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human
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add additional hand gestures

pull/233/head 2.5.1
Vladimir Mandic 2021-11-08 07:36:26 -05:00
parent 1bce9c084b
commit 1be706185e
54 changed files with 3619 additions and 79141 deletions
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2
.build.json
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@ -126,7 +126,7 @@
"format": "iife",
"input": "src/human.ts",
"output": "dist/human.js",
"minify": false,
"minify": true,
"globalName": "Human",
"external": ["fs", "os", "buffer", "util"]
},

4
CHANGELOG.md
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@ -9,8 +9,10 @@
## Changelog
### **HEAD -> main** 2021/11/07 mandic00@live.com
### **2.5.1** 2021/11/08 mandic00@live.com
- new human.compare api
- added links to release notes
### **origin/main** 2021/11/06 mandic00@live.com

31
TODO.md
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@ -38,34 +38,3 @@ MoveNet MultiPose model does not work with WASM backend due to missing F32 broad
<https://github.com/tensorflow/tfjs/issues/5516>
<br><hr><br>
### Pending release
New:
- New frame change detection algorithm used for [cache determination](https://vladmandic.github.io/human/typedoc/interfaces/Config.html#cacheSensitivity)
based on temporal input difference
- New built-in Tensorflow profiling [human.profile](https://vladmandic.github.io/human/typedoc/classes/Human.html#profile)
- New optional input histogram equalization [config.filter.equalization](https://vladmandic.github.io/human/)
auto-level input for optimal brightness/contrast
- New event-baseed interface [human.events](https://vladmandic.github.io/human/typedoc/classes/Human.html#events)
- New configuration validation [human.validate](https://vladmandic.github.io/human/typedoc/classes/Human.html#validate)
- New input compare function [human.compare](https://vladmandic.github.io/human/typedoc/classes/Human.html#compare)
this function is internally used by `human` to determine frame changes and cache validation
- New [custom built TFJS](https://github.com/vladmandic/tfjs) for bundled version
result is a pure module with reduced bundle size and include built-in support for all backends
note: **nobundle** and **node** versions link to standard `@tensorflow` packages
Changed:
- [Default configuration values](https://github.com/vladmandic/human/blob/main/src/config.ts#L262) have been tuned for precision and performance
- Supports all built-in modules on all backends
via custom implementation of missing kernel ops
- Performance and precision improvements
- **face**, **hand**
- **gestures** modules
- **face matching**
- Fix **ReactJS** compatibility
- Better precision using **WASM**
Previous issues due to math low-precision in WASM implementation
- Full **TS** type definitions for all modules and imports
- Focus on simplified demo
<https://vladmandic.github.io/human/demo/typescript/>

