2(b2 - a2, b1 - a1);
const angle2 = {
pitch: radians(mesh2[10][1], mesh2[10][2], mesh2[152][1], mesh2[152][2]),
yaw: radians(mesh2[33][0], mesh2[33][2], mesh2[263][0], mesh2[263][2]),
roll: radians(mesh2[33][0], mesh2[33][1], mesh2[263][0], mesh2[263][1])
};
return angle2;
};
const mesh = face5.meshRaw;
if (!mesh || mesh.length < 300)
return { angle: { pitch: 0, yaw: 0, roll: 0 }, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1], gaze: { bearing: 0, strength: 0 } };
const size2 = Math.max(face5.boxRaw[2] * imageSize[0], face5.boxRaw[3] * imageSize[1]) / 1.5;
const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [
pt[0] * imageSize[0] / size2,
pt[1] * imageSize[1] / size2,
pt[2]
]);
const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [pt[0] * imageSize[0] / size2, pt[1] * imageSize[1] / size2, pt[2]]);
const y_axis = normalize(subVectors(pts[1], pts[0]));
let x_axis = normalize(subVectors(pts[3], pts[2]));
const z_axis = normalize(crossVectors(x_axis, y_axis));
@ -13250,7 +13235,7 @@ async function warmupCanvas(instance) {
const canvas3 = canvas(img.naturalWidth, img.naturalHeight);
if (!canvas3) {
log("Warmup: Canvas not found");
resolve({});
resolve(void 0);
} else {
const ctx = canvas3.getContext("2d");
if (ctx)
@ -13263,7 +13248,7 @@ async function warmupCanvas(instance) {
if (src)
img.src = src;
else
resolve(null);
resolve(void 0);
});
}
async function warmupNode(instance) {
@ -13271,12 +13256,10 @@ async function warmupNode(instance) {
let img;
if (instance.config.warmup === "face")
img = atob(face3);
if (instance.config.warmup === "body" || instance.config.warmup === "full")
else
img = atob(body3);
if (!img)
return null;
let res;
if (typeof tfjs_esm_exports["node"] !== "undefined") {
if ("node" in tfjs_esm_exports) {
const data = tfjs_esm_exports["node"].decodeJpeg(img);
const expanded = data.expandDims(0);
instance.tf.dispose(data);

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@ -137,7 +137,7 @@ declare function browserFiles(files: File[]): IOHandler;
declare function browserHTTPRequest(path: string, loadOptions?: LoadOptions): IOHandler;
/** draw processed canvas */
declare function canvas(input: AnyCanvas | HTMLImageElement | HTMLMediaElement | HTMLVideoElement, output: AnyCanvas): Promise<void>;
declare function canvas(input: AnyCanvas | HTMLImageElement | HTMLVideoElement, output: AnyCanvas): Promise<void>;
/**
* Concatenate a number of ArrayBuffers into one.
@ -512,12 +512,6 @@ export declare interface FaceDetectorConfig extends GenericConfig {
minConfidence: number;
/** minimum overlap between two detected faces before one is discarded */
iouThreshold: number;
/** factor used to expand detected face before further analysis
* - default: 1.6
* - for high-quality inputs can be reduced to increase precision
* - for video inputs or low-quality inputs can be increased to allow for more flexible tracking
*/
cropFactor: number;
/** should child models perform on masked image of a face */
mask: boolean;
/** should face detection return face tensor to be used in some other extenrnal model? */
@ -1249,7 +1243,7 @@ declare class Human {
* @param userConfig - {@link Config}
* @returns result - {@link Result}
*/
warmup(userConfig?: Partial<Config>): Promise<Result>;
warmup(userConfig?: Partial<Config>): Promise<Result | undefined>;
/** Run detect with tensorflow profiling
* - result object will contain total exeuction time information for top-20 kernels
* - actual detection object can be accessed via `human.result`

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@ -137,7 +137,7 @@ declare function browserFiles(files: File[]): IOHandler;
declare function browserHTTPRequest(path: string, loadOptions?: LoadOptions): IOHandler;
/** draw processed canvas */
declare function canvas(input: AnyCanvas | HTMLImageElement | HTMLMediaElement | HTMLVideoElement, output: AnyCanvas): Promise<void>;
declare function canvas(input: AnyCanvas | HTMLImageElement | HTMLVideoElement, output: AnyCanvas): Promise<void>;
/**
* Concatenate a number of ArrayBuffers into one.
@ -512,12 +512,6 @@ export declare interface FaceDetectorConfig extends GenericConfig {
minConfidence: number;
/** minimum overlap between two detected faces before one is discarded */
iouThreshold: number;
/** factor used to expand detected face before further analysis
* - default: 1.6
* - for high-quality inputs can be reduced to increase precision
* - for video inputs or low-quality inputs can be increased to allow for more flexible tracking
*/
cropFactor: number;
/** should child models perform on masked image of a face */
mask: boolean;
/** should face detection return face tensor to be used in some other extenrnal model? */
@ -1249,7 +1243,7 @@ declare class Human {
* @param userConfig - {@link Config}
* @returns result - {@link Result}
*/
warmup(userConfig?: Partial<Config>): Promise<Result>;
warmup(userConfig?: Partial<Config>): Promise<Result | undefined>;
/** Run detect with tensorflow profiling
* - result object will contain total exeuction time information for top-20 kernels
* - actual detection object can be accessed via `human.result`

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@ -187,7 +187,6 @@ var config = {
skipTime: 2500,
minConfidence: 0.2,
iouThreshold: 0.1,
cropFactor: 1.6,
mask: false,
return: false
},
@ -1236,7 +1235,7 @@ async function skip(config3, input) {
const diffRelative = diffSum[0] / (input.shape[1] || 1) / (input.shape[2] || 1) / 255 / 3;
tf2.dispose([last.inputTensor, t.diff, t.squared, t.sum]);
last.inputTensor = tf2.clone(input);
skipFrame = diffRelative <= config3.cacheSensitivity;
skipFrame = diffRelative <= (config3.cacheSensitivity || 0);
}
return skipFrame;
}
@ -1371,7 +1370,7 @@ var env = new Env();
var tf36 = __toModule(require_tfjs_esm());
// package.json
var version2 = "2.5.6";
var version2 = "2.5.7";
// src/tfjs/humangl.ts
var tf31 = __toModule(require_tfjs_esm());
@ -4912,8 +4911,8 @@ var UV7 = VTX7.map((x) => UV468[x]);
// src/face/facemeshutil.ts
var getBoxSize = (box5) => [Math.abs(box5.endPoint[0] - box5.startPoint[0]), Math.abs(box5.endPoint[1] - box5.startPoint[1])];
var getBoxCenter = (box5) => [box5.startPoint[0] + (box5.endPoint[0] - box5.startPoint[0]) / 2, box5.startPoint[1] + (box5.endPoint[1] - box5.startPoint[1]) / 2];
var getClampedBox = (box5, input) => box5 ? [
var getBoxCenter = (box5) => [box5.startPoint[0] + (box5.endPoint[0] - box5.startPoint[0]) / 2, box5.startPoint[1] + (box5.endPoint[1] - box5.startPoint[1]) / 2, 1];
var clampBox = (box5, input) => box5 ? [
Math.trunc(Math.max(0, box5.startPoint[0])),
Math.trunc(Math.max(0, box5.startPoint[1])),
Math.trunc(Math.min(input.shape[2] || 0, box5.endPoint[0]) - Math.max(0, box5.startPoint[0])),
@ -4930,10 +4929,11 @@ var scaleBoxCoordinates = (box5, factor) => {
const endPoint = [box5.endPoint[0] * factor[0], box5.endPoint[1] * factor[1]];
return { startPoint, endPoint, landmarks: box5.landmarks, confidence: box5.confidence };
};
var cutBoxFromImageAndResize = (box5, image29, cropSize) => {
var cutAndResize = (box5, image29, cropSize) => {
const h = image29.shape[1];
const w = image29.shape[2];
const crop2 = tf9.image.cropAndResize(image29, [[box5.startPoint[1] / h, box5.startPoint[0] / w, box5.endPoint[1] / h, box5.endPoint[0] / w]], [0], cropSize);
const cutBox = [box5.startPoint[1] / h, box5.startPoint[0] / w, box5.endPoint[1] / h, box5.endPoint[0] / w];
const crop2 = tf9.image.cropAndResize(image29, [cutBox], [0], cropSize);
const norm = tf9.div(crop2, constants.tf255);
tf9.dispose(crop2);
return norm;
@ -4951,9 +4951,9 @@ var squarifyBox = (box5) => {
return { startPoint: [Math.round(centers[0] - halfSize), Math.round(centers[1] - halfSize)], endPoint: [Math.round(centers[0] + halfSize), Math.round(centers[1] + halfSize)], landmarks: box5.landmarks, confidence: box5.confidence };
};
var calculateLandmarksBoundingBox = (landmarks) => {
const xs = landmarks.map((d) => d[0]);
const ys = landmarks.map((d) => d[1]);
return { startPoint: [Math.min(...xs), Math.min(...ys)], endPoint: [Math.max(...xs), Math.max(...ys)], landmarks };
const x = landmarks.map((d) => d[0]);
const y = landmarks.map((d) => d[1]);
return { startPoint: [Math.min(...x), Math.min(...y)], endPoint: [Math.max(...x), Math.max(...y)], landmarks };
};
var fixedRotationMatrix = [[1, 0, 0], [0, 1, 0], [0, 0, 1]];
var normalizeRadians = (angle) => angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));
@ -5027,11 +5027,12 @@ function transformRawCoords(coordsRaw, box5, angle, rotationMatrix, inputSize9)
const coordsRotationMatrix = largeAngle ? buildRotationMatrix(angle, [0, 0]) : fixedRotationMatrix;
const coordsRotated = largeAngle ? coordsScaled.map((coord) => [...rotatePoint(coord, coordsRotationMatrix), coord[2]]) : coordsScaled;
const inverseRotationMatrix = largeAngle ? invertTransformMatrix(rotationMatrix) : fixedRotationMatrix;
const boxCenter = [...getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint }), 1];
const boxCenter = getBoxCenter(box5);
const offsets = [dot(boxCenter, inverseRotationMatrix[0]), dot(boxCenter, inverseRotationMatrix[1])];
return coordsRotated.map((coord) => [
Math.round(coord[0] + dot(boxCenter, inverseRotationMatrix[0])),
Math.round(coord[1] + dot(boxCenter, inverseRotationMatrix[1])),
Math.round(coord[2] || 0)
Math.trunc(coord[0] + offsets[0]),
Math.trunc(coord[1] + offsets[1]),
Math.trunc(coord[2] || 0)
]);
}
function correctFaceRotation(rotate, box5, input, inputSize9) {
@ -5043,23 +5044,38 @@ function correctFaceRotation(rotate, box5, input, inputSize9) {
angle = computeRotation(box5.landmarks[symmetryLine[0]], box5.landmarks[symmetryLine[1]]);
const largeAngle = angle && angle !== 0 && Math.abs(angle) > 0.2;
if (largeAngle) {
const center = getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint });
const center = getBoxCenter(box5);
const centerRaw = [center[0] / input.shape[2], center[1] / input.shape[1]];
const rotated = tf9.image.rotateWithOffset(input, angle, 0, centerRaw);
rotationMatrix = buildRotationMatrix(-angle, center);
face5 = cutBoxFromImageAndResize(box5, rotated, [inputSize9, inputSize9]);
face5 = cutAndResize(box5, rotated, [inputSize9, inputSize9]);
tf9.dispose(rotated);
} else {
face5 = cutBoxFromImageAndResize(box5, input, [inputSize9, inputSize9]);
face5 = cutAndResize(box5, input, [inputSize9, inputSize9]);
}
} else {
face5 = cutBoxFromImageAndResize(box5, input, [inputSize9, inputSize9]);
face5 = cutAndResize(box5, input, [inputSize9, inputSize9]);
}
return [angle, rotationMatrix, face5];
}
var findFaceCenter = (mesh) => {
const x = mesh.map((m) => m[0]);
const y = mesh.map((m) => m[1]);
return [Math.min(...x) + (Math.max(...x) - Math.min(...x)) / 2, Math.min(...y) + (Math.max(...y) - Math.min(...y)) / 2];
};
var calculateFaceBox = (mesh, previousBox) => {
const center = findFaceCenter(mesh);
const boxSize = getBoxSize(previousBox);
const calculatedBox = {
startPoint: [center[0] - boxSize[0] / 2, center[1] - boxSize[1] / 2],
endPoint: [center[0] + boxSize[0] / 2, center[1] + boxSize[1] / 2]
};
return calculatedBox;
};
// src/face/blazeface.ts
var keypointsCount = 6;
var faceBoxScaleFactor = 1.2;
var model5;
var anchors = null;
var inputSize = 0;
@ -5101,7 +5117,7 @@ function decodeBounds(boxOutputs) {
async function getBoxes(inputImage, config3) {
var _a, _b, _c, _d;
if (!inputImage || inputImage["isDisposedInternal"] || inputImage.shape.length !== 4 || inputImage.shape[1] < 1 || inputImage.shape[2] < 1)
return { boxes: [] };
return [];
const t = {};
t.resized = tf10.image.resizeBilinear(inputImage, [inputSize, inputSize]);
t.div = tf10.div(t.resized, constants.tf127);
@ -5134,17 +5150,21 @@ async function getBoxes(inputImage, config3) {
b.squeeze = tf10.squeeze(b.slice);
b.landmarks = tf10.reshape(b.squeeze, [keypointsCount, -1]);
const points = await b.bbox.data();
boxes.push({
const rawBox = {
startPoint: [points[0], points[1]],
endPoint: [points[2], points[3]],
landmarks: await b.landmarks.array(),
confidence
});
};
const scaledBox = scaleBoxCoordinates(rawBox, [(inputImage.shape[2] || 0) / inputSize, (inputImage.shape[1] || 0) / inputSize]);
const enlargedBox = enlargeBox(scaledBox, faceBoxScaleFactor);
const squaredBox = squarifyBox(enlargedBox);
boxes.push(squaredBox);
Object.keys(b).forEach((tensor3) => tf10.dispose(b[tensor3]));
}
}
Object.keys(t).forEach((tensor3) => tf10.dispose(t[tensor3]));
return { boxes, scaleFactor: [inputImage.shape[2] / inputSize, inputImage.shape[1] / inputSize] };
return boxes;
}
// src/body/blazepose.ts
@ -5997,36 +6017,29 @@ async function augmentIris(rawCoords, face5, config3, meshSize) {
}
// src/face/facemesh.ts
var boxCache = [];
var cache3 = {
boxes: [],
skipped: Number.MAX_SAFE_INTEGER,
timestamp: 0
};
var model11 = null;
var inputSize6 = 0;
var skipped10 = Number.MAX_SAFE_INTEGER;
var lastTime10 = 0;
async function predict10(input, config3) {
var _a, _b, _c, _d, _e, _f, _g, _h, _i, _j, _k;
const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime10;
const skipFrame = skipped10 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
const possibleBoxes = await getBoxes(input, config3);
lastTime10 = now();
boxCache = [];
for (const possible of possibleBoxes.boxes) {
const boxScaled = scaleBoxCoordinates(possible, possibleBoxes.scaleFactor);
const detectedWidth = (boxScaled.endPoint[0] - boxScaled.startPoint[0]) / (input.shape[2] || 1e3);
const calcFactor = (((_c = config3.face.detector) == null ? void 0 : _c.cropFactor) || 1.6) / (detectedWidth + 0.75) / 1.34;
const boxEnlarged = enlargeBox(boxScaled, calcFactor);
const boxSquared = squarifyBox(boxEnlarged);
boxCache.push(boxSquared);
}
skipped10 = 0;
var _a, _b, _c, _d, _e, _f, _g, _h;
const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - cache3.timestamp;
const skipFrame = cache3.skipped < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || cache3.boxes.length === 0) {
cache3.boxes = await getBoxes(input, config3);
cache3.timestamp = now();
cache3.skipped = 0;
} else {
skipped10++;
cache3.skipped++;
}
const faces = [];
const newCache = [];
let id = 0;
for (let i = 0; i < boxCache.length; i++) {
let box5 = boxCache[i];
for (let i = 0; i < cache3.boxes.length; i++) {
const box5 = cache3.boxes[i];
let angle = 0;
let rotationMatrix;
const face5 = {
@ -6040,15 +6053,15 @@ async function predict10(input, config3) {
faceScore: 0,
annotations: {}
};
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_d = config3.face.detector) == null ? void 0 : _d.rotation, box5, input, ((_e = config3.face.mesh) == null ? void 0 : _e.enabled) ? inputSize6 : size());
if ((_f = config3 == null ? void 0 : config3.filter) == null ? void 0 : _f.equalization) {
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_c = config3.face.detector) == null ? void 0 : _c.rotation, box5, input, ((_d = config3.face.mesh) == null ? void 0 : _d.enabled) ? inputSize6 : size());
if ((_e = config3 == null ? void 0 : config3.filter) == null ? void 0 : _e.equalization) {
const equilized = await histogramEqualization(face5.tensor);
tf18.dispose(face5.tensor);
face5.tensor = equilized;
}
face5.boxScore = Math.round(100 * box5.confidence) / 100;
if (!((_g = config3.face.mesh) == null ? void 0 : _g.enabled)) {
face5.box = getClampedBox(box5, input);
if (!((_f = config3.face.mesh) == null ? void 0 : _f.enabled)) {
face5.box = clampBox(box5, input);
face5.boxRaw = getRawBox(box5, input);
face5.score = face5.boxScore;
face5.mesh = box5.landmarks.map((pt) => [
@ -6068,30 +6081,25 @@ async function predict10(input, config3) {
const coordsReshaped = tf18.reshape(contourCoords, [-1, 3]);
let rawCoords = await coordsReshaped.array();
tf18.dispose([contourCoords, coordsReshaped, confidence, contours]);
if (face5.faceScore < (((_h = config3.face.detector) == null ? void 0 : _h.minConfidence) || 1)) {
if (face5.faceScore < (((_g = config3.face.detector) == null ? void 0 : _g.minConfidence) || 1)) {
box5.confidence = face5.faceScore;
} else {
if ((_i = config3.face.iris) == null ? void 0 : _i.enabled)
if ((_h = config3.face.iris) == null ? void 0 : _h.enabled)
rawCoords = await augmentIris(rawCoords, face5.tensor, config3, inputSize6);
face5.mesh = transformRawCoords(rawCoords, box5, angle, rotationMatrix, inputSize6);
face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize6]);
for (const key of Object.keys(meshAnnotations))
face5.annotations[key] = meshAnnotations[key].map((index2) => face5.mesh[index2]);
const boxCalculated = calculateLandmarksBoundingBox(face5.mesh);
const boxEnlarged = enlargeBox(boxCalculated, ((_j = config3.face.detector) == null ? void 0 : _j.cropFactor) || 1.6);
const boxSquared = squarifyBox(boxEnlarged);
box5 = { ...boxSquared, confidence: box5.confidence };
face5.box = getClampedBox(box5, input);
face5.boxRaw = getRawBox(box5, input);
face5.score = face5.faceScore;
newCache.push(box5);
tf18.dispose(face5.tensor);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_k = config3.face.detector) == null ? void 0 : _k.rotation, box5, input, inputSize6);
const calculatedBox = { ...calculateFaceBox(face5.mesh, box5), confidence: box5.confidence, landmarks: box5.landmarks };
face5.box = clampBox(calculatedBox, input);
face5.boxRaw = getRawBox(calculatedBox, input);
newCache.push(calculatedBox);
}
}
faces.push(face5);
}
boxCache = [...newCache];
cache3.boxes = newCache;
return faces;
}
async function load11(config3) {
@ -6116,9 +6124,9 @@ var uvmap = UV468;
var tf19 = __toModule(require_tfjs_esm());
var model12;
var last8 = [];
var lastTime11 = 0;
var lastTime10 = 0;
var lastCount7 = 0;
var skipped11 = Number.MAX_SAFE_INTEGER;
var skipped10 = Number.MAX_SAFE_INTEGER;
async function load12(config3) {
var _a, _b;
const modelUrl = join(config3.modelBasePath, ((_a = config3.face.description) == null ? void 0 : _a.modelPath) || "");
@ -6147,13 +6155,13 @@ async function predict11(image29, config3, idx, count2) {
var _a, _b, _c, _d;
if (!model12)
return { age: 0, gender: "unknown", genderScore: 0, descriptor: [] };
const skipFrame = skipped11 < (((_a = config3.face.description) == null ? void 0 : _a.skipFrames) || 0);
const skipTime = (((_b = config3.face.description) == null ? void 0 : _b.skipTime) || 0) > now() - lastTime11;
const skipFrame = skipped10 < (((_a = config3.face.description) == null ? void 0 : _a.skipFrames) || 0);
const skipTime = (((_b = config3.face.description) == null ? void 0 : _b.skipTime) || 0) > now() - lastTime10;
if (config3.skipAllowed && skipFrame && skipTime && lastCount7 === count2 && ((_c = last8[idx]) == null ? void 0 : _c.age) && ((_d = last8[idx]) == null ? void 0 : _d.age) > 0) {
skipped11++;
skipped10++;
return last8[idx];
}
skipped11 = 0;
skipped10 = 0;
return new Promise(async (resolve) => {
var _a2, _b2;
const obj = {
@ -6165,7 +6173,7 @@ async function predict11(image29, config3, idx, count2) {
if ((_a2 = config3.face.description) == null ? void 0 : _a2.enabled) {
const enhanced = enhance2(image29);
const resT = model12 == null ? void 0 : model12.execute(enhanced);
lastTime11 = now();
lastTime10 = now();
tf19.dispose(enhanced);
const genderT = await resT.find((t) => t.shape[1] === 1);
const gender = await genderT.data();
@ -6211,7 +6219,7 @@ function getBoxCenter2(box5) {
box5.startPoint[1] + (box5.endPoint[1] - box5.startPoint[1]) / 2
];
}
function cutBoxFromImageAndResize2(box5, image29, cropSize) {
function cutBoxFromImageAndResize(box5, image29, cropSize) {
const h = image29.shape[1];
const w = image29.shape[2];
const boxes = [[
@ -9341,7 +9349,7 @@ var handBoxEnlargeFactor = 1.65;
var palmLandmarkIds = [0, 5, 9, 13, 17, 1, 2];
var palmLandmarksPalmBase = 0;
var palmLandmarksMiddleFingerBase = 2;
var lastTime12 = 0;
var lastTime11 = 0;
var HandPipeline = class {
constructor(handDetector, handPoseModel2) {
__publicField(this, "handDetector");
@ -9406,7 +9414,7 @@ var HandPipeline = class {
async estimateHands(image29, config3) {
let useFreshBox = false;
let boxes;
const skipTime = (config3.hand.skipTime || 0) > now() - lastTime12;
const skipTime = (config3.hand.skipTime || 0) > now() - lastTime11;
const skipFrame = this.skipped < (config3.hand.skipFrames || 0);
if (config3.skipAllowed && skipTime && skipFrame) {
boxes = await this.handDetector.predict(image29, config3);
@ -9432,12 +9440,12 @@ var HandPipeline = class {
const rotatedImage = config3.hand.rotation && env.kernels.includes("rotatewithoffset") ? tf22.image.rotateWithOffset(image29, angle, 0, palmCenterNormalized) : image29.clone();
const rotationMatrix = buildRotationMatrix2(-angle, palmCenter);
const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox;
const croppedInput = cutBoxFromImageAndResize2(newBox, rotatedImage, [this.inputSize, this.inputSize]);
const croppedInput = cutBoxFromImageAndResize(newBox, rotatedImage, [this.inputSize, this.inputSize]);
const handImage = tf22.div(croppedInput, constants.tf255);
tf22.dispose(croppedInput);
tf22.dispose(rotatedImage);
const [confidenceT, keypoints] = this.handPoseModel.execute(handImage);
lastTime12 = now();
lastTime11 = now();
tf22.dispose(handImage);
const confidence = (await confidenceT.data())[0];
tf22.dispose(confidenceT);
@ -9997,10 +10005,10 @@ var faceIndex = 4;
var boxExpandFact = 1.6;
var maxDetectorResolution = 512;
var detectorExpandFact = 1.4;
var skipped12 = Number.MAX_SAFE_INTEGER;
var lastTime13 = 0;
var skipped11 = Number.MAX_SAFE_INTEGER;
var lastTime12 = 0;
var outputSize = [0, 0];
var cache3 = {
var cache4 = {
boxes: [],
hands: []
};
@ -10136,44 +10144,44 @@ async function predict13(input, config3) {
if (!models2[0] || !models2[1] || !((_a = models2[0]) == null ? void 0 : _a.inputs[0].shape) || !((_b = models2[1]) == null ? void 0 : _b.inputs[0].shape))
return [];
outputSize = [input.shape[2] || 0, input.shape[1] || 0];
skipped12++;
const skipTime = (config3.hand.skipTime || 0) > now() - lastTime13;
const skipFrame = skipped12 < (config3.hand.skipFrames || 0);
skipped11++;
const skipTime = (config3.hand.skipTime || 0) > now() - lastTime12;
const skipFrame = skipped11 < (config3.hand.skipFrames || 0);
if (config3.skipAllowed && skipTime && skipFrame) {
return cache3.hands;
return cache4.hands;
}
return new Promise(async (resolve) => {
const skipTimeExtended = 3 * (config3.hand.skipTime || 0) > now() - lastTime13;
const skipFrameExtended = skipped12 < 3 * (config3.hand.skipFrames || 0);
if (config3.skipAllowed && cache3.hands.length === config3.hand.maxDetected) {
cache3.hands = await Promise.all(cache3.boxes.map((handBox) => detectFingers(input, handBox, config3)));
} else if (config3.skipAllowed && skipTimeExtended && skipFrameExtended && cache3.hands.length > 0) {
cache3.hands = await Promise.all(cache3.boxes.map((handBox) => detectFingers(input, handBox, config3)));
const skipTimeExtended = 3 * (config3.hand.skipTime || 0) > now() - lastTime12;
const skipFrameExtended = skipped11 < 3 * (config3.hand.skipFrames || 0);
if (config3.skipAllowed && cache4.hands.length === config3.hand.maxDetected) {
cache4.hands = await Promise.all(cache4.boxes.map((handBox) => detectFingers(input, handBox, config3)));
} else if (config3.skipAllowed && skipTimeExtended && skipFrameExtended && cache4.hands.length > 0) {
cache4.hands = await Promise.all(cache4.boxes.map((handBox) => detectFingers(input, handBox, config3)));
} else {
cache3.boxes = await detectHands(input, config3);
lastTime13 = now();
cache3.hands = await Promise.all(cache3.boxes.map((handBox) => detectFingers(input, handBox, config3)));
skipped12 = 0;
cache4.boxes = await detectHands(input, config3);
lastTime12 = now();
cache4.hands = await Promise.all(cache4.boxes.map((handBox) => detectFingers(input, handBox, config3)));
skipped11 = 0;
}
const oldCache = [...cache3.boxes];
cache3.boxes.length = 0;
const oldCache = [...cache4.boxes];
cache4.boxes.length = 0;
if (config3.cacheSensitivity > 0) {
for (let i = 0; i < cache3.hands.length; i++) {
const boxKpt = square(cache3.hands[i].keypoints, outputSize);
if (boxKpt.box[2] / (input.shape[2] || 1) > 0.05 && boxKpt.box[3] / (input.shape[1] || 1) > 0.05 && cache3.hands[i].fingerScore && cache3.hands[i].fingerScore > (config3.hand.minConfidence || 0)) {
for (let i = 0; i < cache4.hands.length; i++) {
const boxKpt = square(cache4.hands[i].keypoints, outputSize);
if (boxKpt.box[2] / (input.shape[2] || 1) > 0.05 && boxKpt.box[3] / (input.shape[1] || 1) > 0.05 && cache4.hands[i].fingerScore && cache4.hands[i].fingerScore > (config3.hand.minConfidence || 0)) {
const boxScale = scale(boxKpt.box, boxExpandFact);
const boxScaleRaw = scale(boxKpt.boxRaw, boxExpandFact);
const boxCrop = crop(boxScaleRaw);
cache3.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
cache4.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
}
}
}
for (let i = 0; i < cache3.hands.length; i++) {
const bbox = calc(cache3.hands[i].keypoints, outputSize);
cache3.hands[i].box = bbox.box;
cache3.hands[i].boxRaw = bbox.boxRaw;
for (let i = 0; i < cache4.hands.length; i++) {
const bbox = calc(cache4.hands[i].keypoints, outputSize);
cache4.hands[i].box = bbox.box;
cache4.hands[i].boxRaw = bbox.boxRaw;
}
resolve(cache3.hands);
resolve(cache4.hands);
});
}
@ -10181,9 +10189,9 @@ async function predict13(input, config3) {
var tf25 = __toModule(require_tfjs_esm());
var model13;
var cached2 = [];
var skipped13 = Number.MAX_SAFE_INTEGER;
var skipped12 = Number.MAX_SAFE_INTEGER;
var lastCount8 = 0;
var lastTime14 = 0;
var lastTime13 = 0;
async function load14(config3) {
var _a, _b;
if (env.initial)
@ -10202,20 +10210,20 @@ async function predict14(image29, config3, idx, count2) {
var _a, _b;
if (!model13)
return 0;
const skipTime = (((_a = config3.face.liveness) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime14;
const skipFrame = skipped13 < (((_b = config3.face.liveness) == null ? void 0 : _b.skipFrames) || 0);
const skipTime = (((_a = config3.face.liveness) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime13;
const skipFrame = skipped12 < (((_b = config3.face.liveness) == null ? void 0 : _b.skipFrames) || 0);
if (config3.skipAllowed && skipTime && skipFrame && lastCount8 === count2 && cached2[idx]) {
skipped13++;
skipped12++;
return cached2[idx];
}
skipped13 = 0;
skipped12 = 0;
return new Promise(async (resolve) => {
const resize = tf25.image.resizeBilinear(image29, [(model13 == null ? void 0 : model13.inputs[0].shape) ? model13.inputs[0].shape[2] : 0, (model13 == null ? void 0 : model13.inputs[0].shape) ? model13.inputs[0].shape[1] : 0], false);
const res = model13 == null ? void 0 : model13.execute(resize);
const num = (await res.data())[0];
cached2[idx] = Math.round(100 * num) / 100;
lastCount8 = count2;
lastTime14 = now();
lastTime13 = now();
tf25.dispose([resize, res]);
resolve(cached2[idx]);
});
@ -10284,7 +10292,7 @@ var connected3 = {
// src/body/movenetfix.ts
var tf26 = __toModule(require_tfjs_esm());
var maxJitter = 5e-3;
var cache4 = {
var cache5 = {
keypoints: [],
padding: [[0, 0], [0, 0], [0, 0], [0, 0]]
};
@ -10333,15 +10341,15 @@ function bodyParts(body4) {
}
function jitter(keypoints) {
for (let i = 0; i < keypoints.length; i++) {
if (keypoints[i] && cache4.keypoints[i]) {
const diff = [Math.abs(keypoints[i].positionRaw[0] - cache4.keypoints[i].positionRaw[0]), Math.abs(keypoints[i].positionRaw[1] - cache4.keypoints[i].positionRaw[1])];
if (keypoints[i] && cache5.keypoints[i]) {
const diff = [Math.abs(keypoints[i].positionRaw[0] - cache5.keypoints[i].positionRaw[0]), Math.abs(keypoints[i].positionRaw[1] - cache5.keypoints[i].positionRaw[1])];
if (diff[0] < maxJitter && diff[1] < maxJitter) {
keypoints[i] = cache4.keypoints[i];
keypoints[i] = cache5.keypoints[i];
} else {
cache4.keypoints[i] = keypoints[i];
cache5.keypoints[i] = keypoints[i];
}
} else {
cache4.keypoints[i] = keypoints[i];
cache5.keypoints[i] = keypoints[i];
}
}
return keypoints;
@ -10350,13 +10358,13 @@ function padInput(input, inputSize9) {
const t = {};
if (!input.shape || !input.shape[1] || !input.shape[2])
return input;
cache4.padding = [
cache5.padding = [
[0, 0],
[input.shape[2] > input.shape[1] ? Math.trunc((input.shape[2] - input.shape[1]) / 2) : 0, input.shape[2] > input.shape[1] ? Math.trunc((input.shape[2] - input.shape[1]) / 2) : 0],
[input.shape[1] > input.shape[2] ? Math.trunc((input.shape[1] - input.shape[2]) / 2) : 0, input.shape[1] > input.shape[2] ? Math.trunc((input.shape[1] - input.shape[2]) / 2) : 0],
[0, 0]
];
t.pad = tf26.pad(input, cache4.padding);
t.pad = tf26.pad(input, cache5.padding);
t.resize = tf26.image.resizeBilinear(t.pad, [inputSize9, inputSize9]);
const final = tf26.cast(t.resize, "int32");
Object.keys(t).forEach((tensor3) => tf26.dispose(t[tensor3]));
@ -10366,8 +10374,8 @@ function rescaleBody(body4, outputSize2) {
body4.keypoints = body4.keypoints.filter((kpt4) => kpt4 && kpt4.position);
for (const kpt4 of body4.keypoints) {
kpt4.position = [
kpt4.position[0] * (outputSize2[0] + cache4.padding[2][0] + cache4.padding[2][1]) / outputSize2[0] - cache4.padding[2][0],
kpt4.position[1] * (outputSize2[1] + cache4.padding[1][0] + cache4.padding[1][1]) / outputSize2[1] - cache4.padding[1][0]
kpt4.position[0] * (outputSize2[0] + cache5.padding[2][0] + cache5.padding[2][1]) / outputSize2[0] - cache5.padding[2][0],
kpt4.position[1] * (outputSize2[1] + cache5.padding[1][0] + cache5.padding[1][1]) / outputSize2[1] - cache5.padding[1][0]
];
kpt4.positionRaw = [
kpt4.position[0] / outputSize2[0],
@ -10383,8 +10391,8 @@ function rescaleBody(body4, outputSize2) {
// src/body/movenet.ts
var model14;
var inputSize8 = 0;
var skipped14 = Number.MAX_SAFE_INTEGER;
var cache5 = {
var skipped13 = Number.MAX_SAFE_INTEGER;
var cache6 = {
boxes: [],
bodies: [],
last: 0
@ -10487,27 +10495,27 @@ async function predict15(input, config3) {
if (!model14 || !(model14 == null ? void 0 : model14.inputs[0].shape))
return [];
if (!config3.skipAllowed)
cache5.boxes.length = 0;
skipped14++;
const skipTime = (config3.body.skipTime || 0) > now() - cache5.last;
const skipFrame = skipped14 < (config3.body.skipFrames || 0);
cache6.boxes.length = 0;
skipped13++;
const skipTime = (config3.body.skipTime || 0) > now() - cache6.last;
const skipFrame = skipped13 < (config3.body.skipFrames || 0);
if (config3.skipAllowed && skipTime && skipFrame) {
return cache5.bodies;
return cache6.bodies;
}
return new Promise(async (resolve) => {
const t = {};
skipped14 = 0;
skipped13 = 0;
t.input = padInput(input, inputSize8);
t.res = model14 == null ? void 0 : model14.execute(t.input);
cache5.last = now();
cache6.last = now();
const res = await t.res.array();
cache5.bodies = t.res.shape[2] === 17 ? await parseSinglePose(res, config3, input) : await parseMultiPose(res, config3, input);
for (const body4 of cache5.bodies) {
cache6.bodies = t.res.shape[2] === 17 ? await parseSinglePose(res, config3, input) : await parseMultiPose(res, config3, input);
for (const body4 of cache6.bodies) {
rescaleBody(body4, [input.shape[2] || 1, input.shape[1] || 1]);
jitter(body4.keypoints);
}
Object.keys(t).forEach((tensor3) => tf27.dispose(t[tensor3]));
resolve(cache5.bodies);
resolve(cache6.bodies);
});
}
@ -10515,8 +10523,8 @@ async function predict15(input, config3) {
var tf28 = __toModule(require_tfjs_esm());
var model15;
var last9 = [];
var lastTime15 = 0;
var skipped15 = Number.MAX_SAFE_INTEGER;
var lastTime14 = 0;
var skipped14 = Number.MAX_SAFE_INTEGER;
var scaleBox = 2.5;
async function load16(config3) {
if (!model15 || env.initial) {
@ -10593,13 +10601,13 @@ async function process4(res, inputSize9, outputShape, config3) {
return results;
}
async function predict16(image29, config3) {
const skipTime = (config3.object.skipTime || 0) > now() - lastTime15;
const skipFrame = skipped15 < (config3.object.skipFrames || 0);
const skipTime = (config3.object.skipTime || 0) > now() - lastTime14;
const skipFrame = skipped14 < (config3.object.skipFrames || 0);
if (config3.skipAllowed && skipTime && skipFrame && last9.length > 0) {
skipped15++;
skipped14++;
return last9;
}
skipped15 = 0;
skipped14 = 0;
if (!env.kernels.includes("mod") || !env.kernels.includes("sparsetodense"))
return last9;
return new Promise(async (resolve) => {
@ -10612,7 +10620,7 @@ async function predict16(image29, config3) {
let objectT;
if (config3.object.enabled)
objectT = model15.execute(transpose);
lastTime15 = now();
lastTime14 = now();
tf28.dispose(transpose);
const obj = await process4(objectT, model15.inputSize, outputSize2, config3);
last9 = obj;
@ -11139,41 +11147,29 @@ async function load19(instance) {
async function validate2(instance) {
const simpleOps = ["const", "placeholder", "noop", "pad", "squeeze", "add", "sub", "mul", "div"];
for (const defined of Object.keys(instance.models)) {
if (instance.models[defined]) {
let models5 = [];
if (Array.isArray(instance.models[defined])) {
models5 = instance.models[defined].filter((model18) => model18 !== null).map((model18) => model18 && model18.executor ? model18 : model18.model);
} else {
models5 = [instance.models[defined]];
const model18 = instance.models[defined];
if (!model18)
continue;
const ops = [];
const executor = model18 == null ? void 0 : model18.executor;
if (executor && executor.graph.nodes) {
for (const kernel of Object.values(executor.graph.nodes)) {
const op = kernel.op.toLowerCase();
if (!ops.includes(op))
ops.push(op);
}
for (const model18 of models5) {
if (!model18) {
if (instance.config.debug)
log("model marked as loaded but not defined:", defined);
continue;
}
const ops = [];
const executor = model18 == null ? void 0 : model18.executor;
if (executor && executor.graph.nodes) {
for (const kernel of Object.values(executor.graph.nodes)) {
const op = kernel.op.toLowerCase();
if (!ops.includes(op))
ops.push(op);
}
} else {
if (!executor && instance.config.debug)
log("model signature not determined:", defined);
}
const missing = [];
for (const op of ops) {
if (!simpleOps.includes(op) && !instance.env.kernels.includes(op) && !instance.env.kernels.includes(op.replace("_", "")) && !instance.env.kernels.includes(op.replace("native", "")) && !instance.env.kernels.includes(op.replace("v2", ""))) {
missing.push(op);
}
}
if (missing.length > 0 && instance.config.debug)
log("model validation:", defined, missing);
} else {
if (!executor && instance.config.debug)
log("model signature not determined:", defined);
}
const missing = [];
for (const op of ops) {
if (!simpleOps.includes(op) && !instance.env.kernels.includes(op) && !instance.env.kernels.includes(op.replace("_", "")) && !instance.env.kernels.includes(op.replace("native", "")) && !instance.env.kernels.includes(op.replace("v2", ""))) {
missing.push(op);
}
}
if (instance.config.debug && missing.length > 0)
log("model validation failed:", defined, missing);
}
}
@ -11456,12 +11452,12 @@ function point(ctx, x, y, z, localOptions) {
}
function rect(ctx, x, y, width, height, localOptions) {
ctx.beginPath();
ctx.lineWidth = localOptions.lineWidth;
if (localOptions.useCurves) {
const cx = (x + x + width) / 2;
const cy = (y + y + height) / 2;
ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI);
} else {
ctx.lineWidth = localOptions.lineWidth;
ctx.moveTo(x + localOptions.roundRect, y);
ctx.lineTo(x + width - localOptions.roundRect, y);
ctx.quadraticCurveTo(x + width, y, x + width, y + localOptions.roundRect);
@ -11495,6 +11491,7 @@ function lines(ctx, points, localOptions) {
function curves(ctx, points, localOptions) {
if (points.length < 2)
return;
ctx.lineWidth = localOptions.lineWidth;
if (!localOptions.useCurves || points.length <= 2) {
lines(ctx, points, localOptions);
return;
@ -11617,14 +11614,13 @@ async function face(inCanvas2, result, drawOptions) {
ctx.fillText(labels2[i], x + 4, y + 15);
}
}
ctx.lineWidth = 1;
ctx.lineWidth = 2;
if (f.mesh && f.mesh.length > 0) {
if (localOptions.drawPoints) {
for (const pt of f.mesh)
point(ctx, pt[0], pt[1], pt[2], localOptions);
}
if (localOptions.drawPolygons) {
ctx.lineWidth = 1;
if (f.mesh.length > 450) {
for (let i = 0; i < TRI468.length / 3; i++) {
const points = [
@ -11784,7 +11780,8 @@ async function hand(inCanvas2, result, drawOptions) {
const addHandLabel = (part, title) => {
if (!part || part.length === 0 || !part[0])
return;
ctx.fillStyle = localOptions.useDepth ? `rgba(${127.5 + 2 * part[part.length - 1][2]}, ${127.5 - 2 * part[part.length - 1][2]}, 255, 0.5)` : localOptions.color;
const z = part[part.length - 1][2] || 0;
ctx.fillStyle = localOptions.useDepth ? `rgba(${127.5 + 2 * z}, ${127.5 - 2 * z}, 255, 0.5)` : localOptions.color;
ctx.fillText(title, part[part.length - 1][0] + 4, part[part.length - 1][1] + 4);
};
ctx.font = localOptions.font;
@ -11801,7 +11798,8 @@ async function hand(inCanvas2, result, drawOptions) {
return;
for (let i = 0; i < part.length; i++) {
ctx.beginPath();
ctx.strokeStyle = localOptions.useDepth ? `rgba(${127.5 + i * part[i][2]}, ${127.5 - i * part[i][2]}, 255, 0.5)` : localOptions.color;
const z = part[i][2] || 0;
ctx.strokeStyle = localOptions.useDepth ? `rgba(${127.5 + i * z}, ${127.5 - i * z}, 255, 0.5)` : localOptions.color;
ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]);
ctx.lineTo(part[i][0], part[i][1]);
ctx.stroke();
@ -11980,7 +11978,7 @@ var calculateFaceAngle = (face5, imageSize) => {
return [x, y, z];
};
const rotationMatrixToEulerAngle = (r) => {
const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r;
const [r00, _r01, _r02, r10, r11, r12, r20, r21, r22] = r;
let thetaX;
let thetaY;
let thetaZ;
@ -12007,24 +12005,11 @@ var calculateFaceAngle = (face5, imageSize) => {
thetaZ = 0;
return { pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ };
};
const meshToEulerAngle = (mesh2) => {
const radians = (a1, a2, b1, b2) => Math.atan2(b2 - a2, b1 - a1);
const angle2 = {
pitch: radians(mesh2[10][1], mesh2[10][2], mesh2[152][1], mesh2[152][2]),
yaw: radians(mesh2[33][0], mesh2[33][2], mesh2[263][0], mesh2[263][2]),
roll: radians(mesh2[33][0], mesh2[33][1], mesh2[263][0], mesh2[263][1])
};
return angle2;
};
const mesh = face5.meshRaw;
if (!mesh || mesh.length < 300)
return { angle: { pitch: 0, yaw: 0, roll: 0 }, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1], gaze: { bearing: 0, strength: 0 } };
const size2 = Math.max(face5.boxRaw[2] * imageSize[0], face5.boxRaw[3] * imageSize[1]) / 1.5;
const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [
pt[0] * imageSize[0] / size2,
pt[1] * imageSize[1] / size2,
pt[2]
]);
const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [pt[0] * imageSize[0] / size2, pt[1] * imageSize[1] / size2, pt[2]]);
const y_axis = normalize(subVectors(pts[1], pts[0]));
let x_axis = normalize(subVectors(pts[3], pts[2]));
const z_axis = normalize(crossVectors(x_axis, y_axis));
@ -13328,7 +13313,7 @@ async function warmupCanvas(instance) {
const canvas3 = canvas(img.naturalWidth, img.naturalHeight);
if (!canvas3) {
log("Warmup: Canvas not found");
resolve({});
resolve(void 0);
} else {
const ctx = canvas3.getContext("2d");
if (ctx)
@ -13341,7 +13326,7 @@ async function warmupCanvas(instance) {
if (src)
img.src = src;
else
resolve(null);
resolve(void 0);
});
}
async function warmupNode(instance) {
@ -13349,12 +13334,10 @@ async function warmupNode(instance) {
let img;
if (instance.config.warmup === "face")
img = atob(face3);
if (instance.config.warmup === "body" || instance.config.warmup === "full")
else
img = atob(body3);
if (!img)
return null;
let res;
if (typeof tf35["node"] !== "undefined") {
if ("node" in tf35) {
const data = tf35["node"].decodeJpeg(img);
const expanded = data.expandDims(0);
instance.tf.dispose(data);