180
dist/human.esm-nobundle.js vendored
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@ -446,9 +446,9 @@ function GLImageFilter() {
gl.bindFramebuffer(gl.FRAMEBUFFER, null);
return { fbo, texture };
}
function getTempFramebuffer(index) {
tempFramebuffers[index] = tempFramebuffers[index] || createFramebufferTexture(fxcanvas.width, fxcanvas.height);
return tempFramebuffers[index];
function getTempFramebuffer(index2) {
tempFramebuffers[index2] = tempFramebuffers[index2] || createFramebufferTexture(fxcanvas.width, fxcanvas.height);
return tempFramebuffers[index2];
}
function draw2(flags = 0) {
if (!currentProgram)
@ -1304,7 +1304,7 @@ var Env = class {
var env = new Env();
// package.json
var version10 = "2.5.0";
var version10 = "2.5.1";
// src/gear/gear-agegenderrace.ts
var model;
@ -4773,21 +4773,25 @@ function transformRawCoords(coordsRaw, box4, angle, rotationMatrix, inputSize8)
Math.round(coord[2] || 0)
]);
}
function correctFaceRotation(box4, input, inputSize8) {
function correctFaceRotation(rotate, box4, input, inputSize8) {
const symmetryLine = box4.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
const angle = computeRotation(box4.landmarks[symmetryLine[0]], box4.landmarks[symmetryLine[1]]);
const largeAngle = angle && angle !== 0 && Math.abs(angle) > 0.2;
let rotationMatrix;
let angle = 0;
let rotationMatrix = fixedRotationMatrix;
let face5;
if (largeAngle) {
const faceCenter = getBoxCenter({ startPoint: box4.startPoint, endPoint: box4.endPoint });
const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];
const rotated = tfjs_esm_exports.image.rotateWithOffset(input, angle, 0, faceCenterNormalized);
rotationMatrix = buildRotationMatrix(-angle, faceCenter);
face5 = cutBoxFromImageAndResize(box4, rotated, [inputSize8, inputSize8]);
tfjs_esm_exports.dispose(rotated);
if (rotate && env.kernels.includes("rotatewithoffset")) {
angle = computeRotation(box4.landmarks[symmetryLine[0]], box4.landmarks[symmetryLine[1]]);
const largeAngle = angle && angle !== 0 && Math.abs(angle) > 0.2;
if (largeAngle) {
const center = getBoxCenter({ startPoint: box4.startPoint, endPoint: box4.endPoint });
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(box4, rotated, [inputSize8, inputSize8]);
tfjs_esm_exports.dispose(rotated);
} else {
face5 = cutBoxFromImageAndResize(box4, input, [inputSize8, inputSize8]);
}
} else {
rotationMatrix = fixedRotationMatrix;
face5 = cutBoxFromImageAndResize(box4, input, [inputSize8, inputSize8]);
}
return [angle, rotationMatrix, face5];
@ -5501,11 +5505,11 @@ function replaceRawCoordinates(rawCoords, newCoords, prefix, keys) {
const originalIndices = meshAnnotations[`${prefix}${key}`];
if (!keys || keys.includes(key)) {
for (let j = 0; j < indices.length; j++) {
const index = indices[j];
const index2 = indices[j];
rawCoords[originalIndices[j]] = [
newCoords[index][0],
newCoords[index][1],
(newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2
newCoords[index2][0],
newCoords[index2][1],
(newCoords[index2][2] + rawCoords[originalIndices[j]][2]) / 2
];
}
}
@ -5602,7 +5606,7 @@ var skipped7 = Number.MAX_SAFE_INTEGER;
var lastTime6 = 0;
var enlargeFact = 1.6;
async function predict6(input, config3) {
var _a, _b, _c, _d, _e, _f, _g, _h, _i;
var _a, _b, _c, _d, _e, _f, _g, _h;
const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime6;
const skipFrame = skipped7 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
@ -5640,19 +5644,14 @@ async function predict6(input, config3) {
faceScore: 0,
annotations: {}
};
if (((_c = config3.face.detector) == null ? void 0 : _c.rotation) && ((_d = config3.face.mesh) == null ? void 0 : _d.enabled) && env.kernels.includes("rotatewithoffset")) {
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(box4, input, inputSize5);
} else {
rotationMatrix = fixedRotationMatrix;
face5.tensor = cutBoxFromImageAndResize(box4, input, ((_e = config3.face.mesh) == null ? void 0 : _e.enabled) ? [inputSize5, inputSize5] : [size(), size()]);
}
if ((_f = config3 == null ? void 0 : config3.filter) == null ? void 0 : _f.equalization) {
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, inputSize5);
if ((_d = config3 == null ? void 0 : config3.filter) == null ? void 0 : _d.equalization) {
const equilized = await histogramEqualization(face5.tensor);
tfjs_esm_exports.dispose(face5.tensor);
face5.tensor = equilized;
}
face5.boxScore = Math.round(100 * box4.confidence) / 100;
if (!((_g = config3.face.mesh) == null ? void 0 : _g.enabled)) {
if (!((_e = config3.face.mesh) == null ? void 0 : _e.enabled)) {
face5.box = getClampedBox(box4, input);
face5.boxRaw = getRawBox(box4, input);
face5.boxScore = Math.round(100 * box4.confidence || 0) / 100;
@ -5674,20 +5673,22 @@ async function predict6(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 < (((_f = config3.face.detector) == null ? void 0 : _f.minConfidence) || 1)) {
box4.confidence = face5.faceScore;
} else {
if ((_i = config3.face.iris) == null ? void 0 : _i.enabled)
if ((_g = config3.face.iris) == null ? void 0 : _g.enabled)
rawCoords = await augmentIris(rawCoords, face5.tensor, config3, inputSize5);
face5.mesh = transformRawCoords(rawCoords, box4, angle, rotationMatrix, inputSize5);
face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize5]);
for (const key of Object.keys(meshAnnotations))
face5.annotations[key] = meshAnnotations[key].map((index) => face5.mesh[index]);
face5.annotations[key] = meshAnnotations[key].map((index2) => face5.mesh[index2]);
box4 = squarifyBox(enlargeBox(calculateLandmarksBoundingBox(face5.mesh), enlargeFact));
face5.box = getClampedBox(box4, input);
face5.boxRaw = getRawBox(box4, input);
face5.score = face5.faceScore;
newCache.push(box4);
tfjs_esm_exports.dispose(face5.tensor);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_h = config3.face.detector) == null ? void 0 : _h.rotation, box4, input, inputSize5);
}
}
faces.push(face5);
@ -8884,11 +8885,11 @@ var HandDetector = class {
Object.keys(t).forEach((tensor3) => tfjs_esm_exports.dispose(t[tensor3]));
return res;
}
normalizeLandmarks(rawPalmLandmarks, index) {
normalizeLandmarks(rawPalmLandmarks, index2) {
const t = {};
t.reshape = tfjs_esm_exports.reshape(rawPalmLandmarks, [-1, 7, 2]);
t.div = tfjs_esm_exports.div(t.reshape, this.inputSizeTensor);
t.landmarks = tfjs_esm_exports.add(t.div, this.anchors[index]);
t.landmarks = tfjs_esm_exports.add(t.div, this.anchors[index2]);
const res = tfjs_esm_exports.mul(t.landmarks, this.inputSizeTensor);
Object.keys(t).forEach((tensor3) => tfjs_esm_exports.dispose(t[tensor3]));
return res;
@ -8909,17 +8910,17 @@ var HandDetector = class {
t.nms = await tfjs_esm_exports.image.nonMaxSuppressionAsync(t.norm, t.scores, 3 * config3.hand.maxDetected, config3.hand.iouThreshold, config3.hand.minConfidence);
const nms = await t.nms.array();
const hands = [];
for (const index of nms) {
for (const index2 of nms) {
const p = {};
p.box = tfjs_esm_exports.slice(t.norm, [index, 0], [1, -1]);
p.slice = tfjs_esm_exports.slice(t.predictions, [index, 5], [1, 14]);
p.norm = this.normalizeLandmarks(p.slice, index);
p.box = tfjs_esm_exports.slice(t.norm, [index2, 0], [1, -1]);
p.slice = tfjs_esm_exports.slice(t.predictions, [index2, 5], [1, 14]);
p.norm = this.normalizeLandmarks(p.slice, index2);
p.palmLandmarks = tfjs_esm_exports.reshape(p.norm, [-1, 2]);
const box4 = await p.box.data();
const startPoint = box4.slice(0, 2);
const endPoint = box4.slice(2, 4);
const palmLandmarks = await p.palmLandmarks.array();
const hand3 = { startPoint, endPoint, palmLandmarks, confidence: scores[index] };
const hand3 = { startPoint, endPoint, palmLandmarks, confidence: scores[index2] };
const scaled = scaleBoxCoordinates2(hand3, [input.shape[2] / this.inputSize, input.shape[1] / this.inputSize]);
hands.push(scaled);
Object.keys(p).forEach((tensor3) => tfjs_esm_exports.dispose(p[tensor3]));
@ -9126,17 +9127,17 @@ var FingerGesture = class {
this.weights = [1, 1, 1, 1, 1];
this.weightsRelative = [1, 1, 1, 1, 1];
}
addCurl(finger, curl, confidence) {
curl(finger, curl, confidence) {
if (typeof this.curls[finger] === "undefined")
this.curls[finger] = [];
this.curls[finger].push([curl, confidence]);
}
addDirection(finger, position, confidence) {
direction(finger, position, confidence) {
if (!this.directions[finger])
this.directions[finger] = [];
this.directions[finger].push([position, confidence]);
}
setWeight(finger, weight) {
weight(finger, weight) {
this.weights[finger] = weight;
const total = this.weights.reduce((a, b) => a + b, 0);
this.weightsRelative = this.weights.map((el) => el * 5 / total);
@ -9176,38 +9177,63 @@ var FingerGesture = class {
};
// src/hand/fingergesture.ts
var { thumb, index, middle, ring, pinky } = Finger;
var { none, half, full } = FingerCurl;
var { verticalUp, verticalDown, horizontalLeft, horizontalRight, diagonalUpRight, diagonalUpLeft, diagonalDownRight, diagonalDownLeft } = FingerDirection;
var ThumbsUp = new FingerGesture("thumbs up");
ThumbsUp.addCurl(Finger.thumb, FingerCurl.none, 1);
ThumbsUp.addDirection(Finger.thumb, FingerDirection.verticalUp, 1);
ThumbsUp.addDirection(Finger.thumb, FingerDirection.diagonalUpLeft, 0.25);
ThumbsUp.addDirection(Finger.thumb, FingerDirection.diagonalUpRight, 0.25);
ThumbsUp.curl(thumb, none, 1);
ThumbsUp.direction(thumb, verticalUp, 1);
ThumbsUp.direction(thumb, diagonalUpLeft, 0.25);
ThumbsUp.direction(thumb, diagonalUpRight, 0.25);
for (const finger of [Finger.index, Finger.middle, Finger.ring, Finger.pinky]) {
ThumbsUp.addCurl(finger, FingerCurl.full, 1);
ThumbsUp.addDirection(finger, FingerDirection.horizontalLeft, 1);
ThumbsUp.addDirection(finger, FingerDirection.horizontalRight, 1);
ThumbsUp.curl(finger, full, 1);
ThumbsUp.direction(finger, horizontalLeft, 1);
ThumbsUp.direction(finger, horizontalRight, 1);
}
var Victory = new FingerGesture("victory");
Victory.addCurl(Finger.thumb, FingerCurl.half, 0.5);
Victory.addCurl(Finger.thumb, FingerCurl.none, 0.5);
Victory.addDirection(Finger.thumb, FingerDirection.verticalUp, 1);
Victory.addDirection(Finger.thumb, FingerDirection.diagonalUpLeft, 1);
Victory.addCurl(Finger.index, FingerCurl.none, 1);
Victory.addDirection(Finger.index, FingerDirection.verticalUp, 0.75);
Victory.addDirection(Finger.index, FingerDirection.diagonalUpLeft, 1);
Victory.addCurl(Finger.middle, FingerCurl.none, 1);
Victory.addDirection(Finger.middle, FingerDirection.verticalUp, 1);
Victory.addDirection(Finger.middle, FingerDirection.diagonalUpLeft, 0.75);
Victory.addCurl(Finger.ring, FingerCurl.full, 1);
Victory.addDirection(Finger.ring, FingerDirection.verticalUp, 0.2);
Victory.addDirection(Finger.ring, FingerDirection.diagonalUpLeft, 1);
Victory.addDirection(Finger.ring, FingerDirection.horizontalLeft, 0.2);
Victory.addCurl(Finger.pinky, FingerCurl.full, 1);
Victory.addDirection(Finger.pinky, FingerDirection.verticalUp, 0.2);
Victory.addDirection(Finger.pinky, FingerDirection.diagonalUpLeft, 1);
Victory.addDirection(Finger.pinky, FingerDirection.horizontalLeft, 0.2);
Victory.setWeight(Finger.index, 2);
Victory.setWeight(Finger.middle, 2);
var fingergesture_default = [ThumbsUp, Victory];
Victory.curl(thumb, half, 0.5);
Victory.curl(thumb, none, 0.5);
Victory.direction(thumb, verticalUp, 1);
Victory.direction(thumb, diagonalUpLeft, 1);
Victory.curl(index, none, 1);
Victory.direction(index, verticalUp, 0.75);
Victory.direction(index, diagonalUpLeft, 1);
Victory.curl(middle, none, 1);
Victory.direction(middle, verticalUp, 1);
Victory.direction(middle, diagonalUpLeft, 0.75);
Victory.curl(ring, full, 1);
Victory.direction(ring, verticalUp, 0.2);
Victory.direction(ring, diagonalUpLeft, 1);
Victory.direction(ring, horizontalLeft, 0.2);
Victory.curl(pinky, full, 1);
Victory.direction(pinky, verticalUp, 0.2);
Victory.direction(pinky, diagonalUpLeft, 1);
Victory.direction(pinky, horizontalLeft, 0.2);
Victory.weight(index, 2);
Victory.weight(middle, 2);
var Point = new FingerGesture("point");
Point.curl(thumb, full, 1);
Point.curl(index, none, 0.5);
Point.curl(middle, full, 0.5);
Point.curl(ring, full, 0.5);
Point.curl(pinky, full, 0.5);
Point.weight(index, 2);
Point.weight(middle, 2);
var MiddleFinger = new FingerGesture("middle finger");
MiddleFinger.curl(thumb, none, 1);
MiddleFinger.curl(index, full, 0.5);
MiddleFinger.curl(middle, full, 0.5);
MiddleFinger.curl(ring, full, 0.5);
MiddleFinger.curl(pinky, full, 0.5);
MiddleFinger.weight(index, 2);
MiddleFinger.weight(middle, 2);
var OpenPalm = new FingerGesture("open palm");
OpenPalm.curl(thumb, none, 0.75);
OpenPalm.curl(index, none, 0.75);
OpenPalm.curl(middle, none, 0.75);
OpenPalm.curl(ring, none, 0.75);
OpenPalm.curl(pinky, none, 0.75);
var fingergesture_default = [ThumbsUp, Victory, Point, MiddleFinger, OpenPalm];
// src/hand/fingerpose.ts
var minConfidence = 0.7;
@ -9474,7 +9500,7 @@ async function predict8(input, config3) {
const annotations2 = {};
if (predictions[i].landmarks) {
for (const key of Object.keys(meshAnnotations2)) {
annotations2[key] = meshAnnotations2[key].map((index) => predictions[i].landmarks[index]);
annotations2[key] = meshAnnotations2[key].map((index2) => predictions[i].landmarks[index2]);
}
}
const keypoints = predictions[i].landmarks;
@ -9596,7 +9622,7 @@ var modelOutputNodes = ["StatefulPartitionedCall/Postprocessor/Slice", "Stateful
var inputSize6 = [[0, 0], [0, 0]];
var classes = ["hand", "fist", "pinch", "point", "face", "tip", "pinchtip"];
var faceIndex = 4;
var boxExpandFact = 1.7;
var boxExpandFact = 1.6;
var maxDetectorResolution = 512;
var detectorExpandFact = 1.4;
var skipped9 = Number.MAX_SAFE_INTEGER;
@ -9727,7 +9753,7 @@ async function detectFingers(input, h, config3) {
]);
hand3.landmarks = analyze(hand3.keypoints);
for (const key of Object.keys(fingerMap)) {
hand3.annotations[key] = fingerMap[key].map((index) => hand3.landmarks && hand3.keypoints[index] ? hand3.keypoints[index] : null);
hand3.annotations[key] = fingerMap[key].map((index2) => hand3.landmarks && hand3.keypoints[index2] ? hand3.keypoints[index2] : null);
}
}
Object.keys(t).forEach((tensor3) => tfjs_esm_exports.dispose(t[tensor3]));
@ -11159,7 +11185,7 @@ async function face(inCanvas2, result, drawOptions) {
TRI468[i * 3 + 0],
TRI468[i * 3 + 1],
TRI468[i * 3 + 2]
].map((index) => f.mesh[index]);
].map((index2) => f.mesh[index2]);
lines(ctx, points, localOptions);
}
}
@ -11873,18 +11899,18 @@ function match2(descriptor, descriptors, options3 = { order: 2, multiplier: 20,
return { index: -1, distance: Number.POSITIVE_INFINITY, similarity: 0 };
}
let best = Number.MAX_SAFE_INTEGER;
let index = -1;
let index2 = -1;
for (let i = 0; i < descriptors.length; i++) {
const res = distance(descriptor, descriptors[i], options3);
if (res < best) {
best = res;
index = i;
index2 = i;
}
if (best < (options3.threshold || 0))
break;
}
best = !options3.order || options3.order === 2 ? Math.sqrt(best) : best ** (1 / options3.order);
return { index, distance: best, similarity: Math.max(0, 100 - best) / 100 };
return { index: index2, distance: best, similarity: Math.max(0, 100 - best) / 100 };
}
// src/util/persons.ts

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@ -455,9 +455,9 @@ function GLImageFilter() {
gl.bindFramebuffer(gl.FRAMEBUFFER, null);
return { fbo, texture };
}
function getTempFramebuffer(index) {
tempFramebuffers[index] = tempFramebuffers[index] || createFramebufferTexture(fxcanvas.width, fxcanvas.height);
return tempFramebuffers[index];
function getTempFramebuffer(index2) {
tempFramebuffers[index2] = tempFramebuffers[index2] || createFramebufferTexture(fxcanvas.width, fxcanvas.height);
return tempFramebuffers[index2];
}
function draw2(flags = 0) {
if (!currentProgram)
@ -1317,7 +1317,7 @@ var env = new Env();
var tf29 = __toModule(require_tfjs_esm());
// package.json
var version = "2.5.0";
var version = "2.5.1";
// src/tfjs/humangl.ts
var tf25 = __toModule(require_tfjs_esm());
@ -4797,21 +4797,25 @@ function transformRawCoords(coordsRaw, box4, angle, rotationMatrix, inputSize8)
Math.round(coord[2] || 0)
]);
}
function correctFaceRotation(box4, input, inputSize8) {
function correctFaceRotation(rotate, box4, input, inputSize8) {
const symmetryLine = box4.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
const angle = computeRotation(box4.landmarks[symmetryLine[0]], box4.landmarks[symmetryLine[1]]);
const largeAngle = angle && angle !== 0 && Math.abs(angle) > 0.2;
let rotationMatrix;
let angle = 0;
let rotationMatrix = fixedRotationMatrix;
let face5;
if (largeAngle) {
const faceCenter = getBoxCenter({ startPoint: box4.startPoint, endPoint: box4.endPoint });
const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];
const rotated = tf6.image.rotateWithOffset(input, angle, 0, faceCenterNormalized);
rotationMatrix = buildRotationMatrix(-angle, faceCenter);
face5 = cutBoxFromImageAndResize(box4, rotated, [inputSize8, inputSize8]);
tf6.dispose(rotated);
if (rotate && env.kernels.includes("rotatewithoffset")) {
angle = computeRotation(box4.landmarks[symmetryLine[0]], box4.landmarks[symmetryLine[1]]);
const largeAngle = angle && angle !== 0 && Math.abs(angle) > 0.2;
if (largeAngle) {
const center = getBoxCenter({ startPoint: box4.startPoint, endPoint: box4.endPoint });
const centerRaw = [center[0] / input.shape[2], center[1] / input.shape[1]];
const rotated = tf6.image.rotateWithOffset(input, angle, 0, centerRaw);
rotationMatrix = buildRotationMatrix(-angle, center);
face5 = cutBoxFromImageAndResize(box4, rotated, [inputSize8, inputSize8]);
tf6.dispose(rotated);
} else {
face5 = cutBoxFromImageAndResize(box4, input, [inputSize8, inputSize8]);
}
} else {
rotationMatrix = fixedRotationMatrix;
face5 = cutBoxFromImageAndResize(box4, input, [inputSize8, inputSize8]);
}
return [angle, rotationMatrix, face5];
@ -5539,11 +5543,11 @@ function replaceRawCoordinates(rawCoords, newCoords, prefix, keys) {
const originalIndices = meshAnnotations[`${prefix}${key}`];
if (!keys || keys.includes(key)) {
for (let j = 0; j < indices.length; j++) {
const index = indices[j];
const index2 = indices[j];
rawCoords[originalIndices[j]] = [
newCoords[index][0],
newCoords[index][1],
(newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2
newCoords[index2][0],
newCoords[index2][1],
(newCoords[index2][2] + rawCoords[originalIndices[j]][2]) / 2
];
}
}
@ -5640,7 +5644,7 @@ var skipped7 = Number.MAX_SAFE_INTEGER;
var lastTime6 = 0;
var enlargeFact = 1.6;
async function predict6(input, config3) {
var _a, _b, _c, _d, _e, _f, _g, _h, _i;
var _a, _b, _c, _d, _e, _f, _g, _h;
const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime6;
const skipFrame = skipped7 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
@ -5678,19 +5682,14 @@ async function predict6(input, config3) {
faceScore: 0,
annotations: {}
};
if (((_c = config3.face.detector) == null ? void 0 : _c.rotation) && ((_d = config3.face.mesh) == null ? void 0 : _d.enabled) && env.kernels.includes("rotatewithoffset")) {
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(box4, input, inputSize5);
} else {
rotationMatrix = fixedRotationMatrix;
face5.tensor = cutBoxFromImageAndResize(box4, input, ((_e = config3.face.mesh) == null ? void 0 : _e.enabled) ? [inputSize5, inputSize5] : [size(), size()]);
}
if ((_f = config3 == null ? void 0 : config3.filter) == null ? void 0 : _f.equalization) {
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, inputSize5);
if ((_d = config3 == null ? void 0 : config3.filter) == null ? void 0 : _d.equalization) {
const equilized = await histogramEqualization(face5.tensor);
tf13.dispose(face5.tensor);
face5.tensor = equilized;
}
face5.boxScore = Math.round(100 * box4.confidence) / 100;
if (!((_g = config3.face.mesh) == null ? void 0 : _g.enabled)) {
if (!((_e = config3.face.mesh) == null ? void 0 : _e.enabled)) {
face5.box = getClampedBox(box4, input);
face5.boxRaw = getRawBox(box4, input);
face5.boxScore = Math.round(100 * box4.confidence || 0) / 100;
@ -5712,20 +5711,22 @@ async function predict6(input, config3) {
const coordsReshaped = tf13.reshape(contourCoords, [-1, 3]);
let rawCoords = await coordsReshaped.array();
tf13.dispose([contourCoords, coordsReshaped, confidence, contours]);
if (face5.faceScore < (((_h = config3.face.detector) == null ? void 0 : _h.minConfidence) || 1)) {
if (face5.faceScore < (((_f = config3.face.detector) == null ? void 0 : _f.minConfidence) || 1)) {
box4.confidence = face5.faceScore;
} else {
if ((_i = config3.face.iris) == null ? void 0 : _i.enabled)
if ((_g = config3.face.iris) == null ? void 0 : _g.enabled)
rawCoords = await augmentIris(rawCoords, face5.tensor, config3, inputSize5);
face5.mesh = transformRawCoords(rawCoords, box4, angle, rotationMatrix, inputSize5);
face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize5]);
for (const key of Object.keys(meshAnnotations))
face5.annotations[key] = meshAnnotations[key].map((index) => face5.mesh[index]);
face5.annotations[key] = meshAnnotations[key].map((index2) => face5.mesh[index2]);
box4 = squarifyBox(enlargeBox(calculateLandmarksBoundingBox(face5.mesh), enlargeFact));
face5.box = getClampedBox(box4, input);
face5.boxRaw = getRawBox(box4, input);
face5.score = face5.faceScore;
newCache.push(box4);
tf13.dispose(face5.tensor);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_h = config3.face.detector) == null ? void 0 : _h.rotation, box4, input, inputSize5);
}
}
faces.push(face5);
@ -8930,11 +8931,11 @@ var HandDetector = class {
Object.keys(t).forEach((tensor3) => tf16.dispose(t[tensor3]));
return res;
}
normalizeLandmarks(rawPalmLandmarks, index) {
normalizeLandmarks(rawPalmLandmarks, index2) {
const t = {};
t.reshape = tf16.reshape(rawPalmLandmarks, [-1, 7, 2]);
t.div = tf16.div(t.reshape, this.inputSizeTensor);
t.landmarks = tf16.add(t.div, this.anchors[index]);
t.landmarks = tf16.add(t.div, this.anchors[index2]);
const res = tf16.mul(t.landmarks, this.inputSizeTensor);
Object.keys(t).forEach((tensor3) => tf16.dispose(t[tensor3]));
return res;
@ -8955,17 +8956,17 @@ var HandDetector = class {
t.nms = await tf16.image.nonMaxSuppressionAsync(t.norm, t.scores, 3 * config3.hand.maxDetected, config3.hand.iouThreshold, config3.hand.minConfidence);
const nms = await t.nms.array();
const hands = [];
for (const index of nms) {
for (const index2 of nms) {
const p = {};
p.box = tf16.slice(t.norm, [index, 0], [1, -1]);
p.slice = tf16.slice(t.predictions, [index, 5], [1, 14]);
p.norm = this.normalizeLandmarks(p.slice, index);
p.box = tf16.slice(t.norm, [index2, 0], [1, -1]);
p.slice = tf16.slice(t.predictions, [index2, 5], [1, 14]);
p.norm = this.normalizeLandmarks(p.slice, index2);
p.palmLandmarks = tf16.reshape(p.norm, [-1, 2]);
const box4 = await p.box.data();
const startPoint = box4.slice(0, 2);
const endPoint = box4.slice(2, 4);
const palmLandmarks = await p.palmLandmarks.array();
const hand3 = { startPoint, endPoint, palmLandmarks, confidence: scores[index] };
const hand3 = { startPoint, endPoint, palmLandmarks, confidence: scores[index2] };
const scaled = scaleBoxCoordinates2(hand3, [input.shape[2] / this.inputSize, input.shape[1] / this.inputSize]);
hands.push(scaled);
Object.keys(p).forEach((tensor3) => tf16.dispose(p[tensor3]));
@ -9173,17 +9174,17 @@ var FingerGesture = class {
this.weights = [1, 1, 1, 1, 1];
this.weightsRelative = [1, 1, 1, 1, 1];
}
addCurl(finger, curl, confidence) {
curl(finger, curl, confidence) {
if (typeof this.curls[finger] === "undefined")
this.curls[finger] = [];
this.curls[finger].push([curl, confidence]);
}
addDirection(finger, position, confidence) {
direction(finger, position, confidence) {
if (!this.directions[finger])
this.directions[finger] = [];
this.directions[finger].push([position, confidence]);
}
setWeight(finger, weight) {
weight(finger, weight) {
this.weights[finger] = weight;
const total = this.weights.reduce((a, b) => a + b, 0);
this.weightsRelative = this.weights.map((el) => el * 5 / total);
@ -9223,38 +9224,63 @@ var FingerGesture = class {
};
// src/hand/fingergesture.ts
var { thumb, index, middle, ring, pinky } = Finger;
var { none, half, full } = FingerCurl;
var { verticalUp, verticalDown, horizontalLeft, horizontalRight, diagonalUpRight, diagonalUpLeft, diagonalDownRight, diagonalDownLeft } = FingerDirection;
var ThumbsUp = new FingerGesture("thumbs up");
ThumbsUp.addCurl(Finger.thumb, FingerCurl.none, 1);
ThumbsUp.addDirection(Finger.thumb, FingerDirection.verticalUp, 1);
ThumbsUp.addDirection(Finger.thumb, FingerDirection.diagonalUpLeft, 0.25);
ThumbsUp.addDirection(Finger.thumb, FingerDirection.diagonalUpRight, 0.25);
ThumbsUp.curl(thumb, none, 1);
ThumbsUp.direction(thumb, verticalUp, 1);
ThumbsUp.direction(thumb, diagonalUpLeft, 0.25);
ThumbsUp.direction(thumb, diagonalUpRight, 0.25);
for (const finger of [Finger.index, Finger.middle, Finger.ring, Finger.pinky]) {
ThumbsUp.addCurl(finger, FingerCurl.full, 1);
ThumbsUp.addDirection(finger, FingerDirection.horizontalLeft, 1);
ThumbsUp.addDirection(finger, FingerDirection.horizontalRight, 1);
ThumbsUp.curl(finger, full, 1);
ThumbsUp.direction(finger, horizontalLeft, 1);
ThumbsUp.direction(finger, horizontalRight, 1);
}
var Victory = new FingerGesture("victory");
Victory.addCurl(Finger.thumb, FingerCurl.half, 0.5);
Victory.addCurl(Finger.thumb, FingerCurl.none, 0.5);
Victory.addDirection(Finger.thumb, FingerDirection.verticalUp, 1);
Victory.addDirection(Finger.thumb, FingerDirection.diagonalUpLeft, 1);
Victory.addCurl(Finger.index, FingerCurl.none, 1);
Victory.addDirection(Finger.index, FingerDirection.verticalUp, 0.75);
Victory.addDirection(Finger.index, FingerDirection.diagonalUpLeft, 1);
Victory.addCurl(Finger.middle, FingerCurl.none, 1);
Victory.addDirection(Finger.middle, FingerDirection.verticalUp, 1);
Victory.addDirection(Finger.middle, FingerDirection.diagonalUpLeft, 0.75);
Victory.addCurl(Finger.ring, FingerCurl.full, 1);
Victory.addDirection(Finger.ring, FingerDirection.verticalUp, 0.2);
Victory.addDirection(Finger.ring, FingerDirection.diagonalUpLeft, 1);
Victory.addDirection(Finger.ring, FingerDirection.horizontalLeft, 0.2);
Victory.addCurl(Finger.pinky, FingerCurl.full, 1);
Victory.addDirection(Finger.pinky, FingerDirection.verticalUp, 0.2);
Victory.addDirection(Finger.pinky, FingerDirection.diagonalUpLeft, 1);
Victory.addDirection(Finger.pinky, FingerDirection.horizontalLeft, 0.2);
Victory.setWeight(Finger.index, 2);
Victory.setWeight(Finger.middle, 2);
var fingergesture_default = [ThumbsUp, Victory];
Victory.curl(thumb, half, 0.5);
Victory.curl(thumb, none, 0.5);
Victory.direction(thumb, verticalUp, 1);
Victory.direction(thumb, diagonalUpLeft, 1);
Victory.curl(index, none, 1);
Victory.direction(index, verticalUp, 0.75);
Victory.direction(index, diagonalUpLeft, 1);
Victory.curl(middle, none, 1);
Victory.direction(middle, verticalUp, 1);
Victory.direction(middle, diagonalUpLeft, 0.75);
Victory.curl(ring, full, 1);
Victory.direction(ring, verticalUp, 0.2);
Victory.direction(ring, diagonalUpLeft, 1);
Victory.direction(ring, horizontalLeft, 0.2);
Victory.curl(pinky, full, 1);
Victory.direction(pinky, verticalUp, 0.2);
Victory.direction(pinky, diagonalUpLeft, 1);
Victory.direction(pinky, horizontalLeft, 0.2);
Victory.weight(index, 2);
Victory.weight(middle, 2);
var Point = new FingerGesture("point");
Point.curl(thumb, full, 1);
Point.curl(index, none, 0.5);
Point.curl(middle, full, 0.5);
Point.curl(ring, full, 0.5);
Point.curl(pinky, full, 0.5);
Point.weight(index, 2);
Point.weight(middle, 2);
var MiddleFinger = new FingerGesture("middle finger");
MiddleFinger.curl(thumb, none, 1);
MiddleFinger.curl(index, full, 0.5);
MiddleFinger.curl(middle, full, 0.5);
MiddleFinger.curl(ring, full, 0.5);
MiddleFinger.curl(pinky, full, 0.5);
MiddleFinger.weight(index, 2);
MiddleFinger.weight(middle, 2);
var OpenPalm = new FingerGesture("open palm");
OpenPalm.curl(thumb, none, 0.75);
OpenPalm.curl(index, none, 0.75);
OpenPalm.curl(middle, none, 0.75);
OpenPalm.curl(ring, none, 0.75);
OpenPalm.curl(pinky, none, 0.75);
var fingergesture_default = [ThumbsUp, Victory, Point, MiddleFinger, OpenPalm];
// src/hand/fingerpose.ts
var minConfidence = 0.7;
@ -9521,7 +9547,7 @@ async function predict8(input, config3) {
const annotations2 = {};
if (predictions[i].landmarks) {
for (const key of Object.keys(meshAnnotations2)) {
annotations2[key] = meshAnnotations2[key].map((index) => predictions[i].landmarks[index]);
annotations2[key] = meshAnnotations2[key].map((index2) => predictions[i].landmarks[index2]);
}
}
const keypoints = predictions[i].landmarks;
@ -9644,7 +9670,7 @@ var modelOutputNodes = ["StatefulPartitionedCall/Postprocessor/Slice", "Stateful
var inputSize6 = [[0, 0], [0, 0]];
var classes = ["hand", "fist", "pinch", "point", "face", "tip", "pinchtip"];
var faceIndex = 4;
var boxExpandFact = 1.7;
var boxExpandFact = 1.6;
var maxDetectorResolution = 512;
var detectorExpandFact = 1.4;
var skipped9 = Number.MAX_SAFE_INTEGER;
@ -9775,7 +9801,7 @@ async function detectFingers(input, h, config3) {
]);
hand3.landmarks = analyze(hand3.keypoints);
for (const key of Object.keys(fingerMap)) {
hand3.annotations[key] = fingerMap[key].map((index) => hand3.landmarks && hand3.keypoints[index] ? hand3.keypoints[index] : null);
hand3.annotations[key] = fingerMap[key].map((index2) => hand3.landmarks && hand3.keypoints[index2] ? hand3.keypoints[index2] : null);
}
}
Object.keys(t).forEach((tensor3) => tf19.dispose(t[tensor3]));
@ -11217,7 +11243,7 @@ async function face(inCanvas2, result, drawOptions) {
TRI468[i * 3 + 0],
TRI468[i * 3 + 1],
TRI468[i * 3 + 2]
].map((index) => f.mesh[index]);
].map((index2) => f.mesh[index2]);
lines(ctx, points, localOptions);
}
}
@ -11934,18 +11960,18 @@ function match2(descriptor, descriptors, options3 = { order: 2, multiplier: 20,
return { index: -1, distance: Number.POSITIVE_INFINITY, similarity: 0 };
}
let best = Number.MAX_SAFE_INTEGER;
let index = -1;
let index2 = -1;
for (let i = 0; i < descriptors.length; i++) {
const res = distance(descriptor, descriptors[i], options3);
if (res < best) {
best = res;
index = i;
index2 = i;
}
if (best < (options3.threshold || 0))
break;
}
best = !options3.order || options3.order === 2 ? Math.sqrt(best) : best ** (1 / options3.order);
return { index, distance: best, similarity: Math.max(0, 100 - best) / 100 };
return { index: index2, distance: best, similarity: Math.max(0, 100 - best) / 100 };
}
// src/util/persons.ts