10
dist/human.node-wasm.d.ts vendored
View File

@ -137,7 +137,7 @@ declare function browserFiles(files: File[]): IOHandler;
declare function browserHTTPRequest(path: string, loadOptions?: LoadOptions): IOHandler;
/** draw processed canvas */
declare function canvas(input: AnyCanvas | HTMLImageElement | HTMLMediaElement | HTMLVideoElement, output: AnyCanvas): Promise<void>;
declare function canvas(input: AnyCanvas | HTMLImageElement | HTMLVideoElement, output: AnyCanvas): Promise<void>;
/**
* Concatenate a number of ArrayBuffers into one.
@ -512,12 +512,6 @@ export declare interface FaceDetectorConfig extends GenericConfig {
minConfidence: number;
/** minimum overlap between two detected faces before one is discarded */
iouThreshold: number;
/** factor used to expand detected face before further analysis
* - default: 1.6
* - for high-quality inputs can be reduced to increase precision
* - for video inputs or low-quality inputs can be increased to allow for more flexible tracking
*/
cropFactor: number;
/** should child models perform on masked image of a face */
mask: boolean;
/** should face detection return face tensor to be used in some other extenrnal model? */
@ -1249,7 +1243,7 @@ declare class Human {
* @param userConfig - {@link Config}
* @returns result - {@link Result}
*/
warmup(userConfig?: Partial<Config>): Promise<Result>;
warmup(userConfig?: Partial<Config>): Promise<Result | undefined>;
/** Run detect with tensorflow profiling
* - result object will contain total exeuction time information for top-20 kernels
* - actual detection object can be accessed via `human.result`