180
dist/human.node-wasm.js vendored
View File

@ -456,9 +456,9 @@ function GLImageFilter() {
gl.bindFramebuffer(gl.FRAMEBUFFER, null);
return { fbo, texture };
}
function getTempFramebuffer(index) {
tempFramebuffers[index] = tempFramebuffers[index] || createFramebufferTexture(fxcanvas.width, fxcanvas.height);
return tempFramebuffers[index];
function getTempFramebuffer(index2) {
tempFramebuffers[index2] = tempFramebuffers[index2] || createFramebufferTexture(fxcanvas.width, fxcanvas.height);
return tempFramebuffers[index2];
}
function draw2(flags = 0) {
if (!currentProgram)
@ -1318,7 +1318,7 @@ var env = new Env();
var tf29 = __toModule(require_tfjs_esm());
// package.json
var version = "2.5.0";
var version = "2.5.1";
// src/tfjs/humangl.ts
var tf25 = __toModule(require_tfjs_esm());
@ -4798,21 +4798,25 @@ function transformRawCoords(coordsRaw, box4, angle, rotationMatrix, inputSize8)
Math.round(coord[2] || 0)
]);
}
function correctFaceRotation(box4, input, inputSize8) {
function correctFaceRotation(rotate, box4, input, inputSize8) {
const symmetryLine = box4.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
const angle = computeRotation(box4.landmarks[symmetryLine[0]], box4.landmarks[symmetryLine[1]]);
const largeAngle = angle && angle !== 0 && Math.abs(angle) > 0.2;
let rotationMatrix;
let angle = 0;
let rotationMatrix = fixedRotationMatrix;
let face5;
if (largeAngle) {
const faceCenter = getBoxCenter({ startPoint: box4.startPoint, endPoint: box4.endPoint });
const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];
const rotated = tf6.image.rotateWithOffset(input, angle, 0, faceCenterNormalized);
rotationMatrix = buildRotationMatrix(-angle, faceCenter);
face5 = cutBoxFromImageAndResize(box4, rotated, [inputSize8, inputSize8]);
tf6.dispose(rotated);
if (rotate && env.kernels.includes("rotatewithoffset")) {
angle = computeRotation(box4.landmarks[symmetryLine[0]], box4.landmarks[symmetryLine[1]]);
const largeAngle = angle && angle !== 0 && Math.abs(angle) > 0.2;
if (largeAngle) {
const center = getBoxCenter({ startPoint: box4.startPoint, endPoint: box4.endPoint });
const centerRaw = [center[0] / input.shape[2], center[1] / input.shape[1]];
const rotated = tf6.image.rotateWithOffset(input, angle, 0, centerRaw);
rotationMatrix = buildRotationMatrix(-angle, center);
face5 = cutBoxFromImageAndResize(box4, rotated, [inputSize8, inputSize8]);
tf6.dispose(rotated);
} else {
face5 = cutBoxFromImageAndResize(box4, input, [inputSize8, inputSize8]);
}
} else {
rotationMatrix = fixedRotationMatrix;
face5 = cutBoxFromImageAndResize(box4, input, [inputSize8, inputSize8]);
}
return [angle, rotationMatrix, face5];
@ -5540,11 +5544,11 @@ function replaceRawCoordinates(rawCoords, newCoords, prefix, keys) {
const originalIndices = meshAnnotations[`${prefix}${key}`];
if (!keys || keys.includes(key)) {
for (let j = 0; j < indices.length; j++) {
const index = indices[j];
const index2 = indices[j];
rawCoords[originalIndices[j]] = [
newCoords[index][0],
newCoords[index][1],
(newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2
newCoords[index2][0],
newCoords[index2][1],
(newCoords[index2][2] + rawCoords[originalIndices[j]][2]) / 2
];
}
}
@ -5641,7 +5645,7 @@ var skipped7 = Number.MAX_SAFE_INTEGER;
var lastTime6 = 0;
var enlargeFact = 1.6;
async function predict6(input, config3) {
var _a, _b, _c, _d, _e, _f, _g, _h, _i;
var _a, _b, _c, _d, _e, _f, _g, _h;
const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime6;
const skipFrame = skipped7 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
@ -5679,19 +5683,14 @@ async function predict6(input, config3) {
faceScore: 0,
annotations: {}
};
if (((_c = config3.face.detector) == null ? void 0 : _c.rotation) && ((_d = config3.face.mesh) == null ? void 0 : _d.enabled) && env.kernels.includes("rotatewithoffset")) {
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(box4, input, inputSize5);
} else {
rotationMatrix = fixedRotationMatrix;
face5.tensor = cutBoxFromImageAndResize(box4, input, ((_e = config3.face.mesh) == null ? void 0 : _e.enabled) ? [inputSize5, inputSize5] : [size(), size()]);
}
if ((_f = config3 == null ? void 0 : config3.filter) == null ? void 0 : _f.equalization) {
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, inputSize5);
if ((_d = config3 == null ? void 0 : config3.filter) == null ? void 0 : _d.equalization) {
const equilized = await histogramEqualization(face5.tensor);
tf13.dispose(face5.tensor);
face5.tensor = equilized;
}
face5.boxScore = Math.round(100 * box4.confidence) / 100;
if (!((_g = config3.face.mesh) == null ? void 0 : _g.enabled)) {
if (!((_e = config3.face.mesh) == null ? void 0 : _e.enabled)) {
face5.box = getClampedBox(box4, input);
face5.boxRaw = getRawBox(box4, input);
face5.boxScore = Math.round(100 * box4.confidence || 0) / 100;
@ -5713,20 +5712,22 @@ async function predict6(input, config3) {
const coordsReshaped = tf13.reshape(contourCoords, [-1, 3]);
let rawCoords = await coordsReshaped.array();
tf13.dispose([contourCoords, coordsReshaped, confidence, contours]);
if (face5.faceScore < (((_h = config3.face.detector) == null ? void 0 : _h.minConfidence) || 1)) {
if (face5.faceScore < (((_f = config3.face.detector) == null ? void 0 : _f.minConfidence) || 1)) {
box4.confidence = face5.faceScore;
} else {
if ((_i = config3.face.iris) == null ? void 0 : _i.enabled)
if ((_g = config3.face.iris) == null ? void 0 : _g.enabled)
rawCoords = await augmentIris(rawCoords, face5.tensor, config3, inputSize5);
face5.mesh = transformRawCoords(rawCoords, box4, angle, rotationMatrix, inputSize5);
face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize5]);
for (const key of Object.keys(meshAnnotations))
face5.annotations[key] = meshAnnotations[key].map((index) => face5.mesh[index]);
face5.annotations[key] = meshAnnotations[key].map((index2) => face5.mesh[index2]);
box4 = squarifyBox(enlargeBox(calculateLandmarksBoundingBox(face5.mesh), enlargeFact));
face5.box = getClampedBox(box4, input);
face5.boxRaw = getRawBox(box4, input);
face5.score = face5.faceScore;
newCache.push(box4);
tf13.dispose(face5.tensor);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_h = config3.face.detector) == null ? void 0 : _h.rotation, box4, input, inputSize5);
}
}
faces.push(face5);
@ -8931,11 +8932,11 @@ var HandDetector = class {
Object.keys(t).forEach((tensor3) => tf16.dispose(t[tensor3]));
return res;
}
normalizeLandmarks(rawPalmLandmarks, index) {
normalizeLandmarks(rawPalmLandmarks, index2) {
const t = {};
t.reshape = tf16.reshape(rawPalmLandmarks, [-1, 7, 2]);
t.div = tf16.div(t.reshape, this.inputSizeTensor);
t.landmarks = tf16.add(t.div, this.anchors[index]);
t.landmarks = tf16.add(t.div, this.anchors[index2]);
const res = tf16.mul(t.landmarks, this.inputSizeTensor);
Object.keys(t).forEach((tensor3) => tf16.dispose(t[tensor3]));
return res;
@ -8956,17 +8957,17 @@ var HandDetector = class {
t.nms = await tf16.image.nonMaxSuppressionAsync(t.norm, t.scores, 3 * config3.hand.maxDetected, config3.hand.iouThreshold, config3.hand.minConfidence);
const nms = await t.nms.array();
const hands = [];
for (const index of nms) {
for (const index2 of nms) {
const p = {};
p.box = tf16.slice(t.norm, [index, 0], [1, -1]);
p.slice = tf16.slice(t.predictions, [index, 5], [1, 14]);
p.norm = this.normalizeLandmarks(p.slice, index);
p.box = tf16.slice(t.norm, [index2, 0], [1, -1]);
p.slice = tf16.slice(t.predictions, [index2, 5], [1, 14]);
p.norm = this.normalizeLandmarks(p.slice, index2);
p.palmLandmarks = tf16.reshape(p.norm, [-1, 2]);
const box4 = await p.box.data();
const startPoint = box4.slice(0, 2);
const endPoint = box4.slice(2, 4);
const palmLandmarks = await p.palmLandmarks.array();
const hand3 = { startPoint, endPoint, palmLandmarks, confidence: scores[index] };
const hand3 = { startPoint, endPoint, palmLandmarks, confidence: scores[index2] };
const scaled = scaleBoxCoordinates2(hand3, [input.shape[2] / this.inputSize, input.shape[1] / this.inputSize]);
hands.push(scaled);
Object.keys(p).forEach((tensor3) => tf16.dispose(p[tensor3]));
@ -9174,17 +9175,17 @@ var FingerGesture = class {
this.weights = [1, 1, 1, 1, 1];
this.weightsRelative = [1, 1, 1, 1, 1];
}
addCurl(finger, curl, confidence) {
curl(finger, curl, confidence) {
if (typeof this.curls[finger] === "undefined")
this.curls[finger] = [];
this.curls[finger].push([curl, confidence]);
}
addDirection(finger, position, confidence) {
direction(finger, position, confidence) {
if (!this.directions[finger])
this.directions[finger] = [];
this.directions[finger].push([position, confidence]);
}
setWeight(finger, weight) {
weight(finger, weight) {
this.weights[finger] = weight;
const total = this.weights.reduce((a, b) => a + b, 0);
this.weightsRelative = this.weights.map((el) => el * 5 / total);
@ -9224,38 +9225,63 @@ var FingerGesture = class {
};
// src/hand/fingergesture.ts
var { thumb, index, middle, ring, pinky } = Finger;
var { none, half, full } = FingerCurl;
var { verticalUp, verticalDown, horizontalLeft, horizontalRight, diagonalUpRight, diagonalUpLeft, diagonalDownRight, diagonalDownLeft } = FingerDirection;
var ThumbsUp = new FingerGesture("thumbs up");
ThumbsUp.addCurl(Finger.thumb, FingerCurl.none, 1);
ThumbsUp.addDirection(Finger.thumb, FingerDirection.verticalUp, 1);
ThumbsUp.addDirection(Finger.thumb, FingerDirection.diagonalUpLeft, 0.25);
ThumbsUp.addDirection(Finger.thumb, FingerDirection.diagonalUpRight, 0.25);
ThumbsUp.curl(thumb, none, 1);
ThumbsUp.direction(thumb, verticalUp, 1);
ThumbsUp.direction(thumb, diagonalUpLeft, 0.25);
ThumbsUp.direction(thumb, diagonalUpRight, 0.25);
for (const finger of [Finger.index, Finger.middle, Finger.ring, Finger.pinky]) {
ThumbsUp.addCurl(finger, FingerCurl.full, 1);
ThumbsUp.addDirection(finger, FingerDirection.horizontalLeft, 1);
ThumbsUp.addDirection(finger, FingerDirection.horizontalRight, 1);
ThumbsUp.curl(finger, full, 1);
ThumbsUp.direction(finger, horizontalLeft, 1);
ThumbsUp.direction(finger, horizontalRight, 1);
}
var Victory = new FingerGesture("victory");
Victory.addCurl(Finger.thumb, FingerCurl.half, 0.5);
Victory.addCurl(Finger.thumb, FingerCurl.none, 0.5);
Victory.addDirection(Finger.thumb, FingerDirection.verticalUp, 1);
Victory.addDirection(Finger.thumb, FingerDirection.diagonalUpLeft, 1);
Victory.addCurl(Finger.index, FingerCurl.none, 1);
Victory.addDirection(Finger.index, FingerDirection.verticalUp, 0.75);
Victory.addDirection(Finger.index, FingerDirection.diagonalUpLeft, 1);
Victory.addCurl(Finger.middle, FingerCurl.none, 1);
Victory.addDirection(Finger.middle, FingerDirection.verticalUp, 1);
Victory.addDirection(Finger.middle, FingerDirection.diagonalUpLeft, 0.75);
Victory.addCurl(Finger.ring, FingerCurl.full, 1);
Victory.addDirection(Finger.ring, FingerDirection.verticalUp, 0.2);
Victory.addDirection(Finger.ring, FingerDirection.diagonalUpLeft, 1);
Victory.addDirection(Finger.ring, FingerDirection.horizontalLeft, 0.2);
Victory.addCurl(Finger.pinky, FingerCurl.full, 1);
Victory.addDirection(Finger.pinky, FingerDirection.verticalUp, 0.2);
Victory.addDirection(Finger.pinky, FingerDirection.diagonalUpLeft, 1);
Victory.addDirection(Finger.pinky, FingerDirection.horizontalLeft, 0.2);
Victory.setWeight(Finger.index, 2);
Victory.setWeight(Finger.middle, 2);
var fingergesture_default = [ThumbsUp, Victory];
Victory.curl(thumb, half, 0.5);
Victory.curl(thumb, none, 0.5);
Victory.direction(thumb, verticalUp, 1);
Victory.direction(thumb, diagonalUpLeft, 1);
Victory.curl(index, none, 1);
Victory.direction(index, verticalUp, 0.75);
Victory.direction(index, diagonalUpLeft, 1);
Victory.curl(middle, none, 1);
Victory.direction(middle, verticalUp, 1);
Victory.direction(middle, diagonalUpLeft, 0.75);
Victory.curl(ring, full, 1);
Victory.direction(ring, verticalUp, 0.2);
Victory.direction(ring, diagonalUpLeft, 1);
Victory.direction(ring, horizontalLeft, 0.2);
Victory.curl(pinky, full, 1);
Victory.direction(pinky, verticalUp, 0.2);
Victory.direction(pinky, diagonalUpLeft, 1);
Victory.direction(pinky, horizontalLeft, 0.2);
Victory.weight(index, 2);
Victory.weight(middle, 2);
var Point = new FingerGesture("point");
Point.curl(thumb, full, 1);
Point.curl(index, none, 0.5);
Point.curl(middle, full, 0.5);
Point.curl(ring, full, 0.5);
Point.curl(pinky, full, 0.5);
Point.weight(index, 2);
Point.weight(middle, 2);
var MiddleFinger = new FingerGesture("middle finger");
MiddleFinger.curl(thumb, none, 1);
MiddleFinger.curl(index, full, 0.5);
MiddleFinger.curl(middle, full, 0.5);
MiddleFinger.curl(ring, full, 0.5);
MiddleFinger.curl(pinky, full, 0.5);
MiddleFinger.weight(index, 2);
MiddleFinger.weight(middle, 2);
var OpenPalm = new FingerGesture("open palm");
OpenPalm.curl(thumb, none, 0.75);
OpenPalm.curl(index, none, 0.75);
OpenPalm.curl(middle, none, 0.75);
OpenPalm.curl(ring, none, 0.75);
OpenPalm.curl(pinky, none, 0.75);
var fingergesture_default = [ThumbsUp, Victory, Point, MiddleFinger, OpenPalm];
// src/hand/fingerpose.ts
var minConfidence = 0.7;
@ -9522,7 +9548,7 @@ async function predict8(input, config3) {
const annotations2 = {};
if (predictions[i].landmarks) {
for (const key of Object.keys(meshAnnotations2)) {
annotations2[key] = meshAnnotations2[key].map((index) => predictions[i].landmarks[index]);
annotations2[key] = meshAnnotations2[key].map((index2) => predictions[i].landmarks[index2]);
}
}
const keypoints = predictions[i].landmarks;
@ -9645,7 +9671,7 @@ var modelOutputNodes = ["StatefulPartitionedCall/Postprocessor/Slice", "Stateful
var inputSize6 = [[0, 0], [0, 0]];
var classes = ["hand", "fist", "pinch", "point", "face", "tip", "pinchtip"];
var faceIndex = 4;
var boxExpandFact = 1.7;
var boxExpandFact = 1.6;
var maxDetectorResolution = 512;
var detectorExpandFact = 1.4;
var skipped9 = Number.MAX_SAFE_INTEGER;
@ -9776,7 +9802,7 @@ async function detectFingers(input, h, config3) {
]);
hand3.landmarks = analyze(hand3.keypoints);
for (const key of Object.keys(fingerMap)) {
hand3.annotations[key] = fingerMap[key].map((index) => hand3.landmarks && hand3.keypoints[index] ? hand3.keypoints[index] : null);
hand3.annotations[key] = fingerMap[key].map((index2) => hand3.landmarks && hand3.keypoints[index2] ? hand3.keypoints[index2] : null);
}
}
Object.keys(t).forEach((tensor3) => tf19.dispose(t[tensor3]));
@ -11218,7 +11244,7 @@ async function face(inCanvas2, result, drawOptions) {
TRI468[i * 3 + 0],
TRI468[i * 3 + 1],
TRI468[i * 3 + 2]
].map((index) => f.mesh[index]);
].map((index2) => f.mesh[index2]);
lines(ctx, points, localOptions);
}
}
@ -11935,18 +11961,18 @@ function match2(descriptor, descriptors, options3 = { order: 2, multiplier: 20,
return { index: -1, distance: Number.POSITIVE_INFINITY, similarity: 0 };
}
let best = Number.MAX_SAFE_INTEGER;
let index = -1;
let index2 = -1;
for (let i = 0; i < descriptors.length; i++) {
const res = distance(descriptor, descriptors[i], options3);
if (res < best) {
best = res;
index = i;
index2 = i;
}
if (best < (options3.threshold || 0))
break;
}
best = !options3.order || options3.order === 2 ? Math.sqrt(best) : best ** (1 / options3.order);
return { index, distance: best, similarity: Math.max(0, 100 - best) / 100 };
return { index: index2, distance: best, similarity: Math.max(0, 100 - best) / 100 };
}
// src/util/persons.ts