371
dist/human.node-wasm.js vendored
View File

@ -188,7 +188,6 @@ var config = {
skipTime: 2500,
minConfidence: 0.2,
iouThreshold: 0.1,
cropFactor: 1.6,
mask: false,
return: false
},
@ -1237,7 +1236,7 @@ async function skip(config3, input) {
const diffRelative = diffSum[0] / (input.shape[1] || 1) / (input.shape[2] || 1) / 255 / 3;
tf2.dispose([last.inputTensor, t.diff, t.squared, t.sum]);
last.inputTensor = tf2.clone(input);
skipFrame = diffRelative <= config3.cacheSensitivity;
skipFrame = diffRelative <= (config3.cacheSensitivity || 0);
}
return skipFrame;
}
@ -1372,7 +1371,7 @@ var env = new Env();
var tf36 = __toModule(require_tfjs_esm());
// package.json
var version2 = "2.5.6";
var version2 = "2.5.7";
// src/tfjs/humangl.ts
var tf31 = __toModule(require_tfjs_esm());
@ -4913,8 +4912,8 @@ var UV7 = VTX7.map((x) => UV468[x]);
// src/face/facemeshutil.ts
var getBoxSize = (box5) => [Math.abs(box5.endPoint[0] - box5.startPoint[0]), Math.abs(box5.endPoint[1] - box5.startPoint[1])];
var getBoxCenter = (box5) => [box5.startPoint[0] + (box5.endPoint[0] - box5.startPoint[0]) / 2, box5.startPoint[1] + (box5.endPoint[1] - box5.startPoint[1]) / 2];
var getClampedBox = (box5, input) => box5 ? [
var getBoxCenter = (box5) => [box5.startPoint[0] + (box5.endPoint[0] - box5.startPoint[0]) / 2, box5.startPoint[1] + (box5.endPoint[1] - box5.startPoint[1]) / 2, 1];
var clampBox = (box5, input) => box5 ? [
Math.trunc(Math.max(0, box5.startPoint[0])),
Math.trunc(Math.max(0, box5.startPoint[1])),
Math.trunc(Math.min(input.shape[2] || 0, box5.endPoint[0]) - Math.max(0, box5.startPoint[0])),
@ -4931,10 +4930,11 @@ var scaleBoxCoordinates = (box5, factor) => {
const endPoint = [box5.endPoint[0] * factor[0], box5.endPoint[1] * factor[1]];
return { startPoint, endPoint, landmarks: box5.landmarks, confidence: box5.confidence };
};
var cutBoxFromImageAndResize = (box5, image29, cropSize) => {
var cutAndResize = (box5, image29, cropSize) => {
const h = image29.shape[1];
const w = image29.shape[2];
const crop2 = tf9.image.cropAndResize(image29, [[box5.startPoint[1] / h, box5.startPoint[0] / w, box5.endPoint[1] / h, box5.endPoint[0] / w]], [0], cropSize);
const cutBox = [box5.startPoint[1] / h, box5.startPoint[0] / w, box5.endPoint[1] / h, box5.endPoint[0] / w];
const crop2 = tf9.image.cropAndResize(image29, [cutBox], [0], cropSize);
const norm = tf9.div(crop2, constants.tf255);
tf9.dispose(crop2);
return norm;
@ -4952,9 +4952,9 @@ var squarifyBox = (box5) => {
return { startPoint: [Math.round(centers[0] - halfSize), Math.round(centers[1] - halfSize)], endPoint: [Math.round(centers[0] + halfSize), Math.round(centers[1] + halfSize)], landmarks: box5.landmarks, confidence: box5.confidence };
};
var calculateLandmarksBoundingBox = (landmarks) => {
const xs = landmarks.map((d) => d[0]);
const ys = landmarks.map((d) => d[1]);
return { startPoint: [Math.min(...xs), Math.min(...ys)], endPoint: [Math.max(...xs), Math.max(...ys)], landmarks };
const x = landmarks.map((d) => d[0]);
const y = landmarks.map((d) => d[1]);
return { startPoint: [Math.min(...x), Math.min(...y)], endPoint: [Math.max(...x), Math.max(...y)], landmarks };
};
var fixedRotationMatrix = [[1, 0, 0], [0, 1, 0], [0, 0, 1]];
var normalizeRadians = (angle) => angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));
@ -5028,11 +5028,12 @@ function transformRawCoords(coordsRaw, box5, angle, rotationMatrix, inputSize9)
const coordsRotationMatrix = largeAngle ? buildRotationMatrix(angle, [0, 0]) : fixedRotationMatrix;
const coordsRotated = largeAngle ? coordsScaled.map((coord) => [...rotatePoint(coord, coordsRotationMatrix), coord[2]]) : coordsScaled;
const inverseRotationMatrix = largeAngle ? invertTransformMatrix(rotationMatrix) : fixedRotationMatrix;
const boxCenter = [...getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint }), 1];
const boxCenter = getBoxCenter(box5);
const offsets = [dot(boxCenter, inverseRotationMatrix[0]), dot(boxCenter, inverseRotationMatrix[1])];
return coordsRotated.map((coord) => [
Math.round(coord[0] + dot(boxCenter, inverseRotationMatrix[0])),
Math.round(coord[1] + dot(boxCenter, inverseRotationMatrix[1])),
Math.round(coord[2] || 0)
Math.trunc(coord[0] + offsets[0]),
Math.trunc(coord[1] + offsets[1]),
Math.trunc(coord[2] || 0)
]);
}
function correctFaceRotation(rotate, box5, input, inputSize9) {
@ -5044,23 +5045,38 @@ function correctFaceRotation(rotate, box5, input, inputSize9) {
angle = computeRotation(box5.landmarks[symmetryLine[0]], box5.landmarks[symmetryLine[1]]);
const largeAngle = angle && angle !== 0 && Math.abs(angle) > 0.2;
if (largeAngle) {
const center = getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint });
const center = getBoxCenter(box5);
const centerRaw = [center[0] / input.shape[2], center[1] / input.shape[1]];
const rotated = tf9.image.rotateWithOffset(input, angle, 0, centerRaw);
rotationMatrix = buildRotationMatrix(-angle, center);
face5 = cutBoxFromImageAndResize(box5, rotated, [inputSize9, inputSize9]);
face5 = cutAndResize(box5, rotated, [inputSize9, inputSize9]);
tf9.dispose(rotated);
} else {
face5 = cutBoxFromImageAndResize(box5, input, [inputSize9, inputSize9]);
face5 = cutAndResize(box5, input, [inputSize9, inputSize9]);
}
} else {
face5 = cutBoxFromImageAndResize(box5, input, [inputSize9, inputSize9]);
face5 = cutAndResize(box5, input, [inputSize9, inputSize9]);
}
return [angle, rotationMatrix, face5];
}
var findFaceCenter = (mesh) => {
const x = mesh.map((m) => m[0]);
const y = mesh.map((m) => m[1]);
return [Math.min(...x) + (Math.max(...x) - Math.min(...x)) / 2, Math.min(...y) + (Math.max(...y) - Math.min(...y)) / 2];
};
var calculateFaceBox = (mesh, previousBox) => {
const center = findFaceCenter(mesh);
const boxSize = getBoxSize(previousBox);
const calculatedBox = {
startPoint: [center[0] - boxSize[0] / 2, center[1] - boxSize[1] / 2],
endPoint: [center[0] + boxSize[0] / 2, center[1] + boxSize[1] / 2]
};
return calculatedBox;
};
// src/face/blazeface.ts
var keypointsCount = 6;
var faceBoxScaleFactor = 1.2;
var model5;
var anchors = null;
var inputSize = 0;
@ -5102,7 +5118,7 @@ function decodeBounds(boxOutputs) {
async function getBoxes(inputImage, config3) {
var _a, _b, _c, _d;
if (!inputImage || inputImage["isDisposedInternal"] || inputImage.shape.length !== 4 || inputImage.shape[1] < 1 || inputImage.shape[2] < 1)
return { boxes: [] };
return [];
const t = {};
t.resized = tf10.image.resizeBilinear(inputImage, [inputSize, inputSize]);
t.div = tf10.div(t.resized, constants.tf127);
@ -5135,17 +5151,21 @@ async function getBoxes(inputImage, config3) {
b.squeeze = tf10.squeeze(b.slice);
b.landmarks = tf10.reshape(b.squeeze, [keypointsCount, -1]);
const points = await b.bbox.data();
boxes.push({
const rawBox = {
startPoint: [points[0], points[1]],
endPoint: [points[2], points[3]],
landmarks: await b.landmarks.array(),
confidence
});
};
const scaledBox = scaleBoxCoordinates(rawBox, [(inputImage.shape[2] || 0) / inputSize, (inputImage.shape[1] || 0) / inputSize]);
const enlargedBox = enlargeBox(scaledBox, faceBoxScaleFactor);
const squaredBox = squarifyBox(enlargedBox);
boxes.push(squaredBox);
Object.keys(b).forEach((tensor3) => tf10.dispose(b[tensor3]));
}
}
Object.keys(t).forEach((tensor3) => tf10.dispose(t[tensor3]));
return { boxes, scaleFactor: [inputImage.shape[2] / inputSize, inputImage.shape[1] / inputSize] };
return boxes;
}
// src/body/blazepose.ts
@ -5998,36 +6018,29 @@ async function augmentIris(rawCoords, face5, config3, meshSize) {
}
// src/face/facemesh.ts
var boxCache = [];
var cache3 = {
boxes: [],
skipped: Number.MAX_SAFE_INTEGER,
timestamp: 0
};
var model11 = null;
var inputSize6 = 0;
var skipped10 = Number.MAX_SAFE_INTEGER;
var lastTime10 = 0;
async function predict10(input, config3) {
var _a, _b, _c, _d, _e, _f, _g, _h, _i, _j, _k;
const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime10;
const skipFrame = skipped10 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
const possibleBoxes = await getBoxes(input, config3);
lastTime10 = now();
boxCache = [];
for (const possible of possibleBoxes.boxes) {
const boxScaled = scaleBoxCoordinates(possible, possibleBoxes.scaleFactor);
const detectedWidth = (boxScaled.endPoint[0] - boxScaled.startPoint[0]) / (input.shape[2] || 1e3);
const calcFactor = (((_c = config3.face.detector) == null ? void 0 : _c.cropFactor) || 1.6) / (detectedWidth + 0.75) / 1.34;
const boxEnlarged = enlargeBox(boxScaled, calcFactor);
const boxSquared = squarifyBox(boxEnlarged);
boxCache.push(boxSquared);
}
skipped10 = 0;
var _a, _b, _c, _d, _e, _f, _g, _h;
const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - cache3.timestamp;
const skipFrame = cache3.skipped < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || cache3.boxes.length === 0) {
cache3.boxes = await getBoxes(input, config3);
cache3.timestamp = now();
cache3.skipped = 0;
} else {
skipped10++;
cache3.skipped++;
}
const faces = [];
const newCache = [];
let id = 0;
for (let i = 0; i < boxCache.length; i++) {
let box5 = boxCache[i];
for (let i = 0; i < cache3.boxes.length; i++) {
const box5 = cache3.boxes[i];
let angle = 0;
let rotationMatrix;
const face5 = {
@ -6041,15 +6054,15 @@ async function predict10(input, config3) {
faceScore: 0,
annotations: {}
};
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_d = config3.face.detector) == null ? void 0 : _d.rotation, box5, input, ((_e = config3.face.mesh) == null ? void 0 : _e.enabled) ? inputSize6 : size());
if ((_f = config3 == null ? void 0 : config3.filter) == null ? void 0 : _f.equalization) {
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_c = config3.face.detector) == null ? void 0 : _c.rotation, box5, input, ((_d = config3.face.mesh) == null ? void 0 : _d.enabled) ? inputSize6 : size());
if ((_e = config3 == null ? void 0 : config3.filter) == null ? void 0 : _e.equalization) {
const equilized = await histogramEqualization(face5.tensor);
tf18.dispose(face5.tensor);
face5.tensor = equilized;
}
face5.boxScore = Math.round(100 * box5.confidence) / 100;
if (!((_g = config3.face.mesh) == null ? void 0 : _g.enabled)) {
face5.box = getClampedBox(box5, input);
if (!((_f = config3.face.mesh) == null ? void 0 : _f.enabled)) {
face5.box = clampBox(box5, input);
face5.boxRaw = getRawBox(box5, input);
face5.score = face5.boxScore;
face5.mesh = box5.landmarks.map((pt) => [
@ -6069,30 +6082,25 @@ async function predict10(input, config3) {
const coordsReshaped = tf18.reshape(contourCoords, [-1, 3]);
let rawCoords = await coordsReshaped.array();
tf18.dispose([contourCoords, coordsReshaped, confidence, contours]);
if (face5.faceScore < (((_h = config3.face.detector) == null ? void 0 : _h.minConfidence) || 1)) {
if (face5.faceScore < (((_g = config3.face.detector) == null ? void 0 : _g.minConfidence) || 1)) {
box5.confidence = face5.faceScore;
} else {
if ((_i = config3.face.iris) == null ? void 0 : _i.enabled)
if ((_h = config3.face.iris) == null ? void 0 : _h.enabled)
rawCoords = await augmentIris(rawCoords, face5.tensor, config3, inputSize6);
face5.mesh = transformRawCoords(rawCoords, box5, angle, rotationMatrix, inputSize6);
face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize6]);
for (const key of Object.keys(meshAnnotations))
face5.annotations[key] = meshAnnotations[key].map((index2) => face5.mesh[index2]);
const boxCalculated = calculateLandmarksBoundingBox(face5.mesh);
const boxEnlarged = enlargeBox(boxCalculated, ((_j = config3.face.detector) == null ? void 0 : _j.cropFactor) || 1.6);
const boxSquared = squarifyBox(boxEnlarged);
box5 = { ...boxSquared, confidence: box5.confidence };
face5.box = getClampedBox(box5, input);
face5.boxRaw = getRawBox(box5, input);
face5.score = face5.faceScore;
newCache.push(box5);
tf18.dispose(face5.tensor);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_k = config3.face.detector) == null ? void 0 : _k.rotation, box5, input, inputSize6);
const calculatedBox = { ...calculateFaceBox(face5.mesh, box5), confidence: box5.confidence, landmarks: box5.landmarks };
face5.box = clampBox(calculatedBox, input);
face5.boxRaw = getRawBox(calculatedBox, input);
newCache.push(calculatedBox);
}
}
faces.push(face5);
}
boxCache = [...newCache];
cache3.boxes = newCache;
return faces;
}
async function load11(config3) {
@ -6117,9 +6125,9 @@ var uvmap = UV468;
var tf19 = __toModule(require_tfjs_esm());
var model12;
var last8 = [];
var lastTime11 = 0;
var lastTime10 = 0;
var lastCount7 = 0;
var skipped11 = Number.MAX_SAFE_INTEGER;
var skipped10 = Number.MAX_SAFE_INTEGER;
async function load12(config3) {
var _a, _b;
const modelUrl = join(config3.modelBasePath, ((_a = config3.face.description) == null ? void 0 : _a.modelPath) || "");
@ -6148,13 +6156,13 @@ async function predict11(image29, config3, idx, count2) {
var _a, _b, _c, _d;
if (!model12)
return { age: 0, gender: "unknown", genderScore: 0, descriptor: [] };
const skipFrame = skipped11 < (((_a = config3.face.description) == null ? void 0 : _a.skipFrames) || 0);
const skipTime = (((_b = config3.face.description) == null ? void 0 : _b.skipTime) || 0) > now() - lastTime11;
const skipFrame = skipped10 < (((_a = config3.face.description) == null ? void 0 : _a.skipFrames) || 0);
const skipTime = (((_b = config3.face.description) == null ? void 0 : _b.skipTime) || 0) > now() - lastTime10;
if (config3.skipAllowed && skipFrame && skipTime && lastCount7 === count2 && ((_c = last8[idx]) == null ? void 0 : _c.age) && ((_d = last8[idx]) == null ? void 0 : _d.age) > 0) {
skipped11++;
skipped10++;
return last8[idx];
}
skipped11 = 0;
skipped10 = 0;
return new Promise(async (resolve) => {
var _a2, _b2;
const obj = {
@ -6166,7 +6174,7 @@ async function predict11(image29, config3, idx, count2) {
if ((_a2 = config3.face.description) == null ? void 0 : _a2.enabled) {
const enhanced = enhance2(image29);
const resT = model12 == null ? void 0 : model12.execute(enhanced);
lastTime11 = now();
lastTime10 = now();
tf19.dispose(enhanced);
const genderT = await resT.find((t) => t.shape[1] === 1);
const gender = await genderT.data();
@ -6212,7 +6220,7 @@ function getBoxCenter2(box5) {
box5.startPoint[1] + (box5.endPoint[1] - box5.startPoint[1]) / 2
];
}
function cutBoxFromImageAndResize2(box5, image29, cropSize) {
function cutBoxFromImageAndResize(box5, image29, cropSize) {
const h = image29.shape[1];
const w = image29.shape[2];
const boxes = [[
@ -9342,7 +9350,7 @@ var handBoxEnlargeFactor = 1.65;
var palmLandmarkIds = [0, 5, 9, 13, 17, 1, 2];
var palmLandmarksPalmBase = 0;
var palmLandmarksMiddleFingerBase = 2;
var lastTime12 = 0;
var lastTime11 = 0;
var HandPipeline = class {
constructor(handDetector, handPoseModel2) {
__publicField(this, "handDetector");
@ -9407,7 +9415,7 @@ var HandPipeline = class {
async estimateHands(image29, config3) {
let useFreshBox = false;
let boxes;
const skipTime = (config3.hand.skipTime || 0) > now() - lastTime12;
const skipTime = (config3.hand.skipTime || 0) > now() - lastTime11;
const skipFrame = this.skipped < (config3.hand.skipFrames || 0);
if (config3.skipAllowed && skipTime && skipFrame) {
boxes = await this.handDetector.predict(image29, config3);
@ -9433,12 +9441,12 @@ var HandPipeline = class {
const rotatedImage = config3.hand.rotation && env.kernels.includes("rotatewithoffset") ? tf22.image.rotateWithOffset(image29, angle, 0, palmCenterNormalized) : image29.clone();
const rotationMatrix = buildRotationMatrix2(-angle, palmCenter);
const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox;
const croppedInput = cutBoxFromImageAndResize2(newBox, rotatedImage, [this.inputSize, this.inputSize]);
const croppedInput = cutBoxFromImageAndResize(newBox, rotatedImage, [this.inputSize, this.inputSize]);
const handImage = tf22.div(croppedInput, constants.tf255);
tf22.dispose(croppedInput);
tf22.dispose(rotatedImage);
const [confidenceT, keypoints] = this.handPoseModel.execute(handImage);
lastTime12 = now();
lastTime11 = now();
tf22.dispose(handImage);
const confidence = (await confidenceT.data())[0];
tf22.dispose(confidenceT);
@ -9998,10 +10006,10 @@ var faceIndex = 4;
var boxExpandFact = 1.6;
var maxDetectorResolution = 512;
var detectorExpandFact = 1.4;
var skipped12 = Number.MAX_SAFE_INTEGER;
var lastTime13 = 0;
var skipped11 = Number.MAX_SAFE_INTEGER;
var lastTime12 = 0;
var outputSize = [0, 0];
var cache3 = {
var cache4 = {
boxes: [],
hands: []
};
@ -10137,44 +10145,44 @@ async function predict13(input, config3) {
if (!models2[0] || !models2[1] || !((_a = models2[0]) == null ? void 0 : _a.inputs[0].shape) || !((_b = models2[1]) == null ? void 0 : _b.inputs[0].shape))
return [];
outputSize = [input.shape[2] || 0, input.shape[1] || 0];
skipped12++;
const skipTime = (config3.hand.skipTime || 0) > now() - lastTime13;
const skipFrame = skipped12 < (config3.hand.skipFrames || 0);
skipped11++;
const skipTime = (config3.hand.skipTime || 0) > now() - lastTime12;
const skipFrame = skipped11 < (config3.hand.skipFrames || 0);
if (config3.skipAllowed && skipTime && skipFrame) {
return cache3.hands;
return cache4.hands;
}
return new Promise(async (resolve) => {
const skipTimeExtended = 3 * (config3.hand.skipTime || 0) > now() - lastTime13;
const skipFrameExtended = skipped12 < 3 * (config3.hand.skipFrames || 0);
if (config3.skipAllowed && cache3.hands.length === config3.hand.maxDetected) {
cache3.hands = await Promise.all(cache3.boxes.map((handBox) => detectFingers(input, handBox, config3)));
} else if (config3.skipAllowed && skipTimeExtended && skipFrameExtended && cache3.hands.length > 0) {
cache3.hands = await Promise.all(cache3.boxes.map((handBox) => detectFingers(input, handBox, config3)));
const skipTimeExtended = 3 * (config3.hand.skipTime || 0) > now() - lastTime12;
const skipFrameExtended = skipped11 < 3 * (config3.hand.skipFrames || 0);
if (config3.skipAllowed && cache4.hands.length === config3.hand.maxDetected) {
cache4.hands = await Promise.all(cache4.boxes.map((handBox) => detectFingers(input, handBox, config3)));
} else if (config3.skipAllowed && skipTimeExtended && skipFrameExtended && cache4.hands.length > 0) {
cache4.hands = await Promise.all(cache4.boxes.map((handBox) => detectFingers(input, handBox, config3)));
} else {
cache3.boxes = await detectHands(input, config3);
lastTime13 = now();
cache3.hands = await Promise.all(cache3.boxes.map((handBox) => detectFingers(input, handBox, config3)));
skipped12 = 0;
cache4.boxes = await detectHands(input, config3);
lastTime12 = now();
cache4.hands = await Promise.all(cache4.boxes.map((handBox) => detectFingers(input, handBox, config3)));
skipped11 = 0;
}
const oldCache = [...cache3.boxes];
cache3.boxes.length = 0;
const oldCache = [...cache4.boxes];
cache4.boxes.length = 0;
if (config3.cacheSensitivity > 0) {
for (let i = 0; i < cache3.hands.length; i++) {
const boxKpt = square(cache3.hands[i].keypoints, outputSize);
if (boxKpt.box[2] / (input.shape[2] || 1) > 0.05 && boxKpt.box[3] / (input.shape[1] || 1) > 0.05 && cache3.hands[i].fingerScore && cache3.hands[i].fingerScore > (config3.hand.minConfidence || 0)) {
for (let i = 0; i < cache4.hands.length; i++) {
const boxKpt = square(cache4.hands[i].keypoints, outputSize);
if (boxKpt.box[2] / (input.shape[2] || 1) > 0.05 && boxKpt.box[3] / (input.shape[1] || 1) > 0.05 && cache4.hands[i].fingerScore && cache4.hands[i].fingerScore > (config3.hand.minConfidence || 0)) {
const boxScale = scale(boxKpt.box, boxExpandFact);
const boxScaleRaw = scale(boxKpt.boxRaw, boxExpandFact);
const boxCrop = crop(boxScaleRaw);
cache3.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
cache4.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
}
}
}
for (let i = 0; i < cache3.hands.length; i++) {
const bbox = calc(cache3.hands[i].keypoints, outputSize);
cache3.hands[i].box = bbox.box;
cache3.hands[i].boxRaw = bbox.boxRaw;
for (let i = 0; i < cache4.hands.length; i++) {
const bbox = calc(cache4.hands[i].keypoints, outputSize);
cache4.hands[i].box = bbox.box;
cache4.hands[i].boxRaw = bbox.boxRaw;
}
resolve(cache3.hands);
resolve(cache4.hands);
});
}
@ -10182,9 +10190,9 @@ async function predict13(input, config3) {
var tf25 = __toModule(require_tfjs_esm());
var model13;
var cached2 = [];
var skipped13 = Number.MAX_SAFE_INTEGER;
var skipped12 = Number.MAX_SAFE_INTEGER;
var lastCount8 = 0;
var lastTime14 = 0;
var lastTime13 = 0;
async function load14(config3) {
var _a, _b;
if (env.initial)
@ -10203,20 +10211,20 @@ async function predict14(image29, config3, idx, count2) {
var _a, _b;
if (!model13)
return 0;
const skipTime = (((_a = config3.face.liveness) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime14;
const skipFrame = skipped13 < (((_b = config3.face.liveness) == null ? void 0 : _b.skipFrames) || 0);
const skipTime = (((_a = config3.face.liveness) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime13;
const skipFrame = skipped12 < (((_b = config3.face.liveness) == null ? void 0 : _b.skipFrames) || 0);
if (config3.skipAllowed && skipTime && skipFrame && lastCount8 === count2 && cached2[idx]) {
skipped13++;
skipped12++;
return cached2[idx];
}
skipped13 = 0;
skipped12 = 0;
return new Promise(async (resolve) => {
const resize = tf25.image.resizeBilinear(image29, [(model13 == null ? void 0 : model13.inputs[0].shape) ? model13.inputs[0].shape[2] : 0, (model13 == null ? void 0 : model13.inputs[0].shape) ? model13.inputs[0].shape[1] : 0], false);
const res = model13 == null ? void 0 : model13.execute(resize);
const num = (await res.data())[0];
cached2[idx] = Math.round(100 * num) / 100;
lastCount8 = count2;
lastTime14 = now();
lastTime13 = now();
tf25.dispose([resize, res]);
resolve(cached2[idx]);
});
@ -10285,7 +10293,7 @@ var connected3 = {
// src/body/movenetfix.ts
var tf26 = __toModule(require_tfjs_esm());
var maxJitter = 5e-3;
var cache4 = {
var cache5 = {
keypoints: [],
padding: [[0, 0], [0, 0], [0, 0], [0, 0]]
};
@ -10334,15 +10342,15 @@ function bodyParts(body4) {
}
function jitter(keypoints) {
for (let i = 0; i < keypoints.length; i++) {
if (keypoints[i] && cache4.keypoints[i]) {
const diff = [Math.abs(keypoints[i].positionRaw[0] - cache4.keypoints[i].positionRaw[0]), Math.abs(keypoints[i].positionRaw[1] - cache4.keypoints[i].positionRaw[1])];
if (keypoints[i] && cache5.keypoints[i]) {
const diff = [Math.abs(keypoints[i].positionRaw[0] - cache5.keypoints[i].positionRaw[0]), Math.abs(keypoints[i].positionRaw[1] - cache5.keypoints[i].positionRaw[1])];
if (diff[0] < maxJitter && diff[1] < maxJitter) {
keypoints[i] = cache4.keypoints[i];
keypoints[i] = cache5.keypoints[i];
} else {
cache4.keypoints[i] = keypoints[i];
cache5.keypoints[i] = keypoints[i];
}
} else {
cache4.keypoints[i] = keypoints[i];
cache5.keypoints[i] = keypoints[i];
}
}
return keypoints;
@ -10351,13 +10359,13 @@ function padInput(input, inputSize9) {
const t = {};
if (!input.shape || !input.shape[1] || !input.shape[2])
return input;
cache4.padding = [
cache5.padding = [
[0, 0],
[input.shape[2] > input.shape[1] ? Math.trunc((input.shape[2] - input.shape[1]) / 2) : 0, input.shape[2] > input.shape[1] ? Math.trunc((input.shape[2] - input.shape[1]) / 2) : 0],
[input.shape[1] > input.shape[2] ? Math.trunc((input.shape[1] - input.shape[2]) / 2) : 0, input.shape[1] > input.shape[2] ? Math.trunc((input.shape[1] - input.shape[2]) / 2) : 0],
[0, 0]
];
t.pad = tf26.pad(input, cache4.padding);
t.pad = tf26.pad(input, cache5.padding);
t.resize = tf26.image.resizeBilinear(t.pad, [inputSize9, inputSize9]);
const final = tf26.cast(t.resize, "int32");
Object.keys(t).forEach((tensor3) => tf26.dispose(t[tensor3]));
@ -10367,8 +10375,8 @@ function rescaleBody(body4, outputSize2) {
body4.keypoints = body4.keypoints.filter((kpt4) => kpt4 && kpt4.position);
for (const kpt4 of body4.keypoints) {
kpt4.position = [
kpt4.position[0] * (outputSize2[0] + cache4.padding[2][0] + cache4.padding[2][1]) / outputSize2[0] - cache4.padding[2][0],
kpt4.position[1] * (outputSize2[1] + cache4.padding[1][0] + cache4.padding[1][1]) / outputSize2[1] - cache4.padding[1][0]
kpt4.position[0] * (outputSize2[0] + cache5.padding[2][0] + cache5.padding[2][1]) / outputSize2[0] - cache5.padding[2][0],
kpt4.position[1] * (outputSize2[1] + cache5.padding[1][0] + cache5.padding[1][1]) / outputSize2[1] - cache5.padding[1][0]
];
kpt4.positionRaw = [
kpt4.position[0] / outputSize2[0],
@ -10384,8 +10392,8 @@ function rescaleBody(body4, outputSize2) {
// src/body/movenet.ts
var model14;
var inputSize8 = 0;
var skipped14 = Number.MAX_SAFE_INTEGER;
var cache5 = {
var skipped13 = Number.MAX_SAFE_INTEGER;
var cache6 = {
boxes: [],
bodies: [],
last: 0
@ -10488,27 +10496,27 @@ async function predict15(input, config3) {
if (!model14 || !(model14 == null ? void 0 : model14.inputs[0].shape))
return [];
if (!config3.skipAllowed)
cache5.boxes.length = 0;
skipped14++;
const skipTime = (config3.body.skipTime || 0) > now() - cache5.last;
const skipFrame = skipped14 < (config3.body.skipFrames || 0);
cache6.boxes.length = 0;
skipped13++;
const skipTime = (config3.body.skipTime || 0) > now() - cache6.last;
const skipFrame = skipped13 < (config3.body.skipFrames || 0);
if (config3.skipAllowed && skipTime && skipFrame) {
return cache5.bodies;
return cache6.bodies;
}
return new Promise(async (resolve) => {
const t = {};
skipped14 = 0;
skipped13 = 0;
t.input = padInput(input, inputSize8);
t.res = model14 == null ? void 0 : model14.execute(t.input);
cache5.last = now();
cache6.last = now();
const res = await t.res.array();
cache5.bodies = t.res.shape[2] === 17 ? await parseSinglePose(res, config3, input) : await parseMultiPose(res, config3, input);
for (const body4 of cache5.bodies) {
cache6.bodies = t.res.shape[2] === 17 ? await parseSinglePose(res, config3, input) : await parseMultiPose(res, config3, input);
for (const body4 of cache6.bodies) {
rescaleBody(body4, [input.shape[2] || 1, input.shape[1] || 1]);
jitter(body4.keypoints);
}
Object.keys(t).forEach((tensor3) => tf27.dispose(t[tensor3]));
resolve(cache5.bodies);
resolve(cache6.bodies);
});
}
@ -10516,8 +10524,8 @@ async function predict15(input, config3) {
var tf28 = __toModule(require_tfjs_esm());
var model15;
var last9 = [];
var lastTime15 = 0;
var skipped15 = Number.MAX_SAFE_INTEGER;
var lastTime14 = 0;
var skipped14 = Number.MAX_SAFE_INTEGER;
var scaleBox = 2.5;
async function load16(config3) {
if (!model15 || env.initial) {
@ -10594,13 +10602,13 @@ async function process4(res, inputSize9, outputShape, config3) {
return results;
}
async function predict16(image29, config3) {
const skipTime = (config3.object.skipTime || 0) > now() - lastTime15;
const skipFrame = skipped15 < (config3.object.skipFrames || 0);
const skipTime = (config3.object.skipTime || 0) > now() - lastTime14;
const skipFrame = skipped14 < (config3.object.skipFrames || 0);
if (config3.skipAllowed && skipTime && skipFrame && last9.length > 0) {
skipped15++;
skipped14++;
return last9;
}
skipped15 = 0;
skipped14 = 0;
if (!env.kernels.includes("mod") || !env.kernels.includes("sparsetodense"))
return last9;
return new Promise(async (resolve) => {
@ -10613,7 +10621,7 @@ async function predict16(image29, config3) {
let objectT;
if (config3.object.enabled)
objectT = model15.execute(transpose);
lastTime15 = now();
lastTime14 = now();
tf28.dispose(transpose);
const obj = await process4(objectT, model15.inputSize, outputSize2, config3);
last9 = obj;
@ -11140,41 +11148,29 @@ async function load19(instance) {
async function validate2(instance) {
const simpleOps = ["const", "placeholder", "noop", "pad", "squeeze", "add", "sub", "mul", "div"];
for (const defined of Object.keys(instance.models)) {
if (instance.models[defined]) {
let models5 = [];
if (Array.isArray(instance.models[defined])) {
models5 = instance.models[defined].filter((model18) => model18 !== null).map((model18) => model18 && model18.executor ? model18 : model18.model);
} else {
models5 = [instance.models[defined]];
const model18 = instance.models[defined];
if (!model18)
continue;
const ops = [];
const executor = model18 == null ? void 0 : model18.executor;
if (executor && executor.graph.nodes) {
for (const kernel of Object.values(executor.graph.nodes)) {
const op = kernel.op.toLowerCase();
if (!ops.includes(op))
ops.push(op);
}
for (const model18 of models5) {
if (!model18) {
if (instance.config.debug)
log("model marked as loaded but not defined:", defined);
continue;
}
const ops = [];
const executor = model18 == null ? void 0 : model18.executor;
if (executor && executor.graph.nodes) {
for (const kernel of Object.values(executor.graph.nodes)) {
const op = kernel.op.toLowerCase();
if (!ops.includes(op))
ops.push(op);
}
} else {
if (!executor && instance.config.debug)
log("model signature not determined:", defined);
}
const missing = [];
for (const op of ops) {
if (!simpleOps.includes(op) && !instance.env.kernels.includes(op) && !instance.env.kernels.includes(op.replace("_", "")) && !instance.env.kernels.includes(op.replace("native", "")) && !instance.env.kernels.includes(op.replace("v2", ""))) {
missing.push(op);
}
}
if (missing.length > 0 && instance.config.debug)
log("model validation:", defined, missing);
} else {
if (!executor && instance.config.debug)
log("model signature not determined:", defined);
}
const missing = [];
for (const op of ops) {
if (!simpleOps.includes(op) && !instance.env.kernels.includes(op) && !instance.env.kernels.includes(op.replace("_", "")) && !instance.env.kernels.includes(op.replace("native", "")) && !instance.env.kernels.includes(op.replace("v2", ""))) {
missing.push(op);
}
}
if (instance.config.debug && missing.length > 0)
log("model validation failed:", defined, missing);
}
}
@ -11457,12 +11453,12 @@ function point(ctx, x, y, z, localOptions) {
}
function rect(ctx, x, y, width, height, localOptions) {
ctx.beginPath();
ctx.lineWidth = localOptions.lineWidth;
if (localOptions.useCurves) {
const cx = (x + x + width) / 2;
const cy = (y + y + height) / 2;
ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI);
} else {
ctx.lineWidth = localOptions.lineWidth;
ctx.moveTo(x + localOptions.roundRect, y);
ctx.lineTo(x + width - localOptions.roundRect, y);
ctx.quadraticCurveTo(x + width, y, x + width, y + localOptions.roundRect);
@ -11496,6 +11492,7 @@ function lines(ctx, points, localOptions) {
function curves(ctx, points, localOptions) {
if (points.length < 2)
return;
ctx.lineWidth = localOptions.lineWidth;
if (!localOptions.useCurves || points.length <= 2) {
lines(ctx, points, localOptions);
return;
@ -11618,14 +11615,13 @@ async function face(inCanvas2, result, drawOptions) {
ctx.fillText(labels2[i], x + 4, y + 15);
}
}
ctx.lineWidth = 1;
ctx.lineWidth = 2;
if (f.mesh && f.mesh.length > 0) {
if (localOptions.drawPoints) {
for (const pt of f.mesh)
point(ctx, pt[0], pt[1], pt[2], localOptions);
}
if (localOptions.drawPolygons) {
ctx.lineWidth = 1;
if (f.mesh.length > 450) {
for (let i = 0; i < TRI468.length / 3; i++) {
const points = [
@ -11785,7 +11781,8 @@ async function hand(inCanvas2, result, drawOptions) {
const addHandLabel = (part, title) => {
if (!part || part.length === 0 || !part[0])
return;
ctx.fillStyle = localOptions.useDepth ? `rgba(${127.5 + 2 * part[part.length - 1][2]}, ${127.5 - 2 * part[part.length - 1][2]}, 255, 0.5)` : localOptions.color;
const z = part[part.length - 1][2] || 0;
ctx.fillStyle = localOptions.useDepth ? `rgba(${127.5 + 2 * z}, ${127.5 - 2 * z}, 255, 0.5)` : localOptions.color;
ctx.fillText(title, part[part.length - 1][0] + 4, part[part.length - 1][1] + 4);
};
ctx.font = localOptions.font;
@ -11802,7 +11799,8 @@ async function hand(inCanvas2, result, drawOptions) {
return;
for (let i = 0; i < part.length; i++) {
ctx.beginPath();
ctx.strokeStyle = localOptions.useDepth ? `rgba(${127.5 + i * part[i][2]}, ${127.5 - i * part[i][2]}, 255, 0.5)` : localOptions.color;
const z = part[i][2] || 0;
ctx.strokeStyle = localOptions.useDepth ? `rgba(${127.5 + i * z}, ${127.5 - i * z}, 255, 0.5)` : localOptions.color;
ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]);
ctx.lineTo(part[i][0], part[i][1]);
ctx.stroke();
@ -11981,7 +11979,7 @@ var calculateFaceAngle = (face5, imageSize) => {
return [x, y, z];
};
const rotationMatrixToEulerAngle = (r) => {
const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r;
const [r00, _r01, _r02, r10, r11, r12, r20, r21, r22] = r;
let thetaX;
let thetaY;
let thetaZ;
@ -12008,24 +12006,11 @@ var calculateFaceAngle = (face5, imageSize) => {
thetaZ = 0;
return { pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ };
};
const meshToEulerAngle = (mesh2) => {
const radians = (a1, a2, b1, b2) => Math.atan2(b2 - a2, b1 - a1);
const angle2 = {
pitch: radians(mesh2[10][1], mesh2[10][2], mesh2[152][1], mesh2[152][2]),
yaw: radians(mesh2[33][0], mesh2[33][2], mesh2[263][0], mesh2[263][2]),
roll: radians(mesh2[33][0], mesh2[33][1], mesh2[263][0], mesh2[263][1])
};
return angle2;
};
const mesh = face5.meshRaw;
if (!mesh || mesh.length < 300)
return { angle: { pitch: 0, yaw: 0, roll: 0 }, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1], gaze: { bearing: 0, strength: 0 } };
const size2 = Math.max(face5.boxRaw[2] * imageSize[0], face5.boxRaw[3] * imageSize[1]) / 1.5;
const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [
pt[0] * imageSize[0] / size2,
pt[1] * imageSize[1] / size2,
pt[2]
]);
const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [pt[0] * imageSize[0] / size2, pt[1] * imageSize[1] / size2, pt[2]]);
const y_axis = normalize(subVectors(pts[1], pts[0]));
let x_axis = normalize(subVectors(pts[3], pts[2]));
const z_axis = normalize(crossVectors(x_axis, y_axis));
@ -13329,7 +13314,7 @@ async function warmupCanvas(instance) {
const canvas3 = canvas(img.naturalWidth, img.naturalHeight);
if (!canvas3) {
log("Warmup: Canvas not found");
resolve({});
resolve(void 0);
} else {
const ctx = canvas3.getContext("2d");
if (ctx)
@ -13342,7 +13327,7 @@ async function warmupCanvas(instance) {
if (src)
img.src = src;
else
resolve(null);
resolve(void 0);
});
}
async function warmupNode(instance) {
@ -13350,12 +13335,10 @@ async function warmupNode(instance) {
let img;
if (instance.config.warmup === "face")
img = atob(face3);
if (instance.config.warmup === "body" || instance.config.warmup === "full")
else
img = atob(body3);
if (!img)
return null;
let res;
if (typeof tf35["node"] !== "undefined") {
if ("node" in tf35) {
const data = tf35["node"].decodeJpeg(img);
const expanded = data.expandDims(0);
instance.tf.dispose(data);

10
dist/human.node.d.ts vendored
View File

@ -137,7 +137,7 @@ declare function browserFiles(files: File[]): IOHandler;
declare function browserHTTPRequest(path: string, loadOptions?: LoadOptions): IOHandler;
/** draw processed canvas */
declare function canvas(input: AnyCanvas | HTMLImageElement | HTMLMediaElement | HTMLVideoElement, output: AnyCanvas): Promise<void>;
declare function canvas(input: AnyCanvas | HTMLImageElement | HTMLVideoElement, output: AnyCanvas): Promise<void>;
/**
* Concatenate a number of ArrayBuffers into one.
@ -512,12 +512,6 @@ export declare interface FaceDetectorConfig extends GenericConfig {
minConfidence: number;
/** minimum overlap between two detected faces before one is discarded */
iouThreshold: number;
/** factor used to expand detected face before further analysis
* - default: 1.6
* - for high-quality inputs can be reduced to increase precision
* - for video inputs or low-quality inputs can be increased to allow for more flexible tracking
*/
cropFactor: number;
/** should child models perform on masked image of a face */
mask: boolean;
/** should face detection return face tensor to be used in some other extenrnal model? */
@ -1249,7 +1243,7 @@ declare class Human {
* @param userConfig - {@link Config}
* @returns result - {@link Result}
*/
warmup(userConfig?: Partial<Config>): Promise<Result>;
warmup(userConfig?: Partial<Config>): Promise<Result | undefined>;
/** Run detect with tensorflow profiling
* - result object will contain total exeuction time information for top-20 kernels
* - actual detection object can be accessed via `human.result`

371
dist/human.node.js vendored
View File

@ -187,7 +187,6 @@ var config = {
skipTime: 2500,
minConfidence: 0.2,
iouThreshold: 0.1,
cropFactor: 1.6,
mask: false,
return: false
},
@ -1236,7 +1235,7 @@ async function skip(config3, input) {
const diffRelative = diffSum[0] / (input.shape[1] || 1) / (input.shape[2] || 1) / 255 / 3;
tf2.dispose([last.inputTensor, t.diff, t.squared, t.sum]);
last.inputTensor = tf2.clone(input);
skipFrame = diffRelative <= config3.cacheSensitivity;
skipFrame = diffRelative <= (config3.cacheSensitivity || 0);
}
return skipFrame;
}
@ -1371,7 +1370,7 @@ var env = new Env();
var tf36 = __toModule(require_tfjs_esm());
// package.json
var version2 = "2.5.6";
var version2 = "2.5.7";
// src/tfjs/humangl.ts
var tf31 = __toModule(require_tfjs_esm());
@ -4912,8 +4911,8 @@ var UV7 = VTX7.map((x) => UV468[x]);
// src/face/facemeshutil.ts
var getBoxSize = (box5) => [Math.abs(box5.endPoint[0] - box5.startPoint[0]), Math.abs(box5.endPoint[1] - box5.startPoint[1])];
var getBoxCenter = (box5) => [box5.startPoint[0] + (box5.endPoint[0] - box5.startPoint[0]) / 2, box5.startPoint[1] + (box5.endPoint[1] - box5.startPoint[1]) / 2];
var getClampedBox = (box5, input) => box5 ? [
var getBoxCenter = (box5) => [box5.startPoint[0] + (box5.endPoint[0] - box5.startPoint[0]) / 2, box5.startPoint[1] + (box5.endPoint[1] - box5.startPoint[1]) / 2, 1];
var clampBox = (box5, input) => box5 ? [
Math.trunc(Math.max(0, box5.startPoint[0])),
Math.trunc(Math.max(0, box5.startPoint[1])),
Math.trunc(Math.min(input.shape[2] || 0, box5.endPoint[0]) - Math.max(0, box5.startPoint[0])),
@ -4930,10 +4929,11 @@ var scaleBoxCoordinates = (box5, factor) => {
const endPoint = [box5.endPoint[0] * factor[0], box5.endPoint[1] * factor[1]];
return { startPoint, endPoint, landmarks: box5.landmarks, confidence: box5.confidence };
};
var cutBoxFromImageAndResize = (box5, image29, cropSize) => {
var cutAndResize = (box5, image29, cropSize) => {
const h = image29.shape[1];
const w = image29.shape[2];
const crop2 = tf9.image.cropAndResize(image29, [[box5.startPoint[1] / h, box5.startPoint[0] / w, box5.endPoint[1] / h, box5.endPoint[0] / w]], [0], cropSize);
const cutBox = [box5.startPoint[1] / h, box5.startPoint[0] / w, box5.endPoint[1] / h, box5.endPoint[0] / w];
const crop2 = tf9.image.cropAndResize(image29, [cutBox], [0], cropSize);
const norm = tf9.div(crop2, constants.tf255);
tf9.dispose(crop2);
return norm;
@ -4951,9 +4951,9 @@ var squarifyBox = (box5) => {
return { startPoint: [Math.round(centers[0] - halfSize), Math.round(centers[1] - halfSize)], endPoint: [Math.round(centers[0] + halfSize), Math.round(centers[1] + halfSize)], landmarks: box5.landmarks, confidence: box5.confidence };
};
var calculateLandmarksBoundingBox = (landmarks) => {
const xs = landmarks.map((d) => d[0]);
const ys = landmarks.map((d) => d[1]);
return { startPoint: [Math.min(...xs), Math.min(...ys)], endPoint: [Math.max(...xs), Math.max(...ys)], landmarks };
const x = landmarks.map((d) => d[0]);
const y = landmarks.map((d) => d[1]);
return { startPoint: [Math.min(...x), Math.min(...y)], endPoint: [Math.max(...x), Math.max(...y)], landmarks };
};
var fixedRotationMatrix = [[1, 0, 0], [0, 1, 0], [0, 0, 1]];
var normalizeRadians = (angle) => angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));
@ -5027,11 +5027,12 @@ function transformRawCoords(coordsRaw, box5, angle, rotationMatrix, inputSize9)
const coordsRotationMatrix = largeAngle ? buildRotationMatrix(angle, [0, 0]) : fixedRotationMatrix;
const coordsRotated = largeAngle ? coordsScaled.map((coord) => [...rotatePoint(coord, coordsRotationMatrix), coord[2]]) : coordsScaled;
const inverseRotationMatrix = largeAngle ? invertTransformMatrix(rotationMatrix) : fixedRotationMatrix;
const boxCenter = [...getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint }), 1];
const boxCenter = getBoxCenter(box5);
const offsets = [dot(boxCenter, inverseRotationMatrix[0]), dot(boxCenter, inverseRotationMatrix[1])];
return coordsRotated.map((coord) => [
Math.round(coord[0] + dot(boxCenter, inverseRotationMatrix[0])),
Math.round(coord[1] + dot(boxCenter, inverseRotationMatrix[1])),
Math.round(coord[2] || 0)
Math.trunc(coord[0] + offsets[0]),
Math.trunc(coord[1] + offsets[1]),
Math.trunc(coord[2] || 0)
]);
}
function correctFaceRotation(rotate, box5, input, inputSize9) {
@ -5043,23 +5044,38 @@ function correctFaceRotation(rotate, box5, input, inputSize9) {
angle = computeRotation(box5.landmarks[symmetryLine[0]], box5.landmarks[symmetryLine[1]]);
const largeAngle = angle && angle !== 0 && Math.abs(angle) > 0.2;
if (largeAngle) {
const center = getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint });
const center = getBoxCenter(box5);
const centerRaw = [center[0] / input.shape[2], center[1] / input.shape[1]];
const rotated = tf9.image.rotateWithOffset(input, angle, 0, centerRaw);
rotationMatrix = buildRotationMatrix(-angle, center);
face5 = cutBoxFromImageAndResize(box5, rotated, [inputSize9, inputSize9]);
face5 = cutAndResize(box5, rotated, [inputSize9, inputSize9]);
tf9.dispose(rotated);
} else {
face5 = cutBoxFromImageAndResize(box5, input, [inputSize9, inputSize9]);
face5 = cutAndResize(box5, input, [inputSize9, inputSize9]);
}
} else {
face5 = cutBoxFromImageAndResize(box5, input, [inputSize9, inputSize9]);
face5 = cutAndResize(box5, input, [inputSize9, inputSize9]);
}
return [angle, rotationMatrix, face5];
}
var findFaceCenter = (mesh) => {
const x = mesh.map((m) => m[0]);
const y = mesh.map((m) => m[1]);
return [Math.min(...x) + (Math.max(...x) - Math.min(...x)) / 2, Math.min(...y) + (Math.max(...y) - Math.min(...y)) / 2];
};
var calculateFaceBox = (mesh, previousBox) => {
const center = findFaceCenter(mesh);
const boxSize = getBoxSize(previousBox);
const calculatedBox = {
startPoint: [center[0] - boxSize[0] / 2, center[1] - boxSize[1] / 2],
endPoint: [center[0] + boxSize[0] / 2, center[1] + boxSize[1] / 2]
};
return calculatedBox;
};
// src/face/blazeface.ts
var keypointsCount = 6;
var faceBoxScaleFactor = 1.2;
var model5;
var anchors = null;
var inputSize = 0;
@ -5101,7 +5117,7 @@ function decodeBounds(boxOutputs) {
async function getBoxes(inputImage, config3) {
var _a, _b, _c, _d;
if (!inputImage || inputImage["isDisposedInternal"] || inputImage.shape.length !== 4 || inputImage.shape[1] < 1 || inputImage.shape[2] < 1)
return { boxes: [] };
return [];
const t = {};
t.resized = tf10.image.resizeBilinear(inputImage, [inputSize, inputSize]);
t.div = tf10.div(t.resized, constants.tf127);
@ -5134,17 +5150,21 @@ async function getBoxes(inputImage, config3) {
b.squeeze = tf10.squeeze(b.slice);
b.landmarks = tf10.reshape(b.squeeze, [keypointsCount, -1]);
const points = await b.bbox.data();
boxes.push({
const rawBox = {
startPoint: [points[0], points[1]],
endPoint: [points[2], points[3]],
landmarks: await b.landmarks.array(),
confidence
});
};
const scaledBox = scaleBoxCoordinates(rawBox, [(inputImage.shape[2] || 0) / inputSize, (inputImage.shape[1] || 0) / inputSize]);
const enlargedBox = enlargeBox(scaledBox, faceBoxScaleFactor);
const squaredBox = squarifyBox(enlargedBox);
boxes.push(squaredBox);
Object.keys(b).forEach((tensor3) => tf10.dispose(b[tensor3]));
}
}
Object.keys(t).forEach((tensor3) => tf10.dispose(t[tensor3]));
return { boxes, scaleFactor: [inputImage.shape[2] / inputSize, inputImage.shape[1] / inputSize] };
return boxes;
}
// src/body/blazepose.ts
@ -5997,36 +6017,29 @@ async function augmentIris(rawCoords, face5, config3, meshSize) {
}
// src/face/facemesh.ts
var boxCache = [];
var cache3 = {
boxes: [],
skipped: Number.MAX_SAFE_INTEGER,
timestamp: 0
};
var model11 = null;
var inputSize6 = 0;
var skipped10 = Number.MAX_SAFE_INTEGER;
var lastTime10 = 0;
async function predict10(input, config3) {
var _a, _b, _c, _d, _e, _f, _g, _h, _i, _j, _k;
const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime10;
const skipFrame = skipped10 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
const possibleBoxes = await getBoxes(input, config3);
lastTime10 = now();
boxCache = [];
for (const possible of possibleBoxes.boxes) {
const boxScaled = scaleBoxCoordinates(possible, possibleBoxes.scaleFactor);
const detectedWidth = (boxScaled.endPoint[0] - boxScaled.startPoint[0]) / (input.shape[2] || 1e3);
const calcFactor = (((_c = config3.face.detector) == null ? void 0 : _c.cropFactor) || 1.6) / (detectedWidth + 0.75) / 1.34;
const boxEnlarged = enlargeBox(boxScaled, calcFactor);
const boxSquared = squarifyBox(boxEnlarged);
boxCache.push(boxSquared);
}
skipped10 = 0;
var _a, _b, _c, _d, _e, _f, _g, _h;
const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - cache3.timestamp;
const skipFrame = cache3.skipped < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || cache3.boxes.length === 0) {
cache3.boxes = await getBoxes(input, config3);
cache3.timestamp = now();
cache3.skipped = 0;
} else {
skipped10++;
cache3.skipped++;
}
const faces = [];
const newCache = [];
let id = 0;
for (let i = 0; i < boxCache.length; i++) {
let box5 = boxCache[i];
for (let i = 0; i < cache3.boxes.length; i++) {
const box5 = cache3.boxes[i];
let angle = 0;
let rotationMatrix;
const face5 = {
@ -6040,15 +6053,15 @@ async function predict10(input, config3) {
faceScore: 0,
annotations: {}
};
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_d = config3.face.detector) == null ? void 0 : _d.rotation, box5, input, ((_e = config3.face.mesh) == null ? void 0 : _e.enabled) ? inputSize6 : size());
if ((_f = config3 == null ? void 0 : config3.filter) == null ? void 0 : _f.equalization) {
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_c = config3.face.detector) == null ? void 0 : _c.rotation, box5, input, ((_d = config3.face.mesh) == null ? void 0 : _d.enabled) ? inputSize6 : size());
if ((_e = config3 == null ? void 0 : config3.filter) == null ? void 0 : _e.equalization) {
const equilized = await histogramEqualization(face5.tensor);
tf18.dispose(face5.tensor);
face5.tensor = equilized;
}
face5.boxScore = Math.round(100 * box5.confidence) / 100;
if (!((_g = config3.face.mesh) == null ? void 0 : _g.enabled)) {
face5.box = getClampedBox(box5, input);
if (!((_f = config3.face.mesh) == null ? void 0 : _f.enabled)) {
face5.box = clampBox(box5, input);
face5.boxRaw = getRawBox(box5, input);
face5.score = face5.boxScore;
face5.mesh = box5.landmarks.map((pt) => [
@ -6068,30 +6081,25 @@ async function predict10(input, config3) {
const coordsReshaped = tf18.reshape(contourCoords, [-1, 3]);
let rawCoords = await coordsReshaped.array();
tf18.dispose([contourCoords, coordsReshaped, confidence, contours]);
if (face5.faceScore < (((_h = config3.face.detector) == null ? void 0 : _h.minConfidence) || 1)) {
if (face5.faceScore < (((_g = config3.face.detector) == null ? void 0 : _g.minConfidence) || 1)) {
box5.confidence = face5.faceScore;
} else {
if ((_i = config3.face.iris) == null ? void 0 : _i.enabled)
if ((_h = config3.face.iris) == null ? void 0 : _h.enabled)
rawCoords = await augmentIris(rawCoords, face5.tensor, config3, inputSize6);
face5.mesh = transformRawCoords(rawCoords, box5, angle, rotationMatrix, inputSize6);
face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize6]);
for (const key of Object.keys(meshAnnotations))
face5.annotations[key] = meshAnnotations[key].map((index2) => face5.mesh[index2]);
const boxCalculated = calculateLandmarksBoundingBox(face5.mesh);
const boxEnlarged = enlargeBox(boxCalculated, ((_j = config3.face.detector) == null ? void 0 : _j.cropFactor) || 1.6);
const boxSquared = squarifyBox(boxEnlarged);
box5 = { ...boxSquared, confidence: box5.confidence };
face5.box = getClampedBox(box5, input);
face5.boxRaw = getRawBox(box5, input);
face5.score = face5.faceScore;
newCache.push(box5);
tf18.dispose(face5.tensor);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_k = config3.face.detector) == null ? void 0 : _k.rotation, box5, input, inputSize6);
const calculatedBox = { ...calculateFaceBox(face5.mesh, box5), confidence: box5.confidence, landmarks: box5.landmarks };
face5.box = clampBox(calculatedBox, input);
face5.boxRaw = getRawBox(calculatedBox, input);
newCache.push(calculatedBox);
}
}
faces.push(face5);
}
boxCache = [...newCache];
cache3.boxes = newCache;
return faces;
}
async function load11(config3) {
@ -6116,9 +6124,9 @@ var uvmap = UV468;
var tf19 = __toModule(require_tfjs_esm());
var model12;
var last8 = [];
var lastTime11 = 0;
var lastTime10 = 0;
var lastCount7 = 0;
var skipped11 = Number.MAX_SAFE_INTEGER;
var skipped10 = Number.MAX_SAFE_INTEGER;
async function load12(config3) {
var _a, _b;
const modelUrl = join(config3.modelBasePath, ((_a = config3.face.description) == null ? void 0 : _a.modelPath) || "");
@ -6147,13 +6155,13 @@ async function predict11(image29, config3, idx, count2) {
var _a, _b, _c, _d;
if (!model12)
return { age: 0, gender: "unknown", genderScore: 0, descriptor: [] };
const skipFrame = skipped11 < (((_a = config3.face.description) == null ? void 0 : _a.skipFrames) || 0);
const skipTime = (((_b = config3.face.description) == null ? void 0 : _b.skipTime) || 0) > now() - lastTime11;
const skipFrame = skipped10 < (((_a = config3.face.description) == null ? void 0 : _a.skipFrames) || 0);
const skipTime = (((_b = config3.face.description) == null ? void 0 : _b.skipTime) || 0) > now() - lastTime10;
if (config3.skipAllowed && skipFrame && skipTime && lastCount7 === count2 && ((_c = last8[idx]) == null ? void 0 : _c.age) && ((_d = last8[idx]) == null ? void 0 : _d.age) > 0) {
skipped11++;
skipped10++;
return last8[idx];
}
skipped11 = 0;
skipped10 = 0;
return new Promise(async (resolve) => {
var _a2, _b2;
const obj = {
@ -6165,7 +6173,7 @@ async function predict11(image29, config3, idx, count2) {
if ((_a2 = config3.face.description) == null ? void 0 : _a2.enabled) {
const enhanced = enhance2(image29);
const resT = model12 == null ? void 0 : model12.execute(enhanced);
lastTime11 = now();
lastTime10 = now();
tf19.dispose(enhanced);
const genderT = await resT.find((t) => t.shape[1] === 1);
const gender = await genderT.data();
@ -6211,7 +6219,7 @@ function getBoxCenter2(box5) {
box5.startPoint[1] + (box5.endPoint[1] - box5.startPoint[1]) / 2
];
}
function cutBoxFromImageAndResize2(box5, image29, cropSize) {
function cutBoxFromImageAndResize(box5, image29, cropSize) {
const h = image29.shape[1];
const w = image29.shape[2];
const boxes = [[
@ -9341,7 +9349,7 @@ var handBoxEnlargeFactor = 1.65;
var palmLandmarkIds = [0, 5, 9, 13, 17, 1, 2];
var palmLandmarksPalmBase = 0;
var palmLandmarksMiddleFingerBase = 2;
var lastTime12 = 0;
var lastTime11 = 0;
var HandPipeline = class {
constructor(handDetector, handPoseModel2) {
__publicField(this, "handDetector");
@ -9406,7 +9414,7 @@ var HandPipeline = class {
async estimateHands(image29, config3) {
let useFreshBox = false;
let boxes;
const skipTime = (config3.hand.skipTime || 0) > now() - lastTime12;
const skipTime = (config3.hand.skipTime || 0) > now() - lastTime11;
const skipFrame = this.skipped < (config3.hand.skipFrames || 0);
if (config3.skipAllowed && skipTime && skipFrame) {
boxes = await this.handDetector.predict(image29, config3);
@ -9432,12 +9440,12 @@ var HandPipeline = class {
const rotatedImage = config3.hand.rotation && env.kernels.includes("rotatewithoffset") ? tf22.image.rotateWithOffset(image29, angle, 0, palmCenterNormalized) : image29.clone();
const rotationMatrix = buildRotationMatrix2(-angle, palmCenter);
const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox;
const croppedInput = cutBoxFromImageAndResize2(newBox, rotatedImage, [this.inputSize, this.inputSize]);
const croppedInput = cutBoxFromImageAndResize(newBox, rotatedImage, [this.inputSize, this.inputSize]);
const handImage = tf22.div(croppedInput, constants.tf255);
tf22.dispose(croppedInput);
tf22.dispose(rotatedImage);
const [confidenceT, keypoints] = this.handPoseModel.execute(handImage);
lastTime12 = now();
lastTime11 = now();
tf22.dispose(handImage);
const confidence = (await confidenceT.data())[0];
tf22.dispose(confidenceT);
@ -9997,10 +10005,10 @@ var faceIndex = 4;
var boxExpandFact = 1.6;
var maxDetectorResolution = 512;
var detectorExpandFact = 1.4;
var skipped12 = Number.MAX_SAFE_INTEGER;
var lastTime13 = 0;
var skipped11 = Number.MAX_SAFE_INTEGER;
var lastTime12 = 0;
var outputSize = [0, 0];
var cache3 = {
var cache4 = {
boxes: [],
hands: []
};
@ -10136,44 +10144,44 @@ async function predict13(input, config3) {
if (!models2[0] || !models2[1] || !((_a = models2[0]) == null ? void 0 : _a.inputs[0].shape) || !((_b = models2[1]) == null ? void 0 : _b.inputs[0].shape))
return [];
outputSize = [input.shape[2] || 0, input.shape[1] || 0];
skipped12++;
const skipTime = (config3.hand.skipTime || 0) > now() - lastTime13;
const skipFrame = skipped12 < (config3.hand.skipFrames || 0);
skipped11++;
const skipTime = (config3.hand.skipTime || 0) > now() - lastTime12;
const skipFrame = skipped11 < (config3.hand.skipFrames || 0);
if (config3.skipAllowed && skipTime && skipFrame) {
return cache3.hands;
return cache4.hands;
}
return new Promise(async (resolve) => {
const skipTimeExtended = 3 * (config3.hand.skipTime || 0) > now() - lastTime13;
const skipFrameExtended = skipped12 < 3 * (config3.hand.skipFrames || 0);
if (config3.skipAllowed && cache3.hands.length === config3.hand.maxDetected) {
cache3.hands = await Promise.all(cache3.boxes.map((handBox) => detectFingers(input, handBox, config3)));
} else if (config3.skipAllowed && skipTimeExtended && skipFrameExtended && cache3.hands.length > 0) {
cache3.hands = await Promise.all(cache3.boxes.map((handBox) => detectFingers(input, handBox, config3)));
const skipTimeExtended = 3 * (config3.hand.skipTime || 0) > now() - lastTime12;
const skipFrameExtended = skipped11 < 3 * (config3.hand.skipFrames || 0);
if (config3.skipAllowed && cache4.hands.length === config3.hand.maxDetected) {
cache4.hands = await Promise.all(cache4.boxes.map((handBox) => detectFingers(input, handBox, config3)));
} else if (config3.skipAllowed && skipTimeExtended && skipFrameExtended && cache4.hands.length > 0) {
cache4.hands = await Promise.all(cache4.boxes.map((handBox) => detectFingers(input, handBox, config3)));
} else {
cache3.boxes = await detectHands(input, config3);
lastTime13 = now();
cache3.hands = await Promise.all(cache3.boxes.map((handBox) => detectFingers(input, handBox, config3)));
skipped12 = 0;
cache4.boxes = await detectHands(input, config3);
lastTime12 = now();
cache4.hands = await Promise.all(cache4.boxes.map((handBox) => detectFingers(input, handBox, config3)));
skipped11 = 0;
}
const oldCache = [...cache3.boxes];
cache3.boxes.length = 0;
const oldCache = [...cache4.boxes];
cache4.boxes.length = 0;
if (config3.cacheSensitivity > 0) {
for (let i = 0; i < cache3.hands.length; i++) {
const boxKpt = square(cache3.hands[i].keypoints, outputSize);
if (boxKpt.box[2] / (input.shape[2] || 1) > 0.05 && boxKpt.box[3] / (input.shape[1] || 1) > 0.05 && cache3.hands[i].fingerScore && cache3.hands[i].fingerScore > (config3.hand.minConfidence || 0)) {
for (let i = 0; i < cache4.hands.length; i++) {
const boxKpt = square(cache4.hands[i].keypoints, outputSize);
if (boxKpt.box[2] / (input.shape[2] || 1) > 0.05 && boxKpt.box[3] / (input.shape[1] || 1) > 0.05 && cache4.hands[i].fingerScore && cache4.hands[i].fingerScore > (config3.hand.minConfidence || 0)) {
const boxScale = scale(boxKpt.box, boxExpandFact);
const boxScaleRaw = scale(boxKpt.boxRaw, boxExpandFact);
const boxCrop = crop(boxScaleRaw);
cache3.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
cache4.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
}
}
}
for (let i = 0; i < cache3.hands.length; i++) {
const bbox = calc(cache3.hands[i].keypoints, outputSize);
cache3.hands[i].box = bbox.box;
cache3.hands[i].boxRaw = bbox.boxRaw;
for (let i = 0; i < cache4.hands.length; i++) {
const bbox = calc(cache4.hands[i].keypoints, outputSize);
cache4.hands[i].box = bbox.box;
cache4.hands[i].boxRaw = bbox.boxRaw;
}
resolve(cache3.hands);
resolve(cache4.hands);
});
}
@ -10181,9 +10189,9 @@ async function predict13(input, config3) {
var tf25 = __toModule(require_tfjs_esm());
var model13;
var cached2 = [];
var skipped13 = Number.MAX_SAFE_INTEGER;
var skipped12 = Number.MAX_SAFE_INTEGER;
var lastCount8 = 0;
var lastTime14 = 0;
var lastTime13 = 0;
async function load14(config3) {
var _a, _b;
if (env.initial)
@ -10202,20 +10210,20 @@ async function predict14(image29, config3, idx, count2) {
var _a, _b;
if (!model13)
return 0;
const skipTime = (((_a = config3.face.liveness) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime14;
const skipFrame = skipped13 < (((_b = config3.face.liveness) == null ? void 0 : _b.skipFrames) || 0);
const skipTime = (((_a = config3.face.liveness) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime13;
const skipFrame = skipped12 < (((_b = config3.face.liveness) == null ? void 0 : _b.skipFrames) || 0);
if (config3.skipAllowed && skipTime && skipFrame && lastCount8 === count2 && cached2[idx]) {
skipped13++;
skipped12++;
return cached2[idx];
}
skipped13 = 0;
skipped12 = 0;
return new Promise(async (resolve) => {
const resize = tf25.image.resizeBilinear(image29, [(model13 == null ? void 0 : model13.inputs[0].shape) ? model13.inputs[0].shape[2] : 0, (model13 == null ? void 0 : model13.inputs[0].shape) ? model13.inputs[0].shape[1] : 0], false);
const res = model13 == null ? void 0 : model13.execute(resize);
const num = (await res.data())[0];
cached2[idx] = Math.round(100 * num) / 100;
lastCount8 = count2;
lastTime14 = now();
lastTime13 = now();
tf25.dispose([resize, res]);
resolve(cached2[idx]);
});
@ -10284,7 +10292,7 @@ var connected3 = {
// src/body/movenetfix.ts
var tf26 = __toModule(require_tfjs_esm());
var maxJitter = 5e-3;
var cache4 = {
var cache5 = {
keypoints: [],
padding: [[0, 0], [0, 0], [0, 0], [0, 0]]
};
@ -10333,15 +10341,15 @@ function bodyParts(body4) {
}
function jitter(keypoints) {
for (let i = 0; i < keypoints.length; i++) {
if (keypoints[i] && cache4.keypoints[i]) {
const diff = [Math.abs(keypoints[i].positionRaw[0] - cache4.keypoints[i].positionRaw[0]), Math.abs(keypoints[i].positionRaw[1] - cache4.keypoints[i].positionRaw[1])];
if (keypoints[i] && cache5.keypoints[i]) {
const diff = [Math.abs(keypoints[i].positionRaw[0] - cache5.keypoints[i].positionRaw[0]), Math.abs(keypoints[i].positionRaw[1] - cache5.keypoints[i].positionRaw[1])];
if (diff[0] < maxJitter && diff[1] < maxJitter) {
keypoints[i] = cache4.keypoints[i];
keypoints[i] = cache5.keypoints[i];
} else {
cache4.keypoints[i] = keypoints[i];
cache5.keypoints[i] = keypoints[i];
}
} else {
cache4.keypoints[i] = keypoints[i];
cache5.keypoints[i] = keypoints[i];
}
}
return keypoints;
@ -10350,13 +10358,13 @@ function padInput(input, inputSize9) {
const t = {};
if (!input.shape || !input.shape[1] || !input.shape[2])
return input;
cache4.padding = [
cache5.padding = [
[0, 0],
[input.shape[2] > input.shape[1] ? Math.trunc((input.shape[2] - input.shape[1]) / 2) : 0, input.shape[2] > input.shape[1] ? Math.trunc((input.shape[2] - input.shape[1]) / 2) : 0],
[input.shape[1] > input.shape[2] ? Math.trunc((input.shape[1] - input.shape[2]) / 2) : 0, input.shape[1] > input.shape[2] ? Math.trunc((input.shape[1] - input.shape[2]) / 2) : 0],
[0, 0]
];
t.pad = tf26.pad(input, cache4.padding);
t.pad = tf26.pad(input, cache5.padding);
t.resize = tf26.image.resizeBilinear(t.pad, [inputSize9, inputSize9]);
const final = tf26.cast(t.resize, "int32");
Object.keys(t).forEach((tensor3) => tf26.dispose(t[tensor3]));
@ -10366,8 +10374,8 @@ function rescaleBody(body4, outputSize2) {
body4.keypoints = body4.keypoints.filter((kpt4) => kpt4 && kpt4.position);
for (const kpt4 of body4.keypoints) {
kpt4.position = [
kpt4.position[0] * (outputSize2[0] + cache4.padding[2][0] + cache4.padding[2][1]) / outputSize2[0] - cache4.padding[2][0],
kpt4.position[1] * (outputSize2[1] + cache4.padding[1][0] + cache4.padding[1][1]) / outputSize2[1] - cache4.padding[1][0]
kpt4.position[0] * (outputSize2[0] + cache5.padding[2][0] + cache5.padding[2][1]) / outputSize2[0] - cache5.padding[2][0],
kpt4.position[1] * (outputSize2[1] + cache5.padding[1][0] + cache5.padding[1][1]) / outputSize2[1] - cache5.padding[1][0]
];
kpt4.positionRaw = [
kpt4.position[0] / outputSize2[0],
@ -10383,8 +10391,8 @@ function rescaleBody(body4, outputSize2) {
// src/body/movenet.ts
var model14;
var inputSize8 = 0;
var skipped14 = Number.MAX_SAFE_INTEGER;
var cache5 = {
var skipped13 = Number.MAX_SAFE_INTEGER;
var cache6 = {
boxes: [],
bodies: [],
last: 0
@ -10487,27 +10495,27 @@ async function predict15(input, config3) {
if (!model14 || !(model14 == null ? void 0 : model14.inputs[0].shape))
return [];
if (!config3.skipAllowed)
cache5.boxes.length = 0;
skipped14++;
const skipTime = (config3.body.skipTime || 0) > now() - cache5.last;
const skipFrame = skipped14 < (config3.body.skipFrames || 0);
cache6.boxes.length = 0;
skipped13++;
const skipTime = (config3.body.skipTime || 0) > now() - cache6.last;
const skipFrame = skipped13 < (config3.body.skipFrames || 0);
if (config3.skipAllowed && skipTime && skipFrame) {
return cache5.bodies;
return cache6.bodies;
}
return new Promise(async (resolve) => {
const t = {};
skipped14 = 0;
skipped13 = 0;
t.input = padInput(input, inputSize8);
t.res = model14 == null ? void 0 : model14.execute(t.input);
cache5.last = now();
cache6.last = now();
const res = await t.res.array();
cache5.bodies = t.res.shape[2] === 17 ? await parseSinglePose(res, config3, input) : await parseMultiPose(res, config3, input);
for (const body4 of cache5.bodies) {
cache6.bodies = t.res.shape[2] === 17 ? await parseSinglePose(res, config3, input) : await parseMultiPose(res, config3, input);
for (const body4 of cache6.bodies) {
rescaleBody(body4, [input.shape[2] || 1, input.shape[1] || 1]);
jitter(body4.keypoints);
}
Object.keys(t).forEach((tensor3) => tf27.dispose(t[tensor3]));
resolve(cache5.bodies);
resolve(cache6.bodies);
});
}
@ -10515,8 +10523,8 @@ async function predict15(input, config3) {
var tf28 = __toModule(require_tfjs_esm());
var model15;
var last9 = [];
var lastTime15 = 0;
var skipped15 = Number.MAX_SAFE_INTEGER;
var lastTime14 = 0;
var skipped14 = Number.MAX_SAFE_INTEGER;
var scaleBox = 2.5;
async function load16(config3) {
if (!model15 || env.initial) {
@ -10593,13 +10601,13 @@ async function process4(res, inputSize9, outputShape, config3) {
return results;
}
async function predict16(image29, config3) {
const skipTime = (config3.object.skipTime || 0) > now() - lastTime15;
const skipFrame = skipped15 < (config3.object.skipFrames || 0);
const skipTime = (config3.object.skipTime || 0) > now() - lastTime14;
const skipFrame = skipped14 < (config3.object.skipFrames || 0);
if (config3.skipAllowed && skipTime && skipFrame && last9.length > 0) {
skipped15++;
skipped14++;
return last9;
}
skipped15 = 0;
skipped14 = 0;
if (!env.kernels.includes("mod") || !env.kernels.includes("sparsetodense"))
return last9;
return new Promise(async (resolve) => {
@ -10612,7 +10620,7 @@ async function predict16(image29, config3) {
let objectT;
if (config3.object.enabled)
objectT = model15.execute(transpose);
lastTime15 = now();
lastTime14 = now();
tf28.dispose(transpose);
const obj = await process4(objectT, model15.inputSize, outputSize2, config3);
last9 = obj;
@ -11139,41 +11147,29 @@ async function load19(instance) {
async function validate2(instance) {
const simpleOps = ["const", "placeholder", "noop", "pad", "squeeze", "add", "sub", "mul", "div"];
for (const defined of Object.keys(instance.models)) {
if (instance.models[defined]) {
let models5 = [];
if (Array.isArray(instance.models[defined])) {
models5 = instance.models[defined].filter((model18) => model18 !== null).map((model18) => model18 && model18.executor ? model18 : model18.model);
} else {
models5 = [instance.models[defined]];
const model18 = instance.models[defined];
if (!model18)
continue;
const ops = [];
const executor = model18 == null ? void 0 : model18.executor;
if (executor && executor.graph.nodes) {
for (const kernel of Object.values(executor.graph.nodes)) {
const op = kernel.op.toLowerCase();
if (!ops.includes(op))
ops.push(op);
}
for (const model18 of models5) {
if (!model18) {
if (instance.config.debug)
log("model marked as loaded but not defined:", defined);
continue;
}
const ops = [];
const executor = model18 == null ? void 0 : model18.executor;
if (executor && executor.graph.nodes) {
for (const kernel of Object.values(executor.graph.nodes)) {
const op = kernel.op.toLowerCase();
if (!ops.includes(op))
ops.push(op);
}
} else {
if (!executor && instance.config.debug)
log("model signature not determined:", defined);
}
const missing = [];
for (const op of ops) {
if (!simpleOps.includes(op) && !instance.env.kernels.includes(op) && !instance.env.kernels.includes(op.replace("_", "")) && !instance.env.kernels.includes(op.replace("native", "")) && !instance.env.kernels.includes(op.replace("v2", ""))) {
missing.push(op);
}
}
if (missing.length > 0 && instance.config.debug)
log("model validation:", defined, missing);
} else {
if (!executor && instance.config.debug)
log("model signature not determined:", defined);
}
const missing = [];
for (const op of ops) {
if (!simpleOps.includes(op) && !instance.env.kernels.includes(op) && !instance.env.kernels.includes(op.replace("_", "")) && !instance.env.kernels.includes(op.replace("native", "")) && !instance.env.kernels.includes(op.replace("v2", ""))) {
missing.push(op);
}
}
if (instance.config.debug && missing.length > 0)
log("model validation failed:", defined, missing);
}
}
@ -11456,12 +11452,12 @@ function point(ctx, x, y, z, localOptions) {
}
function rect(ctx, x, y, width, height, localOptions) {
ctx.beginPath();
ctx.lineWidth = localOptions.lineWidth;
if (localOptions.useCurves) {
const cx = (x + x + width) / 2;
const cy = (y + y + height) / 2;
ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI);
} else {
ctx.lineWidth = localOptions.lineWidth;
ctx.moveTo(x + localOptions.roundRect, y);
ctx.lineTo(x + width - localOptions.roundRect, y);
ctx.quadraticCurveTo(x + width, y, x + width, y + localOptions.roundRect);
@ -11495,6 +11491,7 @@ function lines(ctx, points, localOptions) {
function curves(ctx, points, localOptions) {
if (points.length < 2)
return;
ctx.lineWidth = localOptions.lineWidth;
if (!localOptions.useCurves || points.length <= 2) {
lines(ctx, points, localOptions);
return;
@ -11617,14 +11614,13 @@ async function face(inCanvas2, result, drawOptions) {
ctx.fillText(labels2[i], x + 4, y + 15);
}
}
ctx.lineWidth = 1;
ctx.lineWidth = 2;
if (f.mesh && f.mesh.length > 0) {
if (localOptions.drawPoints) {
for (const pt of f.mesh)
point(ctx, pt[0], pt[1], pt[2], localOptions);
}
if (localOptions.drawPolygons) {
ctx.lineWidth = 1;
if (f.mesh.length > 450) {
for (let i = 0; i < TRI468.length / 3; i++) {
const points = [
@ -11784,7 +11780,8 @@ async function hand(inCanvas2, result, drawOptions) {
const addHandLabel = (part, title) => {
if (!part || part.length === 0 || !part[0])
return;
ctx.fillStyle = localOptions.useDepth ? `rgba(${127.5 + 2 * part[part.length - 1][2]}, ${127.5 - 2 * part[part.length - 1][2]}, 255, 0.5)` : localOptions.color;
const z = part[part.length - 1][2] || 0;
ctx.fillStyle = localOptions.useDepth ? `rgba(${127.5 + 2 * z}, ${127.5 - 2 * z}, 255, 0.5)` : localOptions.color;
ctx.fillText(title, part[part.length - 1][0] + 4, part[part.length - 1][1] + 4);
};
ctx.font = localOptions.font;
@ -11801,7 +11798,8 @@ async function hand(inCanvas2, result, drawOptions) {
return;
for (let i = 0; i < part.length; i++) {
ctx.beginPath();
ctx.strokeStyle = localOptions.useDepth ? `rgba(${127.5 + i * part[i][2]}, ${127.5 - i * part[i][2]}, 255, 0.5)` : localOptions.color;
const z = part[i][2] || 0;
ctx.strokeStyle = localOptions.useDepth ? `rgba(${127.5 + i * z}, ${127.5 - i * z}, 255, 0.5)` : localOptions.color;
ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]);
ctx.lineTo(part[i][0], part[i][1]);
ctx.stroke();
@ -11980,7 +11978,7 @@ var calculateFaceAngle = (face5, imageSize) => {
return [x, y, z];
};
const rotationMatrixToEulerAngle = (r) => {
const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r;
const [r00, _r01, _r02, r10, r11, r12, r20, r21, r22] = r;
let thetaX;
let thetaY;
let thetaZ;
@ -12007,24 +12005,11 @@ var calculateFaceAngle = (face5, imageSize) => {
thetaZ = 0;
return { pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ };
};
const meshToEulerAngle = (mesh2) => {
const radians = (a1, a2, b1, b2) => Math.atan2(b2 - a2, b1 - a1);
const angle2 = {
pitch: radians(mesh2[10][1], mesh2[10][2], mesh2[152][1], mesh2[152][2]),
yaw: radians(mesh2[33][0], mesh2[33][2], mesh2[263][0], mesh2[263][2]),
roll: radians(mesh2[33][0], mesh2[33][1], mesh2[263][0], mesh2[263][1])
};
return angle2;
};
const mesh = face5.meshRaw;
if (!mesh || mesh.length < 300)
return { angle: { pitch: 0, yaw: 0, roll: 0 }, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1], gaze: { bearing: 0, strength: 0 } };
const size2 = Math.max(face5.boxRaw[2] * imageSize[0], face5.boxRaw[3] * imageSize[1]) / 1.5;
const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [
pt[0] * imageSize[0] / size2,
pt[1] * imageSize[1] / size2,
pt[2]
]);
const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [pt[0] * imageSize[0] / size2, pt[1] * imageSize[1] / size2, pt[2]]);
const y_axis = normalize(subVectors(pts[1], pts[0]));
let x_axis = normalize(subVectors(pts[3], pts[2]));
const z_axis = normalize(crossVectors(x_axis, y_axis));
@ -13328,7 +13313,7 @@ async function warmupCanvas(instance) {
const canvas3 = canvas(img.naturalWidth, img.naturalHeight);
if (!canvas3) {
log("Warmup: Canvas not found");
resolve({});
resolve(void 0);
} else {
const ctx = canvas3.getContext("2d");
if (ctx)
@ -13341,7 +13326,7 @@ async function warmupCanvas(instance) {
if (src)
img.src = src;
else
resolve(null);
resolve(void 0);
});
}
async function warmupNode(instance) {
@ -13349,12 +13334,10 @@ async function warmupNode(instance) {
let img;
if (instance.config.warmup === "face")
img = atob(face3);
if (instance.config.warmup === "body" || instance.config.warmup === "full")
else
img = atob(body3);
if (!img)
return null;
let res;
if (typeof tf35["node"] !== "undefined") {
if ("node" in tf35) {
const data = tf35["node"].decodeJpeg(img);
const expanded = data.expandDims(0);
instance.tf.dispose(data);