180
dist/human.node.js vendored
View File

@ -455,9 +455,9 @@ function GLImageFilter() {
gl.bindFramebuffer(gl.FRAMEBUFFER, null);
return { fbo, texture };
}
function getTempFramebuffer(index) {
tempFramebuffers[index] = tempFramebuffers[index] || createFramebufferTexture(fxcanvas.width, fxcanvas.height);
return tempFramebuffers[index];
function getTempFramebuffer(index2) {
tempFramebuffers[index2] = tempFramebuffers[index2] || createFramebufferTexture(fxcanvas.width, fxcanvas.height);
return tempFramebuffers[index2];
}
function draw2(flags = 0) {
if (!currentProgram)
@ -1317,7 +1317,7 @@ var env = new Env();
var tf29 = __toModule(require_tfjs_esm());
// package.json
var version = "2.5.0";
var version = "2.5.1";
// src/tfjs/humangl.ts
var tf25 = __toModule(require_tfjs_esm());
@ -4797,21 +4797,25 @@ function transformRawCoords(coordsRaw, box4, angle, rotationMatrix, inputSize8)
Math.round(coord[2] || 0)
]);
}
function correctFaceRotation(box4, input, inputSize8) {
function correctFaceRotation(rotate, box4, input, inputSize8) {
const symmetryLine = box4.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
const angle = computeRotation(box4.landmarks[symmetryLine[0]], box4.landmarks[symmetryLine[1]]);
const largeAngle = angle && angle !== 0 && Math.abs(angle) > 0.2;
let rotationMatrix;
let angle = 0;
let rotationMatrix = fixedRotationMatrix;
let face5;
if (largeAngle) {
const faceCenter = getBoxCenter({ startPoint: box4.startPoint, endPoint: box4.endPoint });
const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];
const rotated = tf6.image.rotateWithOffset(input, angle, 0, faceCenterNormalized);
rotationMatrix = buildRotationMatrix(-angle, faceCenter);
face5 = cutBoxFromImageAndResize(box4, rotated, [inputSize8, inputSize8]);
tf6.dispose(rotated);
if (rotate && env.kernels.includes("rotatewithoffset")) {
angle = computeRotation(box4.landmarks[symmetryLine[0]], box4.landmarks[symmetryLine[1]]);
const largeAngle = angle && angle !== 0 && Math.abs(angle) > 0.2;
if (largeAngle) {
const center = getBoxCenter({ startPoint: box4.startPoint, endPoint: box4.endPoint });
const centerRaw = [center[0] / input.shape[2], center[1] / input.shape[1]];
const rotated = tf6.image.rotateWithOffset(input, angle, 0, centerRaw);
rotationMatrix = buildRotationMatrix(-angle, center);
face5 = cutBoxFromImageAndResize(box4, rotated, [inputSize8, inputSize8]);
tf6.dispose(rotated);
} else {
face5 = cutBoxFromImageAndResize(box4, input, [inputSize8, inputSize8]);
}
} else {
rotationMatrix = fixedRotationMatrix;
face5 = cutBoxFromImageAndResize(box4, input, [inputSize8, inputSize8]);
}
return [angle, rotationMatrix, face5];
@ -5539,11 +5543,11 @@ function replaceRawCoordinates(rawCoords, newCoords, prefix, keys) {
const originalIndices = meshAnnotations[`${prefix}${key}`];
if (!keys || keys.includes(key)) {
for (let j = 0; j < indices.length; j++) {
const index = indices[j];
const index2 = indices[j];
rawCoords[originalIndices[j]] = [
newCoords[index][0],
newCoords[index][1],
(newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2
newCoords[index2][0],
newCoords[index2][1],
(newCoords[index2][2] + rawCoords[originalIndices[j]][2]) / 2
];
}
}
@ -5640,7 +5644,7 @@ var skipped7 = Number.MAX_SAFE_INTEGER;
var lastTime6 = 0;
var enlargeFact = 1.6;
async function predict6(input, config3) {
var _a, _b, _c, _d, _e, _f, _g, _h, _i;
var _a, _b, _c, _d, _e, _f, _g, _h;
const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime6;
const skipFrame = skipped7 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
@ -5678,19 +5682,14 @@ async function predict6(input, config3) {
faceScore: 0,
annotations: {}
};
if (((_c = config3.face.detector) == null ? void 0 : _c.rotation) && ((_d = config3.face.mesh) == null ? void 0 : _d.enabled) && env.kernels.includes("rotatewithoffset")) {
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(box4, input, inputSize5);
} else {
rotationMatrix = fixedRotationMatrix;
face5.tensor = cutBoxFromImageAndResize(box4, input, ((_e = config3.face.mesh) == null ? void 0 : _e.enabled) ? [inputSize5, inputSize5] : [size(), size()]);
}
if ((_f = config3 == null ? void 0 : config3.filter) == null ? void 0 : _f.equalization) {
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, inputSize5);
if ((_d = config3 == null ? void 0 : config3.filter) == null ? void 0 : _d.equalization) {
const equilized = await histogramEqualization(face5.tensor);
tf13.dispose(face5.tensor);
face5.tensor = equilized;
}
face5.boxScore = Math.round(100 * box4.confidence) / 100;
if (!((_g = config3.face.mesh) == null ? void 0 : _g.enabled)) {
if (!((_e = config3.face.mesh) == null ? void 0 : _e.enabled)) {
face5.box = getClampedBox(box4, input);
face5.boxRaw = getRawBox(box4, input);
face5.boxScore = Math.round(100 * box4.confidence || 0) / 100;
@ -5712,20 +5711,22 @@ async function predict6(input, config3) {
const coordsReshaped = tf13.reshape(contourCoords, [-1, 3]);
let rawCoords = await coordsReshaped.array();
tf13.dispose([contourCoords, coordsReshaped, confidence, contours]);
if (face5.faceScore < (((_h = config3.face.detector) == null ? void 0 : _h.minConfidence) || 1)) {
if (face5.faceScore < (((_f = config3.face.detector) == null ? void 0 : _f.minConfidence) || 1)) {
box4.confidence = face5.faceScore;
} else {
if ((_i = config3.face.iris) == null ? void 0 : _i.enabled)
if ((_g = config3.face.iris) == null ? void 0 : _g.enabled)
rawCoords = await augmentIris(rawCoords, face5.tensor, config3, inputSize5);
face5.mesh = transformRawCoords(rawCoords, box4, angle, rotationMatrix, inputSize5);
face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize5]);
for (const key of Object.keys(meshAnnotations))
face5.annotations[key] = meshAnnotations[key].map((index) => face5.mesh[index]);
face5.annotations[key] = meshAnnotations[key].map((index2) => face5.mesh[index2]);
box4 = squarifyBox(enlargeBox(calculateLandmarksBoundingBox(face5.mesh), enlargeFact));
face5.box = getClampedBox(box4, input);
face5.boxRaw = getRawBox(box4, input);
face5.score = face5.faceScore;
newCache.push(box4);
tf13.dispose(face5.tensor);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_h = config3.face.detector) == null ? void 0 : _h.rotation, box4, input, inputSize5);
}
}
faces.push(face5);
@ -8930,11 +8931,11 @@ var HandDetector = class {
Object.keys(t).forEach((tensor3) => tf16.dispose(t[tensor3]));
return res;
}
normalizeLandmarks(rawPalmLandmarks, index) {
normalizeLandmarks(rawPalmLandmarks, index2) {
const t = {};
t.reshape = tf16.reshape(rawPalmLandmarks, [-1, 7, 2]);
t.div = tf16.div(t.reshape, this.inputSizeTensor);
t.landmarks = tf16.add(t.div, this.anchors[index]);
t.landmarks = tf16.add(t.div, this.anchors[index2]);
const res = tf16.mul(t.landmarks, this.inputSizeTensor);
Object.keys(t).forEach((tensor3) => tf16.dispose(t[tensor3]));
return res;
@ -8955,17 +8956,17 @@ var HandDetector = class {
t.nms = await tf16.image.nonMaxSuppressionAsync(t.norm, t.scores, 3 * config3.hand.maxDetected, config3.hand.iouThreshold, config3.hand.minConfidence);
const nms = await t.nms.array();
const hands = [];
for (const index of nms) {
for (const index2 of nms) {
const p = {};
p.box = tf16.slice(t.norm, [index, 0], [1, -1]);
p.slice = tf16.slice(t.predictions, [index, 5], [1, 14]);
p.norm = this.normalizeLandmarks(p.slice, index);
p.box = tf16.slice(t.norm, [index2, 0], [1, -1]);
p.slice = tf16.slice(t.predictions, [index2, 5], [1, 14]);
p.norm = this.normalizeLandmarks(p.slice, index2);
p.palmLandmarks = tf16.reshape(p.norm, [-1, 2]);
const box4 = await p.box.data();
const startPoint = box4.slice(0, 2);
const endPoint = box4.slice(2, 4);
const palmLandmarks = await p.palmLandmarks.array();
const hand3 = { startPoint, endPoint, palmLandmarks, confidence: scores[index] };
const hand3 = { startPoint, endPoint, palmLandmarks, confidence: scores[index2] };
const scaled = scaleBoxCoordinates2(hand3, [input.shape[2] / this.inputSize, input.shape[1] / this.inputSize]);
hands.push(scaled);
Object.keys(p).forEach((tensor3) => tf16.dispose(p[tensor3]));
@ -9173,17 +9174,17 @@ var FingerGesture = class {
this.weights = [1, 1, 1, 1, 1];
this.weightsRelative = [1, 1, 1, 1, 1];
}
addCurl(finger, curl, confidence) {
curl(finger, curl, confidence) {
if (typeof this.curls[finger] === "undefined")
this.curls[finger] = [];
this.curls[finger].push([curl, confidence]);
}
addDirection(finger, position, confidence) {
direction(finger, position, confidence) {
if (!this.directions[finger])
this.directions[finger] = [];
this.directions[finger].push([position, confidence]);
}
setWeight(finger, weight) {
weight(finger, weight) {
this.weights[finger] = weight;
const total = this.weights.reduce((a, b) => a + b, 0);
this.weightsRelative = this.weights.map((el) => el * 5 / total);
@ -9223,38 +9224,63 @@ var FingerGesture = class {
};
// src/hand/fingergesture.ts
var { thumb, index, middle, ring, pinky } = Finger;
var { none, half, full } = FingerCurl;
var { verticalUp, verticalDown, horizontalLeft, horizontalRight, diagonalUpRight, diagonalUpLeft, diagonalDownRight, diagonalDownLeft } = FingerDirection;
var ThumbsUp = new FingerGesture("thumbs up");
ThumbsUp.addCurl(Finger.thumb, FingerCurl.none, 1);
ThumbsUp.addDirection(Finger.thumb, FingerDirection.verticalUp, 1);
ThumbsUp.addDirection(Finger.thumb, FingerDirection.diagonalUpLeft, 0.25);
ThumbsUp.addDirection(Finger.thumb, FingerDirection.diagonalUpRight, 0.25);
ThumbsUp.curl(thumb, none, 1);
ThumbsUp.direction(thumb, verticalUp, 1);
ThumbsUp.direction(thumb, diagonalUpLeft, 0.25);
ThumbsUp.direction(thumb, diagonalUpRight, 0.25);
for (const finger of [Finger.index, Finger.middle, Finger.ring, Finger.pinky]) {
ThumbsUp.addCurl(finger, FingerCurl.full, 1);
ThumbsUp.addDirection(finger, FingerDirection.horizontalLeft, 1);
ThumbsUp.addDirection(finger, FingerDirection.horizontalRight, 1);
ThumbsUp.curl(finger, full, 1);
ThumbsUp.direction(finger, horizontalLeft, 1);
ThumbsUp.direction(finger, horizontalRight, 1);
}
var Victory = new FingerGesture("victory");
Victory.addCurl(Finger.thumb, FingerCurl.half, 0.5);
Victory.addCurl(Finger.thumb, FingerCurl.none, 0.5);
Victory.addDirection(Finger.thumb, FingerDirection.verticalUp, 1);
Victory.addDirection(Finger.thumb, FingerDirection.diagonalUpLeft, 1);
Victory.addCurl(Finger.index, FingerCurl.none, 1);
Victory.addDirection(Finger.index, FingerDirection.verticalUp, 0.75);
Victory.addDirection(Finger.index, FingerDirection.diagonalUpLeft, 1);
Victory.addCurl(Finger.middle, FingerCurl.none, 1);
Victory.addDirection(Finger.middle, FingerDirection.verticalUp, 1);
Victory.addDirection(Finger.middle, FingerDirection.diagonalUpLeft, 0.75);
Victory.addCurl(Finger.ring, FingerCurl.full, 1);
Victory.addDirection(Finger.ring, FingerDirection.verticalUp, 0.2);
Victory.addDirection(Finger.ring, FingerDirection.diagonalUpLeft, 1);
Victory.addDirection(Finger.ring, FingerDirection.horizontalLeft, 0.2);
Victory.addCurl(Finger.pinky, FingerCurl.full, 1);
Victory.addDirection(Finger.pinky, FingerDirection.verticalUp, 0.2);
Victory.addDirection(Finger.pinky, FingerDirection.diagonalUpLeft, 1);
Victory.addDirection(Finger.pinky, FingerDirection.horizontalLeft, 0.2);
Victory.setWeight(Finger.index, 2);
Victory.setWeight(Finger.middle, 2);
var fingergesture_default = [ThumbsUp, Victory];
Victory.curl(thumb, half, 0.5);
Victory.curl(thumb, none, 0.5);
Victory.direction(thumb, verticalUp, 1);
Victory.direction(thumb, diagonalUpLeft, 1);
Victory.curl(index, none, 1);
Victory.direction(index, verticalUp, 0.75);
Victory.direction(index, diagonalUpLeft, 1);
Victory.curl(middle, none, 1);
Victory.direction(middle, verticalUp, 1);
Victory.direction(middle, diagonalUpLeft, 0.75);
Victory.curl(ring, full, 1);
Victory.direction(ring, verticalUp, 0.2);
Victory.direction(ring, diagonalUpLeft, 1);
Victory.direction(ring, horizontalLeft, 0.2);
Victory.curl(pinky, full, 1);
Victory.direction(pinky, verticalUp, 0.2);
Victory.direction(pinky, diagonalUpLeft, 1);
Victory.direction(pinky, horizontalLeft, 0.2);
Victory.weight(index, 2);
Victory.weight(middle, 2);
var Point = new FingerGesture("point");
Point.curl(thumb, full, 1);
Point.curl(index, none, 0.5);
Point.curl(middle, full, 0.5);
Point.curl(ring, full, 0.5);
Point.curl(pinky, full, 0.5);
Point.weight(index, 2);
Point.weight(middle, 2);
var MiddleFinger = new FingerGesture("middle finger");
MiddleFinger.curl(thumb, none, 1);
MiddleFinger.curl(index, full, 0.5);
MiddleFinger.curl(middle, full, 0.5);
MiddleFinger.curl(ring, full, 0.5);
MiddleFinger.curl(pinky, full, 0.5);
MiddleFinger.weight(index, 2);
MiddleFinger.weight(middle, 2);
var OpenPalm = new FingerGesture("open palm");
OpenPalm.curl(thumb, none, 0.75);
OpenPalm.curl(index, none, 0.75);
OpenPalm.curl(middle, none, 0.75);
OpenPalm.curl(ring, none, 0.75);
OpenPalm.curl(pinky, none, 0.75);
var fingergesture_default = [ThumbsUp, Victory, Point, MiddleFinger, OpenPalm];
// src/hand/fingerpose.ts
var minConfidence = 0.7;
@ -9521,7 +9547,7 @@ async function predict8(input, config3) {
const annotations2 = {};
if (predictions[i].landmarks) {
for (const key of Object.keys(meshAnnotations2)) {
annotations2[key] = meshAnnotations2[key].map((index) => predictions[i].landmarks[index]);
annotations2[key] = meshAnnotations2[key].map((index2) => predictions[i].landmarks[index2]);
}
}
const keypoints = predictions[i].landmarks;
@ -9644,7 +9670,7 @@ var modelOutputNodes = ["StatefulPartitionedCall/Postprocessor/Slice", "Stateful
var inputSize6 = [[0, 0], [0, 0]];
var classes = ["hand", "fist", "pinch", "point", "face", "tip", "pinchtip"];
var faceIndex = 4;
var boxExpandFact = 1.7;
var boxExpandFact = 1.6;
var maxDetectorResolution = 512;
var detectorExpandFact = 1.4;
var skipped9 = Number.MAX_SAFE_INTEGER;
@ -9775,7 +9801,7 @@ async function detectFingers(input, h, config3) {
]);
hand3.landmarks = analyze(hand3.keypoints);
for (const key of Object.keys(fingerMap)) {
hand3.annotations[key] = fingerMap[key].map((index) => hand3.landmarks && hand3.keypoints[index] ? hand3.keypoints[index] : null);
hand3.annotations[key] = fingerMap[key].map((index2) => hand3.landmarks && hand3.keypoints[index2] ? hand3.keypoints[index2] : null);
}
}
Object.keys(t).forEach((tensor3) => tf19.dispose(t[tensor3]));
@ -11217,7 +11243,7 @@ async function face(inCanvas2, result, drawOptions) {
TRI468[i * 3 + 0],
TRI468[i * 3 + 1],
TRI468[i * 3 + 2]
].map((index) => f.mesh[index]);
].map((index2) => f.mesh[index2]);
lines(ctx, points, localOptions);
}
}
@ -11934,18 +11960,18 @@ function match2(descriptor, descriptors, options3 = { order: 2, multiplier: 20,
return { index: -1, distance: Number.POSITIVE_INFINITY, similarity: 0 };
}
let best = Number.MAX_SAFE_INTEGER;
let index = -1;
let index2 = -1;
for (let i = 0; i < descriptors.length; i++) {
const res = distance(descriptor, descriptors[i], options3);
if (res < best) {
best = res;
index = i;
index2 = i;
}
if (best < (options3.threshold || 0))
break;
}
best = !options3.order || options3.order === 2 ? Math.sqrt(best) : best ** (1 / options3.order);
return { index, distance: best, similarity: Math.max(0, 100 - best) / 100 };
return { index: index2, distance: best, similarity: Math.max(0, 100 - best) / 100 };
}
// src/util/persons.ts

26
dist/tfjs.esm.js vendored
View File

@ -47,7 +47,7 @@ var __toModule = (module) => {
return __reExport(__markAsModule(__defProp(module != null ? __create(__getProtoOf(module)) : {}, "default", module && module.__esModule && "default" in module ? { get: () => module.default, enumerable: true } : { value: module, enumerable: true })), module);
};
var require_long = __commonJS({
"src/node_modules/long/src/long.js"(exports, module) {
"node_modules/.pnpm/long@4.0.0/node_modules/long/src/long.js"(exports, module) {
module.exports = Long2;
var wasm = null;
try {
@ -869,8 +869,8 @@ var require_long = __commonJS({
};
}
});
var require_browser = __commonJS({
"(disabled):src/node_modules/node-fetch/browser.js"() {
var require_node_fetch = __commonJS({
"(disabled):node-fetch"() {
}
});
var require_util = __commonJS({
@ -878,7 +878,7 @@ var require_util = __commonJS({
}
});
var require_alea = __commonJS({
"src/node_modules/seedrandom/lib/alea.js"(exports, module) {
"node_modules/.pnpm/seedrandom@3.0.5/node_modules/seedrandom/lib/alea.js"(exports, module) {
(function(global2, module2, define2) {
function Alea(seed) {
var me = this, mash = Mash();
@ -962,7 +962,7 @@ var require_alea = __commonJS({
}
});
var require_xor128 = __commonJS({
"src/node_modules/seedrandom/lib/xor128.js"(exports, module) {
"node_modules/.pnpm/seedrandom@3.0.5/node_modules/seedrandom/lib/xor128.js"(exports, module) {
(function(global2, module2, define2) {
function XorGen(seed) {
var me = this, strseed = "";
@ -1028,7 +1028,7 @@ var require_xor128 = __commonJS({
}
});
var require_xorwow = __commonJS({
"src/node_modules/seedrandom/lib/xorwow.js"(exports, module) {
"node_modules/.pnpm/seedrandom@3.0.5/node_modules/seedrandom/lib/xorwow.js"(exports, module) {
(function(global2, module2, define2) {
function XorGen(seed) {
var me = this, strseed = "";
@ -1101,7 +1101,7 @@ var require_xorwow = __commonJS({
}
});
var require_xorshift7 = __commonJS({
"src/node_modules/seedrandom/lib/xorshift7.js"(exports, module) {
"node_modules/.pnpm/seedrandom@3.0.5/node_modules/seedrandom/lib/xorshift7.js"(exports, module) {
(function(global2, module2, define2) {
function XorGen(seed) {
var me = this;
@ -1190,7 +1190,7 @@ var require_xorshift7 = __commonJS({
}
});
var require_xor4096 = __commonJS({
"src/node_modules/seedrandom/lib/xor4096.js"(exports, module) {
"node_modules/.pnpm/seedrandom@3.0.5/node_modules/seedrandom/lib/xor4096.js"(exports, module) {
(function(global2, module2, define2) {
function XorGen(seed) {
var me = this;
@ -1294,7 +1294,7 @@ var require_xor4096 = __commonJS({
}
});
var require_tychei = __commonJS({
"src/node_modules/seedrandom/lib/tychei.js"(exports, module) {
"node_modules/.pnpm/seedrandom@3.0.5/node_modules/seedrandom/lib/tychei.js"(exports, module) {
(function(global2, module2, define2) {
function XorGen(seed) {
var me = this, strseed = "";
@ -1370,7 +1370,7 @@ var require_crypto = __commonJS({
}
});
var require_seedrandom = __commonJS({
"src/node_modules/seedrandom/seedrandom.js"(exports, module) {
"node_modules/.pnpm/seedrandom@3.0.5/node_modules/seedrandom/seedrandom.js"(exports, module) {
(function(global2, pool3, math) {
var width = 256, chunks = 6, digits = 52, rngname = "random", startdenom = math.pow(width, chunks), significance = math.pow(2, digits), overflow = significance * 2, mask = width - 1, nodecrypto;
function seedrandom5(seed, options, callback) {
@ -1501,7 +1501,7 @@ var require_seedrandom = __commonJS({
}
});
var require_seedrandom2 = __commonJS({
"src/node_modules/seedrandom/index.js"(exports, module) {
"node_modules/.pnpm/seedrandom@3.0.5/node_modules/seedrandom/index.js"(exports, module) {
var alea5 = require_alea();
var xor128 = require_xor128();
var xorwow = require_xorwow();
@ -8400,7 +8400,7 @@ if (env().get("IS_BROWSER")) {
}
}
var getNodeFetch = {
importFetch: () => require_browser()
importFetch: () => require_node_fetch()
};
var systemFetch;
var PlatformNode = class {
@ -69864,7 +69864,7 @@ registerBackend("wasm", async () => {
const { wasm } = await init();
return new BackendWasm(wasm);
}, WASM_PRIORITY);
var externalVersion = "3.11.0-20211106";
var externalVersion = "3.11.0-20211108";
var version8 = {
tfjs: externalVersion,
"tfjs-core": externalVersion,