7
src/config.ts
View File

@ -23,12 +23,6 @@ export interface FaceDetectorConfig extends GenericConfig {
minConfidence: number,
/** minimum overlap between two detected faces before one is discarded */
iouThreshold: number,
/** factor used to expand detected face before further analysis
* - default: 1.6
* - for high-quality inputs can be reduced to increase precision
* - for video inputs or low-quality inputs can be increased to allow for more flexible tracking
*/
cropFactor: number,
/** should child models perform on masked image of a face */
mask: boolean,
/** should face detection return face tensor to be used in some other extenrnal model? */
@ -330,7 +324,6 @@ const config: Config = {
skipTime: 2500,
minConfidence: 0.2,
iouThreshold: 0.1,
cropFactor: 1.6,
mask: false,
return: false,
},

35
src/face/angles.ts
View File

@ -1,6 +1,3 @@
// eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars
const rad2deg = (theta) => Math.round((theta * 180) / Math.PI);
const calculateGaze = (face): { bearing: number, strength: number } => {
const radians = (pt1, pt2) => Math.atan2(pt1[1] - pt2[1], pt1[0] - pt2[0]); // function to calculate angle between any two points
if (!face.annotations['rightEyeIris'] || !face.annotations['leftEyeIris']) return { bearing: 0, strength: 0 };
@ -16,7 +13,6 @@ const calculateGaze = (face): { bearing: number, strength: number } => {
const eyeSize = left // eye size is difference between extreme points for both x and y, used to normalize & squarify eye dimensions
? [face.mesh[133][0] - face.mesh[33][0], face.mesh[23][1] - face.mesh[27][1]]
: [face.mesh[263][0] - face.mesh[362][0], face.mesh[253][1] - face.mesh[257][1]];
const eyeDiff = [ // x distance between extreme point and center point normalized with eye size
(eyeCenter[0] - irisCenter[0]) / eyeSize[0] - offsetIris[0],
eyeRatio * (irisCenter[1] - eyeCenter[1]) / eyeSize[1] - offsetIris[1],
@ -24,7 +20,6 @@ const calculateGaze = (face): { bearing: number, strength: number } => {
let strength = Math.sqrt((eyeDiff[0] ** 2) + (eyeDiff[1] ** 2)); // vector length is a diagonal between two differences
strength = Math.min(strength, face.boxRaw[2] / 2, face.boxRaw[3] / 2); // limit strength to half of box size to avoid clipping due to low precision
const bearing = (radians([0, 0], eyeDiff) + (Math.PI / 2)) % Math.PI; // using eyeDiff instead eyeCenter/irisCenter combo due to manual adjustments and rotate clockwise 90degrees
return { bearing, strength };
};
@ -56,7 +51,7 @@ export const calculateFaceAngle = (face, imageSize): {
// 3x3 rotation matrix to Euler angles based on https://www.geometrictools.com/Documentation/EulerAngles.pdf
const rotationMatrixToEulerAngle = (r) => {
// eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars
const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r;
const [r00, _r01, _r02, r10, r11, r12, r20, r21, r22] = r;
let thetaX: number;
let thetaY: number;
let thetaZ: number;
@ -80,22 +75,17 @@ export const calculateFaceAngle = (face, imageSize): {
if (isNaN(thetaZ)) thetaZ = 0;
return { pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ };
};
// simple Euler angle calculation based existing 3D mesh
// eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars
const meshToEulerAngle = (mesh) => {
/*
const meshToEulerAngle = (mesh) => { // simple Euler angle calculation based existing 3D mesh
const radians = (a1, a2, b1, b2) => Math.atan2(b2 - a2, b1 - a1);
// eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars
const angle = {
// values are in radians in range of -pi/2 to pi/2 which is -90 to +90 degrees, value of 0 means center
// pitch is face move up/down
pitch: radians(mesh[10][1], mesh[10][2], mesh[152][1], mesh[152][2]), // looking at y,z of top and bottom points of the face
// yaw is face turn left/right
yaw: radians(mesh[33][0], mesh[33][2], mesh[263][0], mesh[263][2]), // looking at x,z of outside corners of leftEye and rightEye
// roll is face lean left/right
roll: radians(mesh[33][0], mesh[33][1], mesh[263][0], mesh[263][1]), // looking at x,y of outside corners of leftEye and rightEye
return { // values are in radians in range of -pi/2 to pi/2 which is -90 to +90 degrees, value of 0 means center
pitch: radians(mesh[10][1], mesh[10][2], mesh[152][1], mesh[152][2]), // looking at y,z of top and bottom points of the face // pitch is face move up/down
yaw: radians(mesh[33][0], mesh[33][2], mesh[263][0], mesh[263][2]), // looking at x,z of outside corners of leftEye and rightEye // yaw is face turn left/right
roll: radians(mesh[33][0], mesh[33][1], mesh[263][0], mesh[263][1]), // looking at x,y of outside corners of leftEye and rightEye // roll is face lean left/right
};
return angle;
};
*/
// initialize gaze and mesh
const mesh = face.meshRaw;
@ -103,12 +93,7 @@ export const calculateFaceAngle = (face, imageSize): {
const size = Math.max(face.boxRaw[2] * imageSize[0], face.boxRaw[3] * imageSize[1]) / 1.5;
// top, bottom, left, right
const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [
// make the xyz coordinates proportional, independent of the image/box size
pt[0] * imageSize[0] / size,
pt[1] * imageSize[1] / size,
pt[2],
]);
const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [pt[0] * imageSize[0] / size, pt[1] * imageSize[1] / size, pt[2]]); // make the xyz coordinates proportional, independent of the image/box size
const y_axis = normalize(subVectors(pts[1], pts[0]));
let x_axis = normalize(subVectors(pts[3], pts[2]));

14
src/face/blazeface.ts
View File

@ -13,6 +13,7 @@ import { env } from '../util/env';
import type { Point } from '../result';
const keypointsCount = 6;
const faceBoxScaleFactor = 1.2;
let model: GraphModel | null;
let anchors: Tensor | null = null;
let inputSize = 0;
@ -54,7 +55,7 @@ function decodeBounds(boxOutputs) {
export async function getBoxes(inputImage: Tensor, config: Config) {
// sanity check on input
if ((!inputImage) || (inputImage['isDisposedInternal']) || (inputImage.shape.length !== 4) || (inputImage.shape[1] < 1) || (inputImage.shape[2] < 1)) return { boxes: [] };
if ((!inputImage) || (inputImage['isDisposedInternal']) || (inputImage.shape.length !== 4) || (inputImage.shape[1] < 1) || (inputImage.shape[2] < 1)) return [];
const t: Record<string, Tensor> = {};
t.resized = tf.image.resizeBilinear(inputImage, [inputSize, inputSize]);
@ -88,16 +89,19 @@ export async function getBoxes(inputImage: Tensor, config: Config) {
b.squeeze = tf.squeeze(b.slice);
b.landmarks = tf.reshape(b.squeeze, [keypointsCount, -1]);
const points = await b.bbox.data();
boxes.push({
const rawBox = {
startPoint: [points[0], points[1]] as Point,
endPoint: [points[2], points[3]] as Point,
landmarks: (await b.landmarks.array()) as Point[],
confidence,
});
};
const scaledBox = util.scaleBoxCoordinates(rawBox, [(inputImage.shape[2] || 0) / inputSize, (inputImage.shape[1] || 0) / inputSize]);
const enlargedBox = util.enlargeBox(scaledBox, faceBoxScaleFactor);
const squaredBox = util.squarifyBox(enlargedBox);
boxes.push(squaredBox);
Object.keys(b).forEach((tensor) => tf.dispose(b[tensor]));
}
}
Object.keys(t).forEach((tensor) => tf.dispose(t[tensor]));
return { boxes, scaleFactor: [inputImage.shape[2] / inputSize, inputImage.shape[1] / inputSize] };
return boxes;
}

54
src/face/facemesh.ts
View File

@ -20,37 +20,32 @@ import type { FaceResult, FaceLandmark, Point } from '../result';
import type { Config } from '../config';
type DetectBox = { startPoint: Point, endPoint: Point, landmarks: Array<Point>, confidence: number };
let boxCache: Array<DetectBox> = [];
const cache = {
boxes: [] as DetectBox[],
skipped: Number.MAX_SAFE_INTEGER,
timestamp: 0,
};
let model: GraphModel | null = null;
let inputSize = 0;
let skipped = Number.MAX_SAFE_INTEGER;
let lastTime = 0;
export async function predict(input: Tensor, config: Config): Promise<FaceResult[]> {
// reset cached boxes
const skipTime = (config.face.detector?.skipTime || 0) > (now() - lastTime);
const skipFrame = skipped < (config.face.detector?.skipFrames || 0);
if (!config.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
const possibleBoxes = await blazeface.getBoxes(input, config); // get results from blazeface detector
lastTime = now();
boxCache = []; // empty cache
for (const possible of possibleBoxes.boxes) { // extract data from detector
const boxScaled = util.scaleBoxCoordinates(possible, possibleBoxes.scaleFactor);
const detectedWidth = (boxScaled.endPoint[0] - boxScaled.startPoint[0]) / (input.shape[2] || 1000);
const calcFactor = (config.face.detector?.cropFactor || 1.6) / (detectedWidth + 0.75) / 1.34; // detected face box is not the same size as calculated face box and scale also depends on detected face size
const boxEnlarged = util.enlargeBox(boxScaled, calcFactor);
const boxSquared = util.squarifyBox(boxEnlarged);
boxCache.push(boxSquared);
}
skipped = 0;
const skipTime = (config.face.detector?.skipTime || 0) > (now() - cache.timestamp);
const skipFrame = cache.skipped < (config.face.detector?.skipFrames || 0);
if (!config.skipAllowed || !skipTime || !skipFrame || cache.boxes.length === 0) {
cache.boxes = await blazeface.getBoxes(input, config); // get results from blazeface detector
cache.timestamp = now();
cache.skipped = 0;
} else {
skipped++;
cache.skipped++;
}
const faces: Array<FaceResult> = [];
const newCache: Array<DetectBox> = [];
let id = 0;
for (let i = 0; i < boxCache.length; i++) {
let box = boxCache[i];
for (let i = 0; i < cache.boxes.length; i++) {
const box = cache.boxes[i];
let angle = 0;
let rotationMatrix;
const face: FaceResult = { // init face result
@ -74,7 +69,7 @@ export async function predict(input: Tensor, config: Config): Promise<FaceResult
}
face.boxScore = Math.round(100 * box.confidence) / 100;
if (!config.face.mesh?.enabled) { // mesh not enabled, return resuts from detector only
face.box = util.getClampedBox(box, input);
face.box = util.clampBox(box, input);
face.boxRaw = util.getRawBox(box, input);
face.score = face.boxScore;
face.mesh = box.landmarks.map((pt) => [
@ -99,21 +94,16 @@ export async function predict(input: Tensor, config: Config): Promise<FaceResult
face.mesh = util.transformRawCoords(rawCoords, box, angle, rotationMatrix, inputSize); // get processed mesh
face.meshRaw = face.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize]);
for (const key of Object.keys(coords.meshAnnotations)) face.annotations[key] = coords.meshAnnotations[key].map((index) => face.mesh[index]); // add annotations
const boxCalculated = util.calculateLandmarksBoundingBox(face.mesh);
const boxEnlarged = util.enlargeBox(boxCalculated, (config.face.detector?.cropFactor || 1.6));
const boxSquared = util.squarifyBox(boxEnlarged);
box = { ...boxSquared, confidence: box.confidence }; // redefine box with mesh calculated one
face.box = util.getClampedBox(box, input); // update detected box with box around the face mesh
face.boxRaw = util.getRawBox(box, input);
face.score = face.faceScore;
newCache.push(box);
tf.dispose(face.tensor);
[angle, rotationMatrix, face.tensor] = util.correctFaceRotation(config.face.detector?.rotation, box, input, inputSize); // optional rotate once more based on mesh data
const calculatedBox = { ...util.calculateFaceBox(face.mesh, box), confidence: box.confidence, landmarks: box.landmarks };
face.box = util.clampBox(calculatedBox, input);
face.boxRaw = util.getRawBox(calculatedBox, input);
newCache.push(calculatedBox);
}
}
faces.push(face);
}
boxCache = [...newCache]; // reset cache
cache.boxes = newCache; // reset cache
return faces;
}

66
src/face/facemeshutil.ts
View File

@ -15,9 +15,9 @@ export const disposeBox = (t) => tf.dispose([t.startPoint, t.endPoint]);
export const getBoxSize = (box): [number, number] => [Math.abs(box.endPoint[0] - box.startPoint[0]), Math.abs(box.endPoint[1] - box.startPoint[1])];
export const getBoxCenter = (box): [number, number] => [box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2, box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2];
export const getBoxCenter = (box): [number, number, number] => [box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2, box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2, 1];
export const getClampedBox = (box, input): Box => (box ? [
export const clampBox = (box, input): Box => (box ? [
Math.trunc(Math.max(0, box.startPoint[0])),
Math.trunc(Math.max(0, box.startPoint[1])),
Math.trunc(Math.min((input.shape[2] || 0), box.endPoint[0]) - Math.max(0, box.startPoint[0])),
@ -37,10 +37,11 @@ export const scaleBoxCoordinates = (box, factor) => {
return { startPoint, endPoint, landmarks: box.landmarks, confidence: box.confidence };
};
export const cutBoxFromImageAndResize = (box, image, cropSize) => {
export const cutAndResize = (box, image, cropSize) => {
const h = image.shape[1];
const w = image.shape[2];
const crop = tf.image.cropAndResize(image, [[box.startPoint[1] / h, box.startPoint[0] / w, box.endPoint[1] / h, box.endPoint[0] / w]], [0], cropSize);
const cutBox = [box.startPoint[1] / h, box.startPoint[0] / w, box.endPoint[1] / h, box.endPoint[0] / w];
const crop = tf.image.cropAndResize(image, [cutBox], [0], cropSize);
const norm = tf.div(crop, constants.tf255);
tf.dispose(crop);
return norm;
@ -61,9 +62,9 @@ export const squarifyBox = (box) => {
};
export const calculateLandmarksBoundingBox = (landmarks) => {
const xs = landmarks.map((d) => d[0]);
const ys = landmarks.map((d) => d[1]);
return { startPoint: [Math.min(...xs), Math.min(...ys)] as Point, endPoint: [Math.max(...xs), Math.max(...ys)] as Point, landmarks };
const x = landmarks.map((d) => d[0]);
const y = landmarks.map((d) => d[1]);
return { startPoint: [Math.min(...x), Math.min(...y)] as Point, endPoint: [Math.max(...x), Math.max(...y)] as Point, landmarks };
};
export const fixedRotationMatrix = [[1, 0, 0], [0, 1, 0], [0, 0, 1]];
@ -141,19 +142,20 @@ export function generateAnchors(inputSize) {
export function transformRawCoords(coordsRaw, box, angle, rotationMatrix, inputSize) {
const boxSize = getBoxSize(box);
const coordsScaled = coordsRaw.map((coord) => ([ // scaled around zero-point
boxSize[0] / inputSize * (coord[0] - inputSize / 2),
boxSize[1] / inputSize * (coord[1] - inputSize / 2),
coord[2] || 0,
(boxSize[0] / inputSize) * (coord[0] - (inputSize / 2)),
(boxSize[1] / inputSize) * (coord[1] - (inputSize / 2)),
(coord[2] || 0),
]));
const largeAngle = angle && (angle !== 0) && (Math.abs(angle) > 0.2);
const coordsRotationMatrix = largeAngle ? buildRotationMatrix(angle, [0, 0]) : fixedRotationMatrix;
const coordsRotated = largeAngle ? coordsScaled.map((coord) => ([...rotatePoint(coord, coordsRotationMatrix), coord[2]])) : coordsScaled;
const inverseRotationMatrix = largeAngle ? invertTransformMatrix(rotationMatrix) : fixedRotationMatrix;
const boxCenter = [...getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint }), 1];
const boxCenter = getBoxCenter(box);
const offsets = [dot(boxCenter, inverseRotationMatrix[0]), dot(boxCenter, inverseRotationMatrix[1])];
return coordsRotated.map((coord) => ([
Math.round(coord[0] + dot(boxCenter, inverseRotationMatrix[0])),
Math.round(coord[1] + dot(boxCenter, inverseRotationMatrix[1])),
Math.round(coord[2] || 0),
Math.trunc(coord[0] + offsets[0]),
Math.trunc(coord[1] + offsets[1]),
Math.trunc(coord[2] || 0),
]));
}
@ -165,21 +167,43 @@ export function correctFaceRotation(rotate, box, input, inputSize) {
let rotationMatrix = fixedRotationMatrix; // default
let face; // default
if (rotate && env.kernels.includes('rotatewithoffset')) {
if (rotate && env.kernels.includes('rotatewithoffset')) { // rotateWithOffset is not defined for tfjs-node
angle = computeRotation(box.landmarks[symmetryLine[0]], box.landmarks[symmetryLine[1]]);
const largeAngle = angle && (angle !== 0) && (Math.abs(angle) > 0.2);
if (largeAngle) {
const center: Point = getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });
if (largeAngle) { // perform rotation only if angle is sufficiently high
const center: Point = getBoxCenter(box);
const centerRaw: Point = [center[0] / input.shape[2], center[1] / input.shape[1]];
const rotated = tf.image.rotateWithOffset(input, angle, 0, centerRaw); // rotateWithOffset is not defined for tfjs-node
const rotated = tf.image.rotateWithOffset(input, angle, 0, centerRaw);
rotationMatrix = buildRotationMatrix(-angle, center);
face = cutBoxFromImageAndResize(box, rotated, [inputSize, inputSize]);
face = cutAndResize(box, rotated, [inputSize, inputSize]);
tf.dispose(rotated);
} else {
face = cutBoxFromImageAndResize(box, input, [inputSize, inputSize]);
face = cutAndResize(box, input, [inputSize, inputSize]);
}
} else {
face = cutBoxFromImageAndResize(box, input, [inputSize, inputSize]);
face = cutAndResize(box, input, [inputSize, inputSize]);
}
return [angle, rotationMatrix, face];
}
export const findFaceCenter = (mesh) => {
const x = mesh.map((m) => m[0]);
const y = mesh.map((m) => m[1]);
// weighted center
/*
const sum = (arr: number[]) => arr.reduce((prev, curr) => prev + curr, 0);
return [sum(x) / mesh.length, sum(y) / mesh.length];
*/
// absolute center
return [Math.min(...x) + (Math.max(...x) - Math.min(...x)) / 2, Math.min(...y) + (Math.max(...y) - Math.min(...y)) / 2];
};
export const calculateFaceBox = (mesh, previousBox) => {
const center = findFaceCenter(mesh);
const boxSize = getBoxSize(previousBox);
const calculatedBox = {
startPoint: [center[0] - boxSize[0] / 2, center[1] - boxSize[1] / 2] as Point,
endPoint: [center[0] + boxSize[0] / 2, center[1] + boxSize[1] / 2] as Point,
};
return calculatedBox;
};

6
src/hand/fingergesture.ts
View File

@ -6,11 +6,11 @@
import { Finger, FingerCurl, FingerDirection, FingerGesture } from './fingerdef';
// eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars
const { thumb, index, middle, ring, pinky } = Finger;
export const { thumb, index, middle, ring, pinky } = Finger;
// eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars
const { none, half, full } = FingerCurl;
export const { none, half, full } = FingerCurl;
// eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars
const { verticalUp, verticalDown, horizontalLeft, horizontalRight, diagonalUpRight, diagonalUpLeft, diagonalDownRight, diagonalDownLeft } = FingerDirection;
export const { verticalUp, verticalDown, horizontalLeft, horizontalRight, diagonalUpRight, diagonalUpLeft, diagonalDownRight, diagonalDownLeft } = FingerDirection;
// describe thumbs up gesture 👍
const ThumbsUp = new FingerGesture('thumbs up');

4
src/human.ts
View File

@ -146,7 +146,7 @@ export class Human {
// reexport draw methods
this.draw = {
options: draw.options as DrawOptions,
canvas: (input: AnyCanvas | HTMLImageElement | HTMLMediaElement | HTMLVideoElement, output: AnyCanvas) => draw.canvas(input, output),
canvas: (input: AnyCanvas | HTMLImageElement | HTMLVideoElement, output: AnyCanvas) => draw.canvas(input, output),
face: (output: AnyCanvas, result: FaceResult[], options?: Partial<DrawOptions>) => draw.face(output, result, options),
body: (output: AnyCanvas, result: BodyResult[], options?: Partial<DrawOptions>) => draw.body(output, result, options),
hand: (output: AnyCanvas, result: HandResult[], options?: Partial<DrawOptions>) => draw.hand(output, result, options),
@ -342,7 +342,7 @@ export class Human {
*/
async profile(input: Input, userConfig?: Partial<Config>): Promise<Record<string, number>> {
const profile = await this.tf.profile(() => this.detect(input, userConfig));
const kernels = {};
const kernels: Record<string, number> = {};
for (const kernel of profile.kernels) { // sum kernel time values per kernel
if (kernels[kernel.name]) kernels[kernel.name] += kernel.kernelTimeMs;
else kernels[kernel.name] = kernel.kernelTimeMs;

8
src/image/image.ts
View File

@ -24,7 +24,7 @@ const last: { inputSum: number, cacheDiff: number, sumMethod: number, inputTenso
inputTensor: undefined,
};
export function canvas(width, height): AnyCanvas {
export function canvas(width: number, height: number): AnyCanvas {
let c;
if (env.browser) { // browser defines canvas object
if (env.worker) { // if runing in web worker use OffscreenCanvas
@ -260,7 +260,7 @@ const checksum = async (input: Tensor): Promise<number> => { // use tf sum or js
};
*/
export async function skip(config, input: Tensor) {
export async function skip(config: Partial<Config>, input: Tensor) {
let skipFrame = false;
if (config.cacheSensitivity === 0 || !input.shape || input.shape.length !== 4 || input.shape[1] > 2048 || input.shape[2] > 2048) return skipFrame; // cache disabled or input is invalid or too large for cache analysis
@ -290,12 +290,12 @@ export async function skip(config, input: Tensor) {
const diffRelative = diffSum[0] / (input.shape[1] || 1) / (input.shape[2] || 1) / 255 / 3; // squared difference relative to input resolution and averaged per channel
tf.dispose([last.inputTensor, t.diff, t.squared, t.sum]);
last.inputTensor = tf.clone(input);
skipFrame = diffRelative <= config.cacheSensitivity;
skipFrame = diffRelative <= (config.cacheSensitivity || 0);
}
return skipFrame;
}
export async function compare(config, input1: Tensor, input2: Tensor): Promise<number> {
export async function compare(config: Partial<Config>, input1: Tensor, input2: Tensor): Promise<number> {
const t: Record<string, Tensor> = {};
if (!input1 || !input2 || input1.shape.length !== 4 || input1.shape.length !== input2.shape.length) {
if (!config.debug) log('invalid input tensor or tensor shapes do not match:', input1.shape, input2.shape);

67
src/models.ts
View File

@ -60,7 +60,7 @@ export class Models {
export function reset(instance: Human): void {
// if (instance.config.debug) log('resetting loaded models');
for (const model of Object.keys(instance.models)) instance.models[model] = null;
for (const model of Object.keys(instance.models)) instance.models[model as keyof Models] = null;
}
/** Load method preloads all instance.configured models on-demand */
@ -71,6 +71,7 @@ export async function load(instance: Human): Promise<void> {
if (!instance.models.handskeleton && instance.config.hand.landmarks && instance.config.hand.detector?.modelPath?.includes('handdetect')) [instance.models.handpose, instance.models.handskeleton] = await handpose.load(instance.config);
}
if (instance.config.body.enabled && !instance.models.blazepose && instance.config.body?.modelPath?.includes('blazepose')) instance.models.blazepose = blazepose.loadPose(instance.config);
// @ts-ignore optional model
if (instance.config.body.enabled && !instance.models.blazeposedetect && instance.config.body['detector'] && instance.config.body['detector']['modelPath']) instance.models.blazeposedetect = blazepose.loadDetect(instance.config);
if (instance.config.body.enabled && !instance.models.efficientpose && instance.config.body?.modelPath?.includes('efficientpose')) instance.models.efficientpose = efficientpose.load(instance.config);
if (instance.config.body.enabled && !instance.models.movenet && instance.config.body?.modelPath?.includes('movenet')) instance.models.movenet = movenet.load(instance.config);
@ -82,9 +83,13 @@ export async function load(instance: Human): Promise<void> {
if (instance.config.face.enabled && instance.config.face.emotion?.enabled && !instance.models.emotion) instance.models.emotion = emotion.load(instance.config);
if (instance.config.face.enabled && instance.config.face.iris?.enabled && !instance.models.faceiris) instance.models.faceiris = iris.load(instance.config);
if (instance.config.face.enabled && instance.config.face.mesh?.enabled && !instance.models.facemesh) instance.models.facemesh = facemesh.load(instance.config);
// @ts-ignore optional model
if (instance.config.face.enabled && instance.config.face['gear']?.enabled && !instance.models.gear) instance.models.gear = gear.load(instance.config);
// @ts-ignore optional model
if (instance.config.face.enabled && instance.config.face['ssrnet']?.enabled && !instance.models.ssrnetage) instance.models.ssrnetage = ssrnetAge.load(instance.config);
// @ts-ignore optional model
if (instance.config.face.enabled && instance.config.face['ssrnet']?.enabled && !instance.models.ssrnetgender) instance.models.ssrnetgender = ssrnetGender.load(instance.config);
// @ts-ignore optional model
if (instance.config.face.enabled && instance.config.face['mobilefacenet']?.enabled && !instance.models.mobilefacenet) instance.models.mobilefacenet = mobilefacenet.load(instance.config);
if (instance.config.hand.enabled && !instance.models.handtrack && instance.config.hand.detector?.modelPath?.includes('handtrack')) instance.models.handtrack = handtrack.loadDetect(instance.config);
if (instance.config.hand.enabled && instance.config.hand.landmarks && !instance.models.handskeleton && instance.config.hand.detector?.modelPath?.includes('handtrack')) instance.models.handskeleton = handtrack.loadSkeleton(instance.config);
@ -94,7 +99,7 @@ export async function load(instance: Human): Promise<void> {
// models are loaded in parallel asynchronously so lets wait until they are actually loaded
for await (const model of Object.keys(instance.models)) {
if (instance.models[model] && typeof instance.models[model] !== 'undefined') instance.models[model] = await instance.models[model];
if (instance.models[model as keyof Models] && typeof instance.models[model as keyof Models] !== 'undefined') instance.models[model as keyof Models] = await instance.models[model as keyof Models];
}
}
@ -102,44 +107,30 @@ export async function validate(instance: Human): Promise<void> {
interface Op { name: string, category: string, op: string }
const simpleOps = ['const', 'placeholder', 'noop', 'pad', 'squeeze', 'add', 'sub', 'mul', 'div'];
for (const defined of Object.keys(instance.models)) {
if (instance.models[defined]) { // check if model is loaded
let models: GraphModel[] = [];
if (Array.isArray(instance.models[defined])) {
models = instance.models[defined]
.filter((model) => (model !== null))
.map((model) => ((model && model.executor) ? model : model.model));
} else {
models = [instance.models[defined]];
const model: GraphModel | null = instance.models[defined as keyof Models] as GraphModel | null;
if (!model) continue;
const ops: string[] = [];
// @ts-ignore // executor is a private method
const executor = model?.executor;
if (executor && executor.graph.nodes) {
for (const kernel of Object.values(executor.graph.nodes)) {
const op = (kernel as Op).op.toLowerCase();
if (!ops.includes(op)) ops.push(op);
}
for (const model of models) {
if (!model) {
if (instance.config.debug) log('model marked as loaded but not defined:', defined);
continue;
}
const ops: string[] = [];
// @ts-ignore // executor is a private method
const executor = model?.executor;
if (executor && executor.graph.nodes) {
for (const kernel of Object.values(executor.graph.nodes)) {
const op = (kernel as Op).op.toLowerCase();
if (!ops.includes(op)) ops.push(op);
}
} else {
if (!executor && instance.config.debug) log('model signature not determined:', defined);
}
const missing: string[] = [];
for (const op of ops) {
if (!simpleOps.includes(op) // exclude simple ops
&& !instance.env.kernels.includes(op) // check actual kernel ops
&& !instance.env.kernels.includes(op.replace('_', '')) // check variation without _
&& !instance.env.kernels.includes(op.replace('native', '')) // check standard variation
&& !instance.env.kernels.includes(op.replace('v2', ''))) { // check non-versioned variation
missing.push(op);
}
}
// log('model validation ops:', defined, ops);
if (missing.length > 0 && instance.config.debug) log('model validation:', defined, missing);
} else {
if (!executor && instance.config.debug) log('model signature not determined:', defined);
}
const missing: string[] = [];
for (const op of ops) {
if (!simpleOps.includes(op) // exclude simple ops
&& !instance.env.kernels.includes(op) // check actual kernel ops
&& !instance.env.kernels.includes(op.replace('_', '')) // check variation without _
&& !instance.env.kernels.includes(op.replace('native', '')) // check standard variation
&& !instance.env.kernels.includes(op.replace('v2', ''))) { // check non-versioned variation
missing.push(op);
}
}
// log('model validation ops:', defined, ops);
if (instance.config.debug && missing.length > 0) log('model validation failed:', defined, missing);
}
}

33
src/util/draw.ts
View File

@ -71,7 +71,7 @@ export const options: DrawOptions = {
let drawTime = 0;
const getCanvasContext = (input) => {
const getCanvasContext = (input: AnyCanvas) => {
if (!input) log('draw error: invalid canvas');
else if (!input.getContext) log('draw error: canvas context not defined');
else {
@ -82,9 +82,9 @@ const getCanvasContext = (input) => {
return null;
};
const rad2deg = (theta) => Math.round((theta * 180) / Math.PI);
const rad2deg = (theta: number) => Math.round((theta * 180) / Math.PI);
function point(ctx: CanvasRenderingContext2D, x, y, z, localOptions) {
function point(ctx: CanvasRenderingContext2D | OffscreenCanvasRenderingContext2D, x: number, y: number, z: number | undefined, localOptions: DrawOptions) {
z = z || 0;
ctx.fillStyle = localOptions.useDepth && z ? `rgba(${127.5 + (2 * z)}, ${127.5 - (2 * z)}, 255, 0.3)` : localOptions.color;
ctx.beginPath();
@ -92,14 +92,14 @@ function point(ctx: CanvasRenderingContext2D, x, y, z, localOptions) {
ctx.fill();
}
function rect(ctx: CanvasRenderingContext2D, x, y, width, height, localOptions) {
function rect(ctx: CanvasRenderingContext2D | OffscreenCanvasRenderingContext2D, x: number, y: number, width: number, height: number, localOptions: DrawOptions) {
ctx.beginPath();
ctx.lineWidth = localOptions.lineWidth;
if (localOptions.useCurves) {
const cx = (x + x + width) / 2;
const cy = (y + y + height) / 2;
ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI);
} else {
ctx.lineWidth = localOptions.lineWidth;
ctx.moveTo(x + localOptions.roundRect, y);
ctx.lineTo(x + width - localOptions.roundRect, y);
ctx.quadraticCurveTo(x + width, y, x + width, y + localOptions.roundRect);
@ -114,7 +114,7 @@ function rect(ctx: CanvasRenderingContext2D, x, y, width, height, localOptions)
ctx.stroke();
}
function lines(ctx: CanvasRenderingContext2D, points: Point[], localOptions) {
function lines(ctx: CanvasRenderingContext2D | OffscreenCanvasRenderingContext2D, points: Point[], localOptions: DrawOptions) {
if (points.length < 2) return;
ctx.beginPath();
ctx.moveTo(points[0][0], points[0][1]);
@ -131,8 +131,9 @@ function lines(ctx: CanvasRenderingContext2D, points: Point[], localOptions) {
}
}
function curves(ctx: CanvasRenderingContext2D, points: Point[], localOptions) {
function curves(ctx: CanvasRenderingContext2D | OffscreenCanvasRenderingContext2D, points: Point[], localOptions: DrawOptions) {
if (points.length < 2) return;
ctx.lineWidth = localOptions.lineWidth;
if (!localOptions.useCurves || points.length <= 2) {
lines(ctx, points, localOptions);
return;
@ -151,7 +152,7 @@ function curves(ctx: CanvasRenderingContext2D, points: Point[], localOptions) {
}
}
function arrow(ctx: CanvasRenderingContext2D, from: Point, to: Point, radius = 5) {
function arrow(ctx: CanvasRenderingContext2D | OffscreenCanvasRenderingContext2D, from: Point, to: Point, radius = 5) {
let angle;
let x;
let y;
@ -246,13 +247,13 @@ export async function face(inCanvas: AnyCanvas, result: Array<FaceResult>, drawO
ctx.fillText(labels[i], x + 4, y + 15);
}
}
ctx.lineWidth = 1;
// ctx.lineWidth = localOptions.lineWidth;
ctx.lineWidth = 2;
if (f.mesh && f.mesh.length > 0) {
if (localOptions.drawPoints) {
for (const pt of f.mesh) point(ctx, pt[0], pt[1], pt[2], localOptions);
}
if (localOptions.drawPolygons) {
ctx.lineWidth = 1;
if (f.mesh.length > 450) {
for (let i = 0; i < triangulation.length / 3; i++) {
const points = [
@ -406,9 +407,10 @@ export async function hand(inCanvas: AnyCanvas, result: Array<HandResult>, drawO
}
}
if (localOptions.drawLabels && h.annotations) {
const addHandLabel = (part, title) => {
const addHandLabel = (part: Array<Point>, title: string) => {
if (!part || part.length === 0 || !part[0]) return;
ctx.fillStyle = localOptions.useDepth ? `rgba(${127.5 + (2 * part[part.length - 1][2])}, ${127.5 - (2 * part[part.length - 1][2])}, 255, 0.5)` : localOptions.color;
const z = part[part.length - 1][2] || 0;
ctx.fillStyle = localOptions.useDepth ? `rgba(${127.5 + (2 * z)}, ${127.5 - (2 * z)}, 255, 0.5)` : localOptions.color;
ctx.fillText(title, part[part.length - 1][0] + 4, part[part.length - 1][1] + 4);
};
ctx.font = localOptions.font;
@ -420,11 +422,12 @@ export async function hand(inCanvas: AnyCanvas, result: Array<HandResult>, drawO
addHandLabel(h.annotations['palm'], 'palm');
}
if (localOptions.drawPolygons && h.annotations) {
const addHandLine = (part) => {
const addHandLine = (part: Array<Point>) => {
if (!part || part.length === 0 || !part[0]) return;
for (let i = 0; i < part.length; i++) {
ctx.beginPath();
ctx.strokeStyle = localOptions.useDepth ? `rgba(${127.5 + (i * part[i][2])}, ${127.5 - (i * part[i][2])}, 255, 0.5)` : localOptions.color;
const z = part[i][2] || 0;
ctx.strokeStyle = localOptions.useDepth ? `rgba(${127.5 + (i * z)}, ${127.5 - (i * z)}, 255, 0.5)` : localOptions.color;
ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]);
ctx.lineTo(part[i][0], part[i][1]);
ctx.stroke();
@ -497,7 +500,7 @@ export async function person(inCanvas: AnyCanvas, result: Array<PersonResult>, d
}
/** draw processed canvas */
export async function canvas(input: AnyCanvas | HTMLImageElement | HTMLMediaElement | HTMLVideoElement, output: AnyCanvas) {
export async function canvas(input: AnyCanvas | HTMLImageElement | HTMLVideoElement, output: AnyCanvas) {
if (!input || !output) return;
const ctx = getCanvasContext(output);
if (!ctx) return;

3
src/util/env.ts
View File

@ -133,11 +133,12 @@ export class Env {
this.webgl.renderer = gl.getParameter(gl.RENDERER);
}
}
// @ts-ignore navigator.gpu is only defined when webgpu is available in browser
this.webgpu.supported = this.browser && typeof navigator['gpu'] !== 'undefined';
this.webgpu.backend = this.backends.includes('webgpu');
try {
// @ts-ignore navigator.gpu is only defined when webgpu is available in browser
if (this.webgpu.supported) this.webgpu.adapter = (await navigator['gpu'].requestAdapter()).name;
// enumerate kernels
} catch {
this.webgpu.supported = false;
}

4
src/util/interpolate.ts
View File

@ -100,8 +100,8 @@ export function calc(newResult: Result, config: Config): Result {
for (const key of Object.keys(newResult.hand[i].annotations)) { // update annotations
annotations[key] = newResult.hand[i].annotations[key] && newResult.hand[i].annotations[key][0]
? newResult.hand[i].annotations[key]
.map((val, j) => val
.map((coord, k) => ((bufferedFactor - 1) * bufferedResult.hand[i].annotations[key][j][k] + coord) / bufferedFactor))
.map((val, j: number) => val
.map((coord: number, k: number) => ((bufferedFactor - 1) * bufferedResult.hand[i].annotations[key][j][k] + coord) / bufferedFactor))
: null;
}
}

4
src/util/util.ts
View File

@ -1,3 +1,5 @@
import type { Config } from '../exports';
/**
* Simple helper functions used accross codebase
*/
@ -26,7 +28,7 @@ export const now = () => {
};
// helper function: checks current config validity
export function validate(defaults, config, parent = 'config', msgs: Array<{ reason: string, where: string, expected?: string }> = []) {
export function validate(defaults: Partial<Config>, config: Partial<Config>, parent = 'config', msgs: Array<{ reason: string, where: string, expected?: string }> = []) {
for (const key of Object.keys(config)) {
if (typeof config[key] === 'object') {
validate(defaults[key], config[key], key, msgs);

16
src/warmup.ts
View File

@ -30,7 +30,7 @@ async function warmupBitmap(instance: Human) {
return res;
}
async function warmupCanvas(instance: Human) {
async function warmupCanvas(instance: Human): Promise<Result | undefined> {
return new Promise((resolve) => {
let src;
// let size = 0;
@ -57,7 +57,7 @@ async function warmupCanvas(instance: Human) {
const canvas = image.canvas(img.naturalWidth, img.naturalHeight);
if (!canvas) {
log('Warmup: Canvas not found');
resolve({});
resolve(undefined);
} else {
const ctx = canvas.getContext('2d');
if (ctx) ctx.drawImage(img, 0, 0);
@ -68,18 +68,18 @@ async function warmupCanvas(instance: Human) {
}
};
if (src) img.src = src;
else resolve(null);
else resolve(undefined);
});
}
async function warmupNode(instance: Human) {
async function warmupNode(instance: Human): Promise<Result | undefined> {
const atob = (str: string) => Buffer.from(str, 'base64');
let img;
if (instance.config.warmup === 'face') img = atob(sample.face);
if (instance.config.warmup === 'body' || instance.config.warmup === 'full') img = atob(sample.body);
if (!img) return null;
else img = atob(sample.body);
let res;
if (typeof tf['node'] !== 'undefined') {
if ('node' in tf) {
// @ts-ignore tf.node may be undefined
const data = tf['node'].decodeJpeg(img);
const expanded = data.expandDims(0);
instance.tf.dispose(data);
@ -104,7 +104,7 @@ async function warmupNode(instance: Human) {
* - only used for `webgl` and `humangl` backends
* @param userConfig?: Config
*/
export async function warmup(instance: Human, userConfig?: Partial<Config>): Promise<Result> {
export async function warmup(instance: Human, userConfig?: Partial<Config>): Promise<Result | undefined> {
const t0 = now();
instance.state = 'warmup';
if (userConfig) instance.config = mergeDeep(instance.config, userConfig) as Config;

48
test/build.log
View File

@ -1,24 +1,24 @@
2021-12-22 09:46:25 INFO:  Application: {"name":"@vladmandic/human","version":"2.5.6"}
2021-12-22 09:46:25 INFO:  Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true}
2021-12-22 09:46:25 INFO:  Toolchain: {"build":"0.6.6","esbuild":"0.13.15","typescript":"4.5.4","typedoc":"0.22.10","eslint":"8.5.0"}
2021-12-22 09:46:25 INFO:  Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]}
2021-12-22 09:46:25 STATE: Clean: {"locations":["dist/*","types/lib/*","typedoc/*"]}
2021-12-22 09:46:25 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":1275}
2021-12-22 09:46:25 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":63,"inputBytes":561428,"outputBytes":464503}
2021-12-22 09:46:25 STATE: Compile: {"name":"tfjs/nodejs/gpu","format":"cjs","platform":"node","input":"tfjs/tf-node-gpu.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":1283}
2021-12-22 09:46:25 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":63,"inputBytes":561436,"outputBytes":464507}
2021-12-22 09:46:25 STATE: Compile: {"name":"tfjs/nodejs/wasm","format":"cjs","platform":"node","input":"tfjs/tf-node-wasm.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":149,"outputBytes":1350}
2021-12-22 09:46:25 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":63,"inputBytes":561503,"outputBytes":464579}
2021-12-22 09:46:25 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":1652}
2021-12-22 09:46:25 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2326,"outputBytes":912}
2021-12-22 09:46:25 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":63,"inputBytes":561065,"outputBytes":466277}
2021-12-22 09:46:25 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":2515619}
2021-12-22 09:46:25 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":63,"inputBytes":3075772,"outputBytes":1631832}
2021-12-22 09:46:25 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":63,"inputBytes":3075772,"outputBytes":2988730}
2021-12-22 09:46:36 STATE: Typings: {"input":"src/human.ts","output":"types/lib","files":110}
2021-12-22 09:46:39 STATE: TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":69,"generated":true}
2021-12-22 09:46:39 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":5864,"outputBytes":4127}
2021-12-22 09:46:39 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15174,"outputBytes":11794}
2021-12-22 09:47:02 STATE: Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":93,"errors":0,"warnings":0}
2021-12-22 09:47:02 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"}
2021-12-22 09:47:02 INFO:  Done...
2021-12-27 10:48:11 INFO:  Application: {"name":"@vladmandic/human","version":"2.5.7"}
2021-12-27 10:48:11 INFO:  Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true}
2021-12-27 10:48:11 INFO:  Toolchain: {"build":"0.6.6","esbuild":"0.13.15","typescript":"4.5.4","typedoc":"0.22.10","eslint":"8.5.0"}
2021-12-27 10:48:11 INFO:  Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]}
2021-12-27 10:48:11 STATE: Clean: {"locations":["dist/*","types/lib/*","typedoc/*"]}
2021-12-27 10:48:11 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":1275}
2021-12-27 10:48:11 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":63,"inputBytes":561109,"outputBytes":463260}
2021-12-27 10:48:11 STATE: Compile: {"name":"tfjs/nodejs/gpu","format":"cjs","platform":"node","input":"tfjs/tf-node-gpu.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":1283}
2021-12-27 10:48:11 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":63,"inputBytes":561117,"outputBytes":463264}
2021-12-27 10:48:11 STATE: Compile: {"name":"tfjs/nodejs/wasm","format":"cjs","platform":"node","input":"tfjs/tf-node-wasm.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":149,"outputBytes":1350}
2021-12-27 10:48:11 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":63,"inputBytes":561184,"outputBytes":463336}
2021-12-27 10:48:11 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":1652}
2021-12-27 10:48:11 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2326,"outputBytes":912}
2021-12-27 10:48:11 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":63,"inputBytes":560746,"outputBytes":465022}
2021-12-27 10:48:11 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":2515619}
2021-12-27 10:48:12 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":63,"inputBytes":3075453,"outputBytes":1631330}
2021-12-27 10:48:12 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":63,"inputBytes":3075453,"outputBytes":2986636}
2021-12-27 10:48:25 STATE: Typings: {"input":"src/human.ts","output":"types/lib","files":110}
2021-12-27 10:48:28 STATE: TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":69,"generated":true}
2021-12-27 10:48:28 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":5864,"outputBytes":4127}
2021-12-27 10:48:28 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15174,"outputBytes":11794}
2021-12-27 10:49:01 STATE: Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":93,"errors":0,"warnings":0}
2021-12-27 10:49:01 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"}
2021-12-27 10:49:01 INFO:  Done...

12
test/test-main.js
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@ -150,11 +150,11 @@ async function verifyDetails(human) {
verify(res.face.length === 1, 'details face length', res.face.length);
for (const face of res.face) {
verify(face.score > 0.9 && face.boxScore > 0.9 && face.faceScore > 0.9, 'details face score', face.score, face.boxScore, face.faceScore);
verify(face.age > 23 && face.age < 24 && face.gender === 'female' && face.genderScore > 0.9 && face.iris > 70 && face.iris < 80, 'details face age/gender', face.age, face.gender, face.genderScore, face.iris);
verify(face.age > 25 && face.age < 30 && face.gender === 'female' && face.genderScore > 0.9 && face.iris > 70 && face.iris < 80, 'details face age/gender', face.age, face.gender, face.genderScore, face.iris);
verify(face.box.length === 4 && face.boxRaw.length === 4 && face.mesh.length === 478 && face.meshRaw.length === 478 && face.embedding.length === 1024, 'details face arrays', face.box.length, face.mesh.length, face.embedding.length);
verify(face.emotion.length === 3 && face.emotion[0].score > 0.45 && face.emotion[0].emotion === 'neutral', 'details face emotion', face.emotion.length, face.emotion[0]);
verify(face.real > 0.8, 'details face anti-spoofing', face.real);
verify(face.live > 0.8, 'details face liveness', face.live);
verify(face.emotion.length === 3 && face.emotion[0].score > 0.30 && face.emotion[0].emotion === 'fear', 'details face emotion', face.emotion.length, face.emotion[0]);
verify(face.real > 0.75, 'details face anti-spoofing', face.real);
verify(face.live > 0.75, 'details face liveness', face.live);
}
verify(res.body.length === 1, 'details body length', res.body.length);
for (const body of res.body) {
@ -365,7 +365,7 @@ async function test(Human, inputConfig) {
config.body = { minConfidence: 0.0001 };
config.hand = { minConfidence: 0.0001 };
res = await testDetect(human, 'samples/in/ai-body.jpg', 'default');
if (!res || res?.face?.length !== 1 || res?.body?.length !== 1 || res?.hand?.length !== 2 || res?.gesture?.length !== 8) log('error', 'failed: sensitive result mismatch', res?.face?.length, res?.body?.length, res?.hand?.length, res?.gesture?.length);
if (!res || res?.face?.length !== 1 || res?.body?.length !== 1 || res?.hand?.length !== 2 || res?.gesture?.length < 8) log('error', 'failed: sensitive result mismatch', res?.face?.length, res?.body?.length, res?.hand?.length, res?.gesture?.length);
else log('state', 'passed: sensitive result match');
// test sensitive details face
@ -373,7 +373,7 @@ async function test(Human, inputConfig) {
if (!face || face?.box?.length !== 4 || face?.mesh?.length !== 478 || face?.embedding?.length !== 1024 || face?.rotation?.matrix?.length !== 9) {
log('error', 'failed: sensitive face result mismatch', res?.face?.length, face?.box?.length, face?.mesh?.length, face?.embedding?.length, face?.rotation?.matrix?.length);
} else log('state', 'passed: sensitive face result match');
if (!face || face?.emotion?.length < 1 || face.emotion[0].score < 0.55 || face.emotion[0].emotion !== 'neutral') log('error', 'failed: sensitive face emotion result mismatch', face?.emotion);
if (!face || face?.emotion?.length < 1 || face.emotion[0].score < 0.30) log('error', 'failed: sensitive face emotion result mismatch', face?.emotion);
else log('state', 'passed: sensitive face emotion result', face?.emotion);
// test sensitive details body

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test/test.log
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2
tsconfig.json
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@ -31,7 +31,7 @@
"noImplicitThis": true,
"noPropertyAccessFromIndexSignature": false,
"noUncheckedIndexedAccess": false,
"noUnusedLocals": false,
"noUnusedLocals": true,
"noUnusedParameters": true,
"preserveConstEnums": true,
"pretty": true,

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typedoc/assets/search.js
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4
typedoc/classes/Env.html
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@ -1,4 +1,4 @@
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Env | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="Env.html">Env</a></li></ul><h1>Class Env</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Env | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="Env.html">Env</a></li></ul><h1>Class Env</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Env class that holds detected capabilities</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">Env</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Constructors</h3><ul class="tsd-index-list"><li class="tsd-kind-constructor tsd-parent-kind-class"><a href="Env.html#constructor" class="tsd-kind-icon">constructor</a></li></ul></section><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#Canvas" class="tsd-kind-icon">Canvas</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#Image" class="tsd-kind-icon">Image</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#ImageData" class="tsd-kind-icon">Image<wbr/>Data</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#agent" class="tsd-kind-icon">agent</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#backends" class="tsd-kind-icon">backends</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#browser" class="tsd-kind-icon">browser</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#cpu" class="tsd-kind-icon">cpu</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#filter" class="tsd-kind-icon">filter</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#initial" class="tsd-kind-icon">initial</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#kernels" class="tsd-kind-icon">kernels</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#node" class="tsd-kind-icon">node</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#offscreen" class="tsd-kind-icon">offscreen</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#perfadd" class="tsd-kind-icon">perfadd</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#platform" class="tsd-kind-icon">platform</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#tfjs" class="tsd-kind-icon">tfjs</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#wasm" class="tsd-kind-icon">wasm</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#webgl" class="tsd-kind-icon">webgl</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#webgpu" class="tsd-kind-icon">webgpu</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#worker" class="tsd-kind-icon">worker</a></li></ul></section><section class="tsd-index-section "><h3>Methods</h3><ul class="tsd-index-list"><li class="tsd-kind-method tsd-parent-kind-class"><a href="Env.html#updateBackend" class="tsd-kind-icon">update<wbr/>Backend</a></li><li class="tsd-kind-method tsd-parent-kind-class"><a href="Env.html#updateCPU" class="tsd-kind-icon">updateCPU</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Constructors</h2><section class="tsd-panel tsd-member tsd-kind-constructor tsd-parent-kind-class"><a id="constructor" class="tsd-anchor"></a><h3>constructor</h3><ul class="tsd-signatures tsd-kind-constructor tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">new <wbr/>Env<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><a href="Env.html" class="tsd-signature-type" data-tsd-kind="Class">Env</a></li></ul><ul class="tsd-descriptions"><li class="tsd-description"><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/util/env.ts#L81">src/util/env.ts:81</a></li></ul></aside><h4 class="tsd-returns-title">Returns <a href="Env.html" class="tsd-signature-type" data-tsd-kind="Class">Env</a></h4></li></ul></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-class"><a id="Canvas" class="tsd-anchor"></a><h3>Canvas</h3><div class="tsd-signature tsd-kind-icon">Canvas<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">undefined</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/util/env.ts#L75">src/util/env.ts:75</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>MonkeyPatch for Canvas</p>
@ -40,6 +40,6 @@
<p>Running in WebWorker thread</p>
</div></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Methods</h2><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="updateBackend" class="tsd-anchor"></a><h3>update<wbr/>Backend</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">update<wbr/>Backend<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">void</span><span class="tsd-signature-symbol">&gt;</span></li></ul><ul class="tsd-descriptions"><li class="tsd-description"><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/util/env.ts#L114">src/util/env.ts:114</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>update backend information</p>
</div></div><h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">void</span><span class="tsd-signature-symbol">&gt;</span></h4></li></ul></section><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="updateCPU" class="tsd-anchor"></a><h3>updateCPU</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">updateCPU<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">void</span><span class="tsd-signature-symbol">&gt;</span></li></ul><ul class="tsd-descriptions"><li class="tsd-description"><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/util/env.ts#L150">src/util/env.ts:150</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div><h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">void</span><span class="tsd-signature-symbol">&gt;</span></h4></li></ul></section><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="updateCPU" class="tsd-anchor"></a><h3>updateCPU</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">updateCPU<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">void</span><span class="tsd-signature-symbol">&gt;</span></li></ul><ul class="tsd-descriptions"><li class="tsd-description"><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/util/env.ts#L151">src/util/env.ts:151</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>update cpu information</p>
</div></div><h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">void</span><span class="tsd-signature-symbol">&gt;</span></h4></li></ul></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-class"><a href="Env.html" class="tsd-kind-icon">Env</a><ul><li class="tsd-kind-constructor tsd-parent-kind-class"><a href="Env.html#constructor" class="tsd-kind-icon">constructor</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#Canvas" class="tsd-kind-icon">Canvas</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#Image" class="tsd-kind-icon">Image</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#ImageData" class="tsd-kind-icon">Image<wbr/>Data</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#agent" class="tsd-kind-icon">agent</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#backends" class="tsd-kind-icon">backends</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#browser" class="tsd-kind-icon">browser</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#cpu" class="tsd-kind-icon">cpu</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#filter" class="tsd-kind-icon">filter</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#initial" class="tsd-kind-icon">initial</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#kernels" class="tsd-kind-icon">kernels</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#node" class="tsd-kind-icon">node</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#offscreen" class="tsd-kind-icon">offscreen</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#perfadd" class="tsd-kind-icon">perfadd</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#platform" class="tsd-kind-icon">platform</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#tfjs" class="tsd-kind-icon">tfjs</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#wasm" class="tsd-kind-icon">wasm</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#webgl" class="tsd-kind-icon">webgl</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#webgpu" class="tsd-kind-icon">webgpu</a></li><li class="tsd-kind-property tsd-parent-kind-class"><a href="Env.html#worker" class="tsd-kind-icon">worker</a></li><li class="tsd-kind-method tsd-parent-kind-class"><a href="Env.html#updateBackend" class="tsd-kind-icon">update<wbr/>Backend</a></li><li class="tsd-kind-method tsd-parent-kind-class"><a href="Env.html#updateCPU" class="tsd-kind-icon">updateCPU</a></li></ul></li></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html>

2
typedoc/classes/GraphModel.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>GraphModel | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="GraphModel.html">GraphModel</a></li></ul><h1>Class GraphModel</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>GraphModel | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="GraphModel.html">GraphModel</a></li></ul><h1>Class GraphModel</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>A <code>tf.GraphModel</code> is a directed, acyclic graph built from a
SavedModel GraphDef and allows inference execution.</p>
</div><div><p>A <code>tf.GraphModel</code> can only be created by loading from a model converted from

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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Models | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="Models.html">Models</a></li></ul><h1>Class Models</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Models | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="Models.html">Models</a></li></ul><h1>Class Models</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Instances of all possible TFJS Graph Models used by Human</p>
<ul>
<li>loaded as needed based on configuration</li>

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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Tensor | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="Tensor.html">Tensor</a></li></ul><h1>Class Tensor&lt;R&gt;</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Tensor | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="Tensor.html">Tensor</a></li></ul><h1>Class Tensor&lt;R&gt;</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>A <code>tf.Tensor</code> object represents an immutable, multidimensional array of
numbers that has a shape and a data type.</p>
</div><div><p>For performance reasons, functions that create tensors do not necessarily

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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>BodyConfig | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="BodyConfig.html">BodyConfig</a></li></ul><h1>Interface BodyConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>BodyConfig | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="BodyConfig.html">BodyConfig</a></li></ul><h1>Interface BodyConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Configures all body detection specific options</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">BodyConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="BodyConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="BodyConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="BodyConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="BodyConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>is module enabled?</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="maxDetected" class="tsd-anchor"></a><h3>max<wbr/>Detected</h3><div class="tsd-signature tsd-kind-icon">max<wbr/>Detected<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L78">src/config.ts:78</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="maxDetected" class="tsd-anchor"></a><h3>max<wbr/>Detected</h3><div class="tsd-signature tsd-kind-icon">max<wbr/>Detected<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L72">src/config.ts:72</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>maximum numboer of detected bodies</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L80">src/config.ts:80</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L74">src/config.ts:74</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>minimum confidence for a detected body before results are discarded</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>path to model json file</p>

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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>BodyKeypoint | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="BodyKeypoint.html">BodyKeypoint</a></li></ul><h1>Interface BodyKeypoint</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>BodyKeypoint | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="BodyKeypoint.html">BodyKeypoint</a></li></ul><h1>Interface BodyKeypoint</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Body Result keypoints</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">BodyKeypoint</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyKeypoint.html#part" class="tsd-kind-icon">part</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyKeypoint.html#position" class="tsd-kind-icon">position</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyKeypoint.html#positionRaw" class="tsd-kind-icon">position<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyKeypoint.html#score" class="tsd-kind-icon">score</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="part" class="tsd-anchor"></a><h3>part</h3><div class="tsd-signature tsd-kind-icon">part<span class="tsd-signature-symbol">:</span> <a href="../index.html#BodyLandmark" class="tsd-signature-type" data-tsd-kind="Type alias">BodyLandmark</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L88">src/result.ts:88</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>body part name</p>

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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>BodyResult | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="BodyResult.html">BodyResult</a></li></ul><h1>Interface BodyResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>BodyResult | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="BodyResult.html">BodyResult</a></li></ul><h1>Interface BodyResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Body results</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">BodyResult</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#annotations" class="tsd-kind-icon">annotations</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#id" class="tsd-kind-icon">id</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#keypoints" class="tsd-kind-icon">keypoints</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#score" class="tsd-kind-icon">score</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="annotations" class="tsd-anchor"></a><h3>annotations</h3><div class="tsd-signature tsd-kind-icon">annotations<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Record</span><span class="tsd-signature-symbol">&lt;</span><a href="../index.html#BodyAnnotation" class="tsd-signature-type" data-tsd-kind="Type alias">BodyAnnotation</a><span class="tsd-signature-symbol">, </span><a href="../index.html#Point" class="tsd-signature-type" data-tsd-kind="Type alias">Point</a><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L110">src/result.ts:110</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>detected body keypoints combined into annotated parts</p>

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typedoc/interfaces/Config.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Config | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="Config.html">Config</a></li></ul><h1>Interface Config</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Config | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="Config.html">Config</a></li></ul><h1>Interface Config</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Configuration interface definition for <strong>Human</strong> library
Contains all configurable parameters
Defaults: <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L262">config</a></p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">Config</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#async" class="tsd-kind-icon">async</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#backend" class="tsd-kind-icon">backend</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#body" class="tsd-kind-icon">body</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#cacheSensitivity" class="tsd-kind-icon">cache<wbr/>Sensitivity</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#deallocate" class="tsd-kind-icon">deallocate</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#debug" class="tsd-kind-icon">debug</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#face" class="tsd-kind-icon">face</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#filter" class="tsd-kind-icon">filter</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#gesture" class="tsd-kind-icon">gesture</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#hand" class="tsd-kind-icon">hand</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#modelBasePath" class="tsd-kind-icon">model<wbr/>Base<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#object" class="tsd-kind-icon">object</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#segmentation" class="tsd-kind-icon">segmentation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#skipAllowed" class="tsd-kind-icon">skip<wbr/>Allowed</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#warmup" class="tsd-kind-icon">warmup</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#wasmPath" class="tsd-kind-icon">wasm<wbr/>Path</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="async" class="tsd-anchor"></a><h3>async</h3><div class="tsd-signature tsd-kind-icon">async<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L235">src/config.ts:235</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">Config</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#async" class="tsd-kind-icon">async</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#backend" class="tsd-kind-icon">backend</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#body" class="tsd-kind-icon">body</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#cacheSensitivity" class="tsd-kind-icon">cache<wbr/>Sensitivity</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#deallocate" class="tsd-kind-icon">deallocate</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#debug" class="tsd-kind-icon">debug</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#face" class="tsd-kind-icon">face</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#filter" class="tsd-kind-icon">filter</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#gesture" class="tsd-kind-icon">gesture</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#hand" class="tsd-kind-icon">hand</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#modelBasePath" class="tsd-kind-icon">model<wbr/>Base<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#object" class="tsd-kind-icon">object</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#segmentation" class="tsd-kind-icon">segmentation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#skipAllowed" class="tsd-kind-icon">skip<wbr/>Allowed</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#warmup" class="tsd-kind-icon">warmup</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#wasmPath" class="tsd-kind-icon">wasm<wbr/>Path</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="async" class="tsd-anchor"></a><h3>async</h3><div class="tsd-signature tsd-kind-icon">async<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L229">src/config.ts:229</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Perform model loading and inference concurrently or sequentially</p>
</div><div><p>default: <code>true</code></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="backend" class="tsd-anchor"></a><h3>backend</h3><div class="tsd-signature tsd-kind-icon">backend<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">&quot;&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;cpu&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;wasm&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;webgl&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;humangl&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;tensorflow&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;webgpu&quot;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L217">src/config.ts:217</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="backend" class="tsd-anchor"></a><h3>backend</h3><div class="tsd-signature tsd-kind-icon">backend<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">&quot;&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;cpu&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;wasm&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;webgl&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;humangl&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;tensorflow&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;webgpu&quot;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L211">src/config.ts:211</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Backend used for TFJS operations
valid build-in backends are:</p>
<ul>
@ -13,48 +13,48 @@ valid build-in backends are:</p>
<li>NodeJS: <code>cpu</code>, <code>wasm</code>, <code>tensorflow</code>
default: <code>humangl</code> for browser and <code>tensorflow</code> for nodejs</li>
</ul>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="body" class="tsd-anchor"></a><h3>body</h3><div class="tsd-signature tsd-kind-icon">body<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="BodyConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">BodyConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L276">src/config.ts:276</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="body" class="tsd-anchor"></a><h3>body</h3><div class="tsd-signature tsd-kind-icon">body<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="BodyConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">BodyConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L270">src/config.ts:270</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Body config <a href="BodyConfig.html">BodyConfig</a></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="cacheSensitivity" class="tsd-anchor"></a><h3>cache<wbr/>Sensitivity</h3><div class="tsd-signature tsd-kind-icon">cache<wbr/>Sensitivity<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L258">src/config.ts:258</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="cacheSensitivity" class="tsd-anchor"></a><h3>cache<wbr/>Sensitivity</h3><div class="tsd-signature tsd-kind-icon">cache<wbr/>Sensitivity<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L252">src/config.ts:252</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Cache sensitivity</p>
<ul>
<li>values 0..1 where 0.01 means reset cache if input changed more than 1%</li>
<li>set to 0 to disable caching</li>
</ul>
</div><div><p>default: 0.7</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="deallocate" class="tsd-anchor"></a><h3>deallocate</h3><div class="tsd-signature tsd-kind-icon">deallocate<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L261">src/config.ts:261</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="deallocate" class="tsd-anchor"></a><h3>deallocate</h3><div class="tsd-signature tsd-kind-icon">deallocate<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L255">src/config.ts:255</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Perform immediate garbage collection on deallocated tensors instead of caching them</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="debug" class="tsd-anchor"></a><h3>debug</h3><div class="tsd-signature tsd-kind-icon">debug<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L229">src/config.ts:229</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="debug" class="tsd-anchor"></a><h3>debug</h3><div class="tsd-signature tsd-kind-icon">debug<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L223">src/config.ts:223</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Print debug statements to console</p>
</div><div><p>default: <code>true</code></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="face" class="tsd-anchor"></a><h3>face</h3><div class="tsd-signature tsd-kind-icon">face<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="FaceConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FaceConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L273">src/config.ts:273</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="face" class="tsd-anchor"></a><h3>face</h3><div class="tsd-signature tsd-kind-icon">face<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="FaceConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FaceConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L267">src/config.ts:267</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Face config <a href="FaceConfig.html">FaceConfig</a></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="filter" class="tsd-anchor"></a><h3>filter</h3><div class="tsd-signature tsd-kind-icon">filter<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="FilterConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FilterConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L267">src/config.ts:267</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="filter" class="tsd-anchor"></a><h3>filter</h3><div class="tsd-signature tsd-kind-icon">filter<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="FilterConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FilterConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L261">src/config.ts:261</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Filter config <a href="FilterConfig.html">FilterConfig</a></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="gesture" class="tsd-anchor"></a><h3>gesture</h3><div class="tsd-signature tsd-kind-icon">gesture<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="GestureConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GestureConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L270">src/config.ts:270</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="gesture" class="tsd-anchor"></a><h3>gesture</h3><div class="tsd-signature tsd-kind-icon">gesture<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="GestureConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GestureConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L264">src/config.ts:264</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Gesture config <a href="GestureConfig.html">GestureConfig</a></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="hand" class="tsd-anchor"></a><h3>hand</h3><div class="tsd-signature tsd-kind-icon">hand<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="HandConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">HandConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L279">src/config.ts:279</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="hand" class="tsd-anchor"></a><h3>hand</h3><div class="tsd-signature tsd-kind-icon">hand<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="HandConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">HandConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L273">src/config.ts:273</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Hand config <a href="HandConfig.html">HandConfig</a></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="modelBasePath" class="tsd-anchor"></a><h3>model<wbr/>Base<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Base<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L250">src/config.ts:250</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="modelBasePath" class="tsd-anchor"></a><h3>model<wbr/>Base<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Base<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L244">src/config.ts:244</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Base model path (typically starting with file://, http:// or https://) for all models</p>
<ul>
<li>individual modelPath values are relative to this path</li>
</ul>
</div><div><p>default: <code>../models/</code> for browsers and <code>file://models/</code> for nodejs</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="object" class="tsd-anchor"></a><h3>object</h3><div class="tsd-signature tsd-kind-icon">object<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="ObjectConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">ObjectConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L282">src/config.ts:282</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="object" class="tsd-anchor"></a><h3>object</h3><div class="tsd-signature tsd-kind-icon">object<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="ObjectConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">ObjectConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L276">src/config.ts:276</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Object config <a href="ObjectConfig.html">ObjectConfig</a></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="segmentation" class="tsd-anchor"></a><h3>segmentation</h3><div class="tsd-signature tsd-kind-icon">segmentation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="SegmentationConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">SegmentationConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L285">src/config.ts:285</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="segmentation" class="tsd-anchor"></a><h3>segmentation</h3><div class="tsd-signature tsd-kind-icon">segmentation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="SegmentationConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">SegmentationConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L279">src/config.ts:279</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Segmentation config <a href="SegmentationConfig.html">SegmentationConfig</a></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="skipAllowed" class="tsd-anchor"></a><h3>skip<wbr/>Allowed</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Allowed<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L264">src/config.ts:264</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="skipAllowed" class="tsd-anchor"></a><h3>skip<wbr/>Allowed</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Allowed<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L258">src/config.ts:258</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Internal Variable</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="warmup" class="tsd-anchor"></a><h3>warmup</h3><div class="tsd-signature tsd-kind-icon">warmup<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">&quot;&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;face&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;body&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;none&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;full&quot;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L243">src/config.ts:243</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="warmup" class="tsd-anchor"></a><h3>warmup</h3><div class="tsd-signature tsd-kind-icon">warmup<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">&quot;&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;face&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;body&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;none&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;full&quot;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L237">src/config.ts:237</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>What to use for <code>human.warmup()</code></p>
<ul>
<li>warmup pre-initializes all models for faster inference but can take significant time on startup</li>
<li>used by <code>webgl</code>, <code>humangl</code> and <code>webgpu</code> backends</li>
</ul>
</div><div><p>default: <code>full</code></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="wasmPath" class="tsd-anchor"></a><h3>wasm<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">wasm<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L223">src/config.ts:223</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="wasmPath" class="tsd-anchor"></a><h3>wasm<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">wasm<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L217">src/config.ts:217</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Path to *.wasm files if backend is set to <code>wasm</code></p>
</div><div><p>default: auto-detects to link to CDN <code>jsdelivr</code> when running in browser</p>
</div></div></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="Config.html" class="tsd-kind-icon">Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#async" class="tsd-kind-icon">async</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#backend" class="tsd-kind-icon">backend</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#body" class="tsd-kind-icon">body</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#cacheSensitivity" class="tsd-kind-icon">cache<wbr/>Sensitivity</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#deallocate" class="tsd-kind-icon">deallocate</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#debug" class="tsd-kind-icon">debug</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#face" class="tsd-kind-icon">face</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#filter" class="tsd-kind-icon">filter</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#gesture" class="tsd-kind-icon">gesture</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#hand" class="tsd-kind-icon">hand</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#modelBasePath" class="tsd-kind-icon">model<wbr/>Base<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#object" class="tsd-kind-icon">object</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#segmentation" class="tsd-kind-icon">segmentation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#skipAllowed" class="tsd-kind-icon">skip<wbr/>Allowed</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#warmup" class="tsd-kind-icon">warmup</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#wasmPath" class="tsd-kind-icon">wasm<wbr/>Path</a></li></ul></li></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html>

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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceAntiSpoofConfig | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="FaceAntiSpoofConfig.html">FaceAntiSpoofConfig</a></li></ul><h1>Interface FaceAntiSpoofConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceAntiSpoofConfig | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="FaceAntiSpoofConfig.html">FaceAntiSpoofConfig</a></li></ul><h1>Interface FaceAntiSpoofConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Anti-spoofing part of face configuration</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">FaceAntiSpoofConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section tsd-is-inherited"><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceAntiSpoofConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceAntiSpoofConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceAntiSpoofConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceAntiSpoofConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group tsd-is-inherited"><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>is module enabled?</p>

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typedoc/interfaces/FaceConfig.html
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typedoc/interfaces/FaceDescriptionConfig.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceDescriptionConfig | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="FaceDescriptionConfig.html">FaceDescriptionConfig</a></li></ul><h1>Interface FaceDescriptionConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceDescriptionConfig | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="FaceDescriptionConfig.html">FaceDescriptionConfig</a></li></ul><h1>Interface FaceDescriptionConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Description or face embedding part of face configuration</p>
<ul>
<li>also used by age and gender detection</li>
</ul>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">FaceDescriptionConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDescriptionConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDescriptionConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDescriptionConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDescriptionConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDescriptionConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>is module enabled?</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L49">src/config.ts:49</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L43">src/config.ts:43</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>minimum confidence for a detected face before results are discarded</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>path to model json file</p>

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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceDetectorConfig | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="FaceDetectorConfig.html">FaceDetectorConfig</a></li></ul><h1>Interface FaceDetectorConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceDetectorConfig | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="FaceDetectorConfig.html">FaceDetectorConfig</a></li></ul><h1>Interface FaceDetectorConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Dectector part of face configuration</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">FaceDetectorConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#cropFactor" class="tsd-kind-icon">crop<wbr/>Factor</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#mask" class="tsd-kind-icon">mask</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#return" class="tsd-kind-icon">return</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="cropFactor" class="tsd-anchor"></a><h3>crop<wbr/>Factor</h3><div class="tsd-signature tsd-kind-icon">crop<wbr/>Factor<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L31">src/config.ts:31</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>factor used to expand detected face before further analysis</p>
<ul>
<li>default: 1.6</li>
<li>for high-quality inputs can be reduced to increase precision</li>
<li>for video inputs or low-quality inputs can be increased to allow for more flexible tracking</li>
</ul>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">FaceDetectorConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#mask" class="tsd-kind-icon">mask</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#return" class="tsd-kind-icon">return</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>is module enabled?</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="iouThreshold" class="tsd-anchor"></a><h3>iou<wbr/>Threshold</h3><div class="tsd-signature tsd-kind-icon">iou<wbr/>Threshold<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L25">src/config.ts:25</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>minimum overlap between two detected faces before one is discarded</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="mask" class="tsd-anchor"></a><h3>mask</h3><div class="tsd-signature tsd-kind-icon">mask<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L33">src/config.ts:33</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="mask" class="tsd-anchor"></a><h3>mask</h3><div class="tsd-signature tsd-kind-icon">mask<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L27">src/config.ts:27</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>should child models perform on masked image of a face</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="maxDetected" class="tsd-anchor"></a><h3>max<wbr/>Detected</h3><div class="tsd-signature tsd-kind-icon">max<wbr/>Detected<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L21">src/config.ts:21</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>maximum number of detected faces</p>
@ -19,7 +12,7 @@
<p>minimum confidence for a detected face before results are discarded</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>path to model json file</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="return" class="tsd-anchor"></a><h3>return</h3><div class="tsd-signature tsd-kind-icon">return<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L35">src/config.ts:35</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="return" class="tsd-anchor"></a><h3>return</h3><div class="tsd-signature tsd-kind-icon">return<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L29">src/config.ts:29</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>should face detection return face tensor to be used in some other extenrnal model?</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="rotation" class="tsd-anchor"></a><h3>rotation</h3><div class="tsd-signature tsd-kind-icon">rotation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L19">src/config.ts:19</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>is face rotation correction performed after detecting face?</p>
@ -27,4 +20,4 @@
<p>how many max frames to go without re-running model if cached results are acceptable</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipTime" class="tsd-anchor"></a><h3>skip<wbr/>Time</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Time<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipTime">skipTime</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L13">src/config.ts:13</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>how many max miliseconds to go without re-running model if cached results are acceptable</p>
</div></div></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="FaceDetectorConfig.html" class="tsd-kind-icon">Face<wbr/>Detector<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#cropFactor" class="tsd-kind-icon">crop<wbr/>Factor</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#mask" class="tsd-kind-icon">mask</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#return" class="tsd-kind-icon">return</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></li></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html>
</div></div></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="FaceDetectorConfig.html" class="tsd-kind-icon">Face<wbr/>Detector<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#mask" class="tsd-kind-icon">mask</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#return" class="tsd-kind-icon">return</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></li></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html>

4
typedoc/interfaces/FaceEmotionConfig.html
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@ -1,8 +1,8 @@
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceEmotionConfig | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="FaceEmotionConfig.html">FaceEmotionConfig</a></li></ul><h1>Interface FaceEmotionConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceEmotionConfig | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="FaceEmotionConfig.html">FaceEmotionConfig</a></li></ul><h1>Interface FaceEmotionConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Emotion part of face configuration</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">FaceEmotionConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceEmotionConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceEmotionConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceEmotionConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceEmotionConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceEmotionConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>is module enabled?</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L55">src/config.ts:55</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L49">src/config.ts:49</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>minimum confidence for a detected face before results are discarded</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>path to model json file</p>

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typedoc/interfaces/FaceIrisConfig.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceIrisConfig | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="FaceIrisConfig.html">FaceIrisConfig</a></li></ul><h1>Interface FaceIrisConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceIrisConfig | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="FaceIrisConfig.html">FaceIrisConfig</a></li></ul><h1>Interface FaceIrisConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Iris part of face configuration</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">FaceIrisConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section tsd-is-inherited"><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceIrisConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceIrisConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceIrisConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceIrisConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group tsd-is-inherited"><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>is module enabled?</p>

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typedoc/interfaces/FaceLivenessConfig.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceLivenessConfig | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="FaceLivenessConfig.html">FaceLivenessConfig</a></li></ul><h1>Interface FaceLivenessConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceLivenessConfig | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="FaceLivenessConfig.html">FaceLivenessConfig</a></li></ul><h1>Interface FaceLivenessConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Liveness part of face configuration</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">FaceLivenessConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section tsd-is-inherited"><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceLivenessConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceLivenessConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceLivenessConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceLivenessConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group tsd-is-inherited"><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>is module enabled?</p>

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typedoc/interfaces/FaceMeshConfig.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceMeshConfig | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="FaceMeshConfig.html">FaceMeshConfig</a></li></ul><h1>Interface FaceMeshConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceMeshConfig | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="FaceMeshConfig.html">FaceMeshConfig</a></li></ul><h1>Interface FaceMeshConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Mesh part of face configuration</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">FaceMeshConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section tsd-is-inherited"><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceMeshConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceMeshConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceMeshConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceMeshConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group tsd-is-inherited"><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>is module enabled?</p>

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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceResult | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="FaceResult.html">FaceResult</a></li></ul><h1>Interface FaceResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceResult | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="FaceResult.html">FaceResult</a></li></ul><h1>Interface FaceResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Face results</p>
<ul>
<li>Combined results of face detector, face mesh, age, gender, emotion, embedding, iris models</li>

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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FilterConfig | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="FilterConfig.html">FilterConfig</a></li></ul><h1>Interface FilterConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FilterConfig | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="FilterConfig.html">FilterConfig</a></li></ul><h1>Interface FilterConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Run input through image filters before inference</p>
<ul>
<li>available only in Browser environments</li>
<li>image filters run with near-zero latency as they are executed on the GPU using WebGL</li>
</ul>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">FilterConfig</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#blur" class="tsd-kind-icon">blur</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#brightness" class="tsd-kind-icon">brightness</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#contrast" class="tsd-kind-icon">contrast</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#equalization" class="tsd-kind-icon">equalization</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#flip" class="tsd-kind-icon">flip</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#height" class="tsd-kind-icon">height</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#hue" class="tsd-kind-icon">hue</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#kodachrome" class="tsd-kind-icon">kodachrome</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#negative" class="tsd-kind-icon">negative</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#pixelate" class="tsd-kind-icon">pixelate</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#polaroid" class="tsd-kind-icon">polaroid</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#return" class="tsd-kind-icon">return</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#saturation" class="tsd-kind-icon">saturation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#sepia" class="tsd-kind-icon">sepia</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#sharpness" class="tsd-kind-icon">sharpness</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#technicolor" class="tsd-kind-icon">technicolor</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#vintage" class="tsd-kind-icon">vintage</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#width" class="tsd-kind-icon">width</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="blur" class="tsd-anchor"></a><h3>blur</h3><div class="tsd-signature tsd-kind-icon">blur<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L173">src/config.ts:173</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">FilterConfig</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#blur" class="tsd-kind-icon">blur</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#brightness" class="tsd-kind-icon">brightness</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#contrast" class="tsd-kind-icon">contrast</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#equalization" class="tsd-kind-icon">equalization</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#flip" class="tsd-kind-icon">flip</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#height" class="tsd-kind-icon">height</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#hue" class="tsd-kind-icon">hue</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#kodachrome" class="tsd-kind-icon">kodachrome</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#negative" class="tsd-kind-icon">negative</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#pixelate" class="tsd-kind-icon">pixelate</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#polaroid" class="tsd-kind-icon">polaroid</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#return" class="tsd-kind-icon">return</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#saturation" class="tsd-kind-icon">saturation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#sepia" class="tsd-kind-icon">sepia</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#sharpness" class="tsd-kind-icon">sharpness</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#technicolor" class="tsd-kind-icon">technicolor</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#vintage" class="tsd-kind-icon">vintage</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#width" class="tsd-kind-icon">width</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="blur" class="tsd-anchor"></a><h3>blur</h3><div class="tsd-signature tsd-kind-icon">blur<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L167">src/config.ts:167</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>range: 0 (no blur) to N (blur radius in pixels)</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="brightness" class="tsd-anchor"></a><h3>brightness</h3><div class="tsd-signature tsd-kind-icon">brightness<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L167">src/config.ts:167</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="brightness" class="tsd-anchor"></a><h3>brightness</h3><div class="tsd-signature tsd-kind-icon">brightness<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L161">src/config.ts:161</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>range: -1 (darken) to 1 (lighten)</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="contrast" class="tsd-anchor"></a><h3>contrast</h3><div class="tsd-signature tsd-kind-icon">contrast<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L169">src/config.ts:169</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="contrast" class="tsd-anchor"></a><h3>contrast</h3><div class="tsd-signature tsd-kind-icon">contrast<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L163">src/config.ts:163</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>range: -1 (reduce contrast) to 1 (increase contrast)</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L145">src/config.ts:145</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L139">src/config.ts:139</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>are image filters enabled?</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="equalization" class="tsd-anchor"></a><h3>equalization</h3><div class="tsd-signature tsd-kind-icon">equalization<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L149">src/config.ts:149</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="equalization" class="tsd-anchor"></a><h3>equalization</h3><div class="tsd-signature tsd-kind-icon">equalization<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L143">src/config.ts:143</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>perform image histogram equalization</p>
<ul>
<li>equalization is performed on input as a whole and detected face before its passed for further analysis</li>
</ul>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="flip" class="tsd-anchor"></a><h3>flip</h3><div class="tsd-signature tsd-kind-icon">flip<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L165">src/config.ts:165</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="flip" class="tsd-anchor"></a><h3>flip</h3><div class="tsd-signature tsd-kind-icon">flip<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L159">src/config.ts:159</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>flip input as mirror image</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="height" class="tsd-anchor"></a><h3>height</h3><div class="tsd-signature tsd-kind-icon">height<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L161">src/config.ts:161</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="height" class="tsd-anchor"></a><h3>height</h3><div class="tsd-signature tsd-kind-icon">height<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L155">src/config.ts:155</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>resize input height</p>
<ul>
<li>if both width and height are set to 0, there is no resizing</li>
<li>if just one is set, second one is scaled automatically</li>
<li>if both are set, values are used as-is</li>
</ul>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="hue" class="tsd-anchor"></a><h3>hue</h3><div class="tsd-signature tsd-kind-icon">hue<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L177">src/config.ts:177</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="hue" class="tsd-anchor"></a><h3>hue</h3><div class="tsd-signature tsd-kind-icon">hue<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L171">src/config.ts:171</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>range: 0 (no change) to 360 (hue rotation in degrees)</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="kodachrome" class="tsd-anchor"></a><h3>kodachrome</h3><div class="tsd-signature tsd-kind-icon">kodachrome<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L185">src/config.ts:185</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="kodachrome" class="tsd-anchor"></a><h3>kodachrome</h3><div class="tsd-signature tsd-kind-icon">kodachrome<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L179">src/config.ts:179</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>image kodachrome colors</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="negative" class="tsd-anchor"></a><h3>negative</h3><div class="tsd-signature tsd-kind-icon">negative<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L179">src/config.ts:179</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="negative" class="tsd-anchor"></a><h3>negative</h3><div class="tsd-signature tsd-kind-icon">negative<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L173">src/config.ts:173</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>image negative</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="pixelate" class="tsd-anchor"></a><h3>pixelate</h3><div class="tsd-signature tsd-kind-icon">pixelate<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L191">src/config.ts:191</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="pixelate" class="tsd-anchor"></a><h3>pixelate</h3><div class="tsd-signature tsd-kind-icon">pixelate<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L185">src/config.ts:185</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>range: 0 (no pixelate) to N (number of pixels to pixelate)</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="polaroid" class="tsd-anchor"></a><h3>polaroid</h3><div class="tsd-signature tsd-kind-icon">polaroid<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L189">src/config.ts:189</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="polaroid" class="tsd-anchor"></a><h3>polaroid</h3><div class="tsd-signature tsd-kind-icon">polaroid<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L183">src/config.ts:183</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>image polaroid camera effect</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="return" class="tsd-anchor"></a><h3>return</h3><div class="tsd-signature tsd-kind-icon">return<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L163">src/config.ts:163</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="return" class="tsd-anchor"></a><h3>return</h3><div class="tsd-signature tsd-kind-icon">return<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L157">src/config.ts:157</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>return processed canvas imagedata in result</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="saturation" class="tsd-anchor"></a><h3>saturation</h3><div class="tsd-signature tsd-kind-icon">saturation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L175">src/config.ts:175</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="saturation" class="tsd-anchor"></a><h3>saturation</h3><div class="tsd-signature tsd-kind-icon">saturation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L169">src/config.ts:169</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>range: -1 (reduce saturation) to 1 (increase saturation)</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="sepia" class="tsd-anchor"></a><h3>sepia</h3><div class="tsd-signature tsd-kind-icon">sepia<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L181">src/config.ts:181</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="sepia" class="tsd-anchor"></a><h3>sepia</h3><div class="tsd-signature tsd-kind-icon">sepia<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L175">src/config.ts:175</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>image sepia colors</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="sharpness" class="tsd-anchor"></a><h3>sharpness</h3><div class="tsd-signature tsd-kind-icon">sharpness<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L171">src/config.ts:171</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="sharpness" class="tsd-anchor"></a><h3>sharpness</h3><div class="tsd-signature tsd-kind-icon">sharpness<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L165">src/config.ts:165</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>range: 0 (no sharpening) to 1 (maximum sharpening)</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="technicolor" class="tsd-anchor"></a><h3>technicolor</h3><div class="tsd-signature tsd-kind-icon">technicolor<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L187">src/config.ts:187</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="technicolor" class="tsd-anchor"></a><h3>technicolor</h3><div class="tsd-signature tsd-kind-icon">technicolor<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L181">src/config.ts:181</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>image technicolor colors</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="vintage" class="tsd-anchor"></a><h3>vintage</h3><div class="tsd-signature tsd-kind-icon">vintage<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L183">src/config.ts:183</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="vintage" class="tsd-anchor"></a><h3>vintage</h3><div class="tsd-signature tsd-kind-icon">vintage<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L177">src/config.ts:177</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>image vintage colors</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="width" class="tsd-anchor"></a><h3>width</h3><div class="tsd-signature tsd-kind-icon">width<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L155">src/config.ts:155</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="width" class="tsd-anchor"></a><h3>width</h3><div class="tsd-signature tsd-kind-icon">width<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L149">src/config.ts:149</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>resize input width</p>
<ul>
<li>if both width and height are set to 0, there is no resizing</li>

2
typedoc/interfaces/GenericConfig.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>GenericConfig | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="GenericConfig.html">GenericConfig</a></li></ul><h1>Interface GenericConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>GenericConfig | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="GenericConfig.html">GenericConfig</a></li></ul><h1>Interface GenericConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Generic config type inherited by all module types</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">GenericConfig</span><ul class="tsd-hierarchy"><li><a href="FaceDetectorConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FaceDetectorConfig</a></li><li><a href="FaceMeshConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FaceMeshConfig</a></li><li><a href="FaceIrisConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FaceIrisConfig</a></li><li><a href="FaceDescriptionConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FaceDescriptionConfig</a></li><li><a href="FaceEmotionConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FaceEmotionConfig</a></li><li><a href="FaceAntiSpoofConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FaceAntiSpoofConfig</a></li><li><a href="FaceLivenessConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FaceLivenessConfig</a></li><li><a href="FaceConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FaceConfig</a></li><li><a href="BodyConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">BodyConfig</a></li><li><a href="HandConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">HandConfig</a></li><li><a href="ObjectConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">ObjectConfig</a></li><li><a href="SegmentationConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">SegmentationConfig</a></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="GenericConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="GenericConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="GenericConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="GenericConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>is module enabled?</p>

4
typedoc/interfaces/GestureConfig.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>GestureConfig | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="GestureConfig.html">GestureConfig</a></li></ul><h1>Interface GestureConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>GestureConfig | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="GestureConfig.html">GestureConfig</a></li></ul><h1>Interface GestureConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Controlls gesture detection</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">GestureConfig</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="GestureConfig.html#enabled" class="tsd-kind-icon">enabled</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L197">src/config.ts:197</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">GestureConfig</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="GestureConfig.html#enabled" class="tsd-kind-icon">enabled</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L191">src/config.ts:191</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>is gesture detection enabled?</p>
</div></div></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="GestureConfig.html" class="tsd-kind-icon">Gesture<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="GestureConfig.html#enabled" class="tsd-kind-icon">enabled</a></li></ul></li></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html>

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typedoc/interfaces/HandConfig.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>HandConfig | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="HandConfig.html">HandConfig</a></li></ul><h1>Interface HandConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>HandConfig | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="HandConfig.html">HandConfig</a></li></ul><h1>Interface HandConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Configures all hand detection specific options</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">HandConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#detector" class="tsd-kind-icon">detector</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#landmarks" class="tsd-kind-icon">landmarks</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#modelPath-1" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#skeleton" class="tsd-kind-icon">skeleton</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="detector" class="tsd-anchor"></a><h3>detector</h3><div class="tsd-signature tsd-kind-icon">detector<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">{ </span>modelPath<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> }</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L108">src/config.ts:108</a></li></ul></aside><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"><li class="tsd-parameter"><h5><span class="tsd-flag ts-flagOptional">Optional</span> model<wbr/>Path<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span></h5><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">HandConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#detector" class="tsd-kind-icon">detector</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#landmarks" class="tsd-kind-icon">landmarks</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#modelPath-1" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#skeleton" class="tsd-kind-icon">skeleton</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="detector" class="tsd-anchor"></a><h3>detector</h3><div class="tsd-signature tsd-kind-icon">detector<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">{ </span>modelPath<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> }</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L102">src/config.ts:102</a></li></ul></aside><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"><li class="tsd-parameter"><h5><span class="tsd-flag ts-flagOptional">Optional</span> model<wbr/>Path<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span></h5><div class="tsd-comment tsd-typography"><div class="lead">
<p>path to hand detector model json</p>
</div></div></li></ul></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>is module enabled?</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="iouThreshold" class="tsd-anchor"></a><h3>iou<wbr/>Threshold</h3><div class="tsd-signature tsd-kind-icon">iou<wbr/>Threshold<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L103">src/config.ts:103</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="iouThreshold" class="tsd-anchor"></a><h3>iou<wbr/>Threshold</h3><div class="tsd-signature tsd-kind-icon">iou<wbr/>Threshold<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L97">src/config.ts:97</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>minimum overlap between two detected hands before one is discarded</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="landmarks" class="tsd-anchor"></a><h3>landmarks</h3><div class="tsd-signature tsd-kind-icon">landmarks<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L107">src/config.ts:107</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="landmarks" class="tsd-anchor"></a><h3>landmarks</h3><div class="tsd-signature tsd-kind-icon">landmarks<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L101">src/config.ts:101</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>should hand landmarks be detected or just return detected hand box</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="maxDetected" class="tsd-anchor"></a><h3>max<wbr/>Detected</h3><div class="tsd-signature tsd-kind-icon">max<wbr/>Detected<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L105">src/config.ts:105</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="maxDetected" class="tsd-anchor"></a><h3>max<wbr/>Detected</h3><div class="tsd-signature tsd-kind-icon">max<wbr/>Detected<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L99">src/config.ts:99</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>maximum number of detected hands</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L101">src/config.ts:101</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L95">src/config.ts:95</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>minimum confidence for a detected hand before results are discarded</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath-1" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>path to model json file</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="rotation" class="tsd-anchor"></a><h3>rotation</h3><div class="tsd-signature tsd-kind-icon">rotation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L99">src/config.ts:99</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="rotation" class="tsd-anchor"></a><h3>rotation</h3><div class="tsd-signature tsd-kind-icon">rotation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L93">src/config.ts:93</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>should hand rotation correction be performed after hand detection?</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="skeleton" class="tsd-anchor"></a><h3>skeleton</h3><div class="tsd-signature tsd-kind-icon">skeleton<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">{ </span>modelPath<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> }</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L112">src/config.ts:112</a></li></ul></aside><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"><li class="tsd-parameter"><h5><span class="tsd-flag ts-flagOptional">Optional</span> model<wbr/>Path<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span></h5><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="skeleton" class="tsd-anchor"></a><h3>skeleton</h3><div class="tsd-signature tsd-kind-icon">skeleton<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">{ </span>modelPath<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> }</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L106">src/config.ts:106</a></li></ul></aside><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"><li class="tsd-parameter"><h5><span class="tsd-flag ts-flagOptional">Optional</span> model<wbr/>Path<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span></h5><div class="tsd-comment tsd-typography"><div class="lead">
<p>path to hand skeleton model json</p>
</div></div></li></ul></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipFrames">skipFrames</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L11">src/config.ts:11</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>how many max frames to go without re-running model if cached results are acceptable</p>

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typedoc/interfaces/HandResult.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>HandResult | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="HandResult.html">HandResult</a></li></ul><h1>Interface HandResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>HandResult | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="HandResult.html">HandResult</a></li></ul><h1>Interface HandResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Hand results</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">HandResult</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#annotations" class="tsd-kind-icon">annotations</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#boxScore" class="tsd-kind-icon">box<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#fingerScore" class="tsd-kind-icon">finger<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#id" class="tsd-kind-icon">id</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#keypoints" class="tsd-kind-icon">keypoints</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#label" class="tsd-kind-icon">label</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#landmarks" class="tsd-kind-icon">landmarks</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#score" class="tsd-kind-icon">score</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="annotations" class="tsd-anchor"></a><h3>annotations</h3><div class="tsd-signature tsd-kind-icon">annotations<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Record</span><span class="tsd-signature-symbol">&lt;</span><a href="../index.html#Finger" class="tsd-signature-type" data-tsd-kind="Type alias">Finger</a><span class="tsd-signature-symbol">, </span><a href="../index.html#Point" class="tsd-signature-type" data-tsd-kind="Type alias">Point</a><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L137">src/result.ts:137</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>detected hand keypoints combined into annotated parts</p>

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typedoc/interfaces/ObjectConfig.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>ObjectConfig | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="ObjectConfig.html">ObjectConfig</a></li></ul><h1>Interface ObjectConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>ObjectConfig | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="ObjectConfig.html">ObjectConfig</a></li></ul><h1>Interface ObjectConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Configures all object detection specific options</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">ObjectConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="ObjectConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="ObjectConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="ObjectConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="ObjectConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>is module enabled?</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="iouThreshold" class="tsd-anchor"></a><h3>iou<wbr/>Threshold</h3><div class="tsd-signature tsd-kind-icon">iou<wbr/>Threshold<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L123">src/config.ts:123</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="iouThreshold" class="tsd-anchor"></a><h3>iou<wbr/>Threshold</h3><div class="tsd-signature tsd-kind-icon">iou<wbr/>Threshold<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L117">src/config.ts:117</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>minimum overlap between two detected objects before one is discarded</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="maxDetected" class="tsd-anchor"></a><h3>max<wbr/>Detected</h3><div class="tsd-signature tsd-kind-icon">max<wbr/>Detected<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L125">src/config.ts:125</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="maxDetected" class="tsd-anchor"></a><h3>max<wbr/>Detected</h3><div class="tsd-signature tsd-kind-icon">max<wbr/>Detected<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L119">src/config.ts:119</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>maximum number of detected objects</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L121">src/config.ts:121</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L115">src/config.ts:115</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>minimum confidence for a detected objects before results are discarded</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>path to model json file</p>

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typedoc/interfaces/ObjectResult.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>ObjectResult | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="ObjectResult.html">ObjectResult</a></li></ul><h1>Interface ObjectResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>ObjectResult | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="ObjectResult.html">ObjectResult</a></li></ul><h1>Interface ObjectResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Object results</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">ObjectResult</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#class" class="tsd-kind-icon">class</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#id" class="tsd-kind-icon">id</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#label" class="tsd-kind-icon">label</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#score" class="tsd-kind-icon">score</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="box" class="tsd-anchor"></a><h3>box</h3><div class="tsd-signature tsd-kind-icon">box<span class="tsd-signature-symbol">:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L160">src/result.ts:160</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>detected object box</p>

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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>PersonResult | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="PersonResult.html">PersonResult</a></li></ul><h1>Interface PersonResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>PersonResult | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="PersonResult.html">PersonResult</a></li></ul><h1>Interface PersonResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Person getter</p>
<ul>
<li>Triggers combining all individual results into a virtual person object</li>

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typedoc/interfaces/Result.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Result | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="Result.html">Result</a></li></ul><h1>Interface Result</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Result | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="Result.html">Result</a></li></ul><h1>Interface Result</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Result interface definition for <strong>Human</strong> library</p>
</div><div><p>Contains all possible detection results</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">Result</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#body" class="tsd-kind-icon">body</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#canvas" class="tsd-kind-icon">canvas</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#error" class="tsd-kind-icon">error</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#face" class="tsd-kind-icon">face</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#gesture" class="tsd-kind-icon">gesture</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#hand" class="tsd-kind-icon">hand</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#object" class="tsd-kind-icon">object</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#performance" class="tsd-kind-icon">performance</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#persons" class="tsd-kind-icon">persons</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#timestamp" class="tsd-kind-icon">timestamp</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="body" class="tsd-anchor"></a><h3>body</h3><div class="tsd-signature tsd-kind-icon">body<span class="tsd-signature-symbol">:</span> <a href="BodyResult.html" class="tsd-signature-type" data-tsd-kind="Interface">BodyResult</a><span class="tsd-signature-symbol">[]</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L205">src/result.ts:205</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">

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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>SegmentationConfig | @vladmandic/human - v2.5.6</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.6"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.6</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.6</a></li><li><a href="SegmentationConfig.html">SegmentationConfig</a></li></ul><h1>Interface SegmentationConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>SegmentationConfig | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="SegmentationConfig.html">SegmentationConfig</a></li></ul><h1>Interface SegmentationConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Configures all body segmentation module
removes background from input containing person
if segmentation is enabled it will run as preprocessing task before any other model
alternatively leave it disabled and use it on-demand using human.segmentation method which can
remove background or replace it with user-provided background</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">SegmentationConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="SegmentationConfig.html#blur" class="tsd-kind-icon">blur</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="blur" class="tsd-anchor"></a><h3>blur</h3><div class="tsd-signature tsd-kind-icon">blur<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L136">src/config.ts:136</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">SegmentationConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="SegmentationConfig.html#blur" class="tsd-kind-icon">blur</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="blur" class="tsd-anchor"></a><h3>blur</h3><div class="tsd-signature tsd-kind-icon">blur<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L130">src/config.ts:130</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>blur segmentation output by <number> pixels for more realistic image</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>is module enabled?</p>

2
typedoc/modules/Tensor.html
View File

@ -1 +1 @@
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Tensor | @vladmandic/human - v2.5.7</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.7"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.7</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.7</a></li><li><a href="Tensor.html">Tensor</a></li></ul><h1>Namespace Tensor</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li><li class="current tsd-kind-namespace"><a href="Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html>

10
types/human.d.ts vendored
View File

@ -137,7 +137,7 @@ declare function browserFiles(files: File[]): IOHandler;
declare function browserHTTPRequest(path: string, loadOptions?: LoadOptions): IOHandler;
/** draw processed canvas */
declare function canvas(input: AnyCanvas | HTMLImageElement | HTMLMediaElement | HTMLVideoElement, output: AnyCanvas): Promise<void>;
declare function canvas(input: AnyCanvas | HTMLImageElement | HTMLVideoElement, output: AnyCanvas): Promise<void>;
/**
* Concatenate a number of ArrayBuffers into one.
@ -512,12 +512,6 @@ export declare interface FaceDetectorConfig extends GenericConfig {
minConfidence: number;
/** minimum overlap between two detected faces before one is discarded */
iouThreshold: number;
/** factor used to expand detected face before further analysis
* - default: 1.6
* - for high-quality inputs can be reduced to increase precision
* - for video inputs or low-quality inputs can be increased to allow for more flexible tracking
*/
cropFactor: number;
/** should child models perform on masked image of a face */
mask: boolean;
/** should face detection return face tensor to be used in some other extenrnal model? */
@ -1249,7 +1243,7 @@ declare class Human {
* @param userConfig - {@link Config}
* @returns result - {@link Result}
*/
warmup(userConfig?: Partial<Config>): Promise<Result>;
warmup(userConfig?: Partial<Config>): Promise<Result | undefined>;
/** Run detect with tensorflow profiling
* - result object will contain total exeuction time information for top-20 kernels
* - actual detection object can be accessed via `human.result`