15
src/face/facemesh.ts
View File

@ -68,12 +68,7 @@ export async function predict(input: Tensor, config: Config): Promise<FaceResult
annotations: {},
};
if (config.face.detector?.rotation && config.face.mesh?.enabled && env.kernels.includes('rotatewithoffset')) {
[angle, rotationMatrix, face.tensor] = util.correctFaceRotation(box, input, inputSize);
} else {
rotationMatrix = util.fixedRotationMatrix;
face.tensor = util.cutBoxFromImageAndResize(box, input, config.face.mesh?.enabled ? [inputSize, inputSize] : [blazeface.size(), blazeface.size()]);
}
[angle, rotationMatrix, face.tensor] = util.correctFaceRotation(false && config.face.detector?.rotation, box, input, inputSize); // optional rotate based on detector data // disabled
if (config?.filter?.equalization) {
const equilized = await histogramEqualization(face.tensor as Tensor);
tf.dispose(face.tensor);
@ -112,14 +107,8 @@ export async function predict(input: Tensor, config: Config): Promise<FaceResult
face.boxRaw = util.getRawBox(box, input);
face.score = face.faceScore;
newCache.push(box);
// other modules prefer different crop for a face so we dispose it and do it again
/*
tf.dispose(face.tensor);
face.tensor = config.face.detector?.rotation && config.face.mesh?.enabled && env.kernels.includes('rotatewithoffset')
? face.tensor = util.correctFaceRotation(util.enlargeBox(box, Math.sqrt(enlargeFact)), input, inputSize)[2]
: face.tensor = util.cutBoxFromImageAndResize(util.enlargeBox(box, Math.sqrt(enlargeFact)), input, [inputSize, inputSize]);
*/
[angle, rotationMatrix, face.tensor] = util.correctFaceRotation(config.face.detector?.rotation, box, input, inputSize); // optional rotate once more based on mesh data
}
}
faces.push(face);

36
src/face/facemeshutil.ts
View File

@ -6,6 +6,7 @@
import * as tf from '../../dist/tfjs.esm.js';
import * as coords from './facemeshcoords';
import type { Box, Point } from '../result';
import { env } from '../util/env';
export const createBox = (startEndTensor) => ({ startPoint: tf.slice(startEndTensor, [0, 0], [-1, 2]), endPoint: tf.slice(startEndTensor, [0, 2], [-1, 2]) });
@ -155,21 +156,28 @@ export function transformRawCoords(coordsRaw, box, angle, rotationMatrix, inputS
]));
}
export function correctFaceRotation(box, input, inputSize) {
const symmetryLine = (box.landmarks.length >= coords.meshLandmarks.count) ? coords.meshLandmarks.symmetryLine : coords.blazeFaceLandmarks.symmetryLine;
const angle: number = computeRotation(box.landmarks[symmetryLine[0]], box.landmarks[symmetryLine[1]]);
const largeAngle = angle && (angle !== 0) && (Math.abs(angle) > 0.2);
let rotationMatrix;
let face;
if (largeAngle) {
const faceCenter: Point = getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });
const faceCenterNormalized: Point = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];
const rotated = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node
rotationMatrix = buildRotationMatrix(-angle, faceCenter);
face = cutBoxFromImageAndResize(box, rotated, [inputSize, inputSize]);
tf.dispose(rotated);
export function correctFaceRotation(rotate, box, input, inputSize) {
const symmetryLine = (box.landmarks.length >= coords.meshLandmarks.count)
? coords.meshLandmarks.symmetryLine
: coords.blazeFaceLandmarks.symmetryLine;
let angle = 0; // default
let rotationMatrix = fixedRotationMatrix; // default
let face; // default
if (rotate && env.kernels.includes('rotatewithoffset')) {
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 });
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
rotationMatrix = buildRotationMatrix(-angle, center);
face = cutBoxFromImageAndResize(box, rotated, [inputSize, inputSize]);
tf.dispose(rotated);
} else {
face = cutBoxFromImageAndResize(box, input, [inputSize, inputSize]);
}
} else {
rotationMatrix = fixedRotationMatrix;
face = cutBoxFromImageAndResize(box, input, [inputSize, inputSize]);
}
return [angle, rotationMatrix, face];

6
src/hand/fingerdef.ts
View File

@ -66,17 +66,17 @@ export class FingerGesture {
this.weightsRelative = [1.0, 1.0, 1.0, 1.0, 1.0];
}
addCurl(finger, curl, confidence) {
curl(finger, curl, confidence) {
if (typeof this.curls[finger] === 'undefined') this.curls[finger] = [];
this.curls[finger].push([curl, confidence]);
}
addDirection(finger, position, confidence) {
direction(finger, position, confidence) {
if (!this.directions[finger]) this.directions[finger] = [];
this.directions[finger].push([position, confidence]);
}
setWeight(finger, weight) {
weight(finger, weight) {
this.weights[finger] = weight;
// recalculate relative weights
const total = this.weights.reduce((a, b) => a + b, 0);

91
src/hand/fingergesture.ts
View File

@ -5,39 +5,74 @@
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;
// eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars
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;
// describe thumbs up gesture 👍
const ThumbsUp = new FingerGesture('thumbs up');
ThumbsUp.addCurl(Finger.thumb, FingerCurl.none, 1.0);
ThumbsUp.addDirection(Finger.thumb, FingerDirection.verticalUp, 1.0);
ThumbsUp.addDirection(Finger.thumb, FingerDirection.diagonalUpLeft, 0.25);
ThumbsUp.addDirection(Finger.thumb, FingerDirection.diagonalUpRight, 0.25);
ThumbsUp.curl(thumb, none, 1.0);
ThumbsUp.direction(thumb, verticalUp, 1.0);
ThumbsUp.direction(thumb, diagonalUpLeft, 0.25);
ThumbsUp.direction(thumb, diagonalUpRight, 0.25);
for (const finger of [Finger.index, Finger.middle, Finger.ring, Finger.pinky]) {
ThumbsUp.addCurl(finger, FingerCurl.full, 1.0);
ThumbsUp.addDirection(finger, FingerDirection.horizontalLeft, 1.0);
ThumbsUp.addDirection(finger, FingerDirection.horizontalRight, 1.0);
ThumbsUp.curl(finger, full, 1.0);
ThumbsUp.direction(finger, horizontalLeft, 1.0);
ThumbsUp.direction(finger, horizontalRight, 1.0);
}
// describe Victory gesture ✌️
const Victory = new FingerGesture('victory');
Victory.addCurl(Finger.thumb, FingerCurl.half, 0.5);
Victory.addCurl(Finger.thumb, FingerCurl.none, 0.5);
Victory.addDirection(Finger.thumb, FingerDirection.verticalUp, 1.0);
Victory.addDirection(Finger.thumb, FingerDirection.diagonalUpLeft, 1.0);
Victory.addCurl(Finger.index, FingerCurl.none, 1.0);
Victory.addDirection(Finger.index, FingerDirection.verticalUp, 0.75);
Victory.addDirection(Finger.index, FingerDirection.diagonalUpLeft, 1.0);
Victory.addCurl(Finger.middle, FingerCurl.none, 1.0);
Victory.addDirection(Finger.middle, FingerDirection.verticalUp, 1.0);
Victory.addDirection(Finger.middle, FingerDirection.diagonalUpLeft, 0.75);
Victory.addCurl(Finger.ring, FingerCurl.full, 1.0);
Victory.addDirection(Finger.ring, FingerDirection.verticalUp, 0.2);
Victory.addDirection(Finger.ring, FingerDirection.diagonalUpLeft, 1.0);
Victory.addDirection(Finger.ring, FingerDirection.horizontalLeft, 0.2);
Victory.addCurl(Finger.pinky, FingerCurl.full, 1.0);
Victory.addDirection(Finger.pinky, FingerDirection.verticalUp, 0.2);
Victory.addDirection(Finger.pinky, FingerDirection.diagonalUpLeft, 1.0);
Victory.addDirection(Finger.pinky, FingerDirection.horizontalLeft, 0.2);
Victory.setWeight(Finger.index, 2);
Victory.setWeight(Finger.middle, 2);
Victory.curl(thumb, half, 0.5);
Victory.curl(thumb, none, 0.5);
Victory.direction(thumb, verticalUp, 1.0);
Victory.direction(thumb, diagonalUpLeft, 1.0);
Victory.curl(index, none, 1.0);
Victory.direction(index, verticalUp, 0.75);
Victory.direction(index, diagonalUpLeft, 1.0);
Victory.curl(middle, none, 1.0);
Victory.direction(middle, verticalUp, 1.0);
Victory.direction(middle, diagonalUpLeft, 0.75);
Victory.curl(ring, full, 1.0);
Victory.direction(ring, verticalUp, 0.2);
Victory.direction(ring, diagonalUpLeft, 1.0);
Victory.direction(ring, horizontalLeft, 0.2);
Victory.curl(pinky, full, 1.0);
Victory.direction(pinky, verticalUp, 0.2);
Victory.direction(pinky, diagonalUpLeft, 1.0);
Victory.direction(pinky, horizontalLeft, 0.2);
Victory.weight(index, 2);
Victory.weight(middle, 2);
export default [ThumbsUp, Victory];
// describe Point gesture ✌️
const Point = new FingerGesture('point');
Point.curl(thumb, full, 1.0);
Point.curl(index, none, 0.5);
Point.curl(middle, full, 0.5);
Point.curl(ring, full, 0.5);
Point.curl(pinky, full, 0.5);
Point.weight(index, 2);
Point.weight(middle, 2);
// describe Point gesture ✌️
const MiddleFinger = new FingerGesture('middle finger');
MiddleFinger.curl(thumb, none, 1.0);
MiddleFinger.curl(index, full, 0.5);
MiddleFinger.curl(middle, full, 0.5);
MiddleFinger.curl(ring, full, 0.5);
MiddleFinger.curl(pinky, full, 0.5);
MiddleFinger.weight(index, 2);
MiddleFinger.weight(middle, 2);
// describe Open Palm gesture ✌️
const OpenPalm = new FingerGesture('open palm');
OpenPalm.curl(thumb, none, 0.75);
OpenPalm.curl(index, none, 0.75);
OpenPalm.curl(middle, none, 0.75);
OpenPalm.curl(ring, none, 0.75);
OpenPalm.curl(pinky, none, 0.75);
export default [ThumbsUp, Victory, Point, MiddleFinger, OpenPalm];

6
src/hand/handtrack.ts
View File

@ -24,7 +24,7 @@ const inputSize = [[0, 0], [0, 0]];
const classes = ['hand', 'fist', 'pinch', 'point', 'face', 'tip', 'pinchtip'];
const faceIndex = 4;
const boxExpandFact = 1.7;
const boxExpandFact = 1.6;
const maxDetectorResolution = 512;
const detectorExpandFact = 1.4;
@ -170,9 +170,7 @@ async function detectFingers(input: Tensor, h: HandDetectResult, config: Config)
outputSize[1] * (kpt[1] + h.boxRaw[1]),
(kpt[2] || 0),
]);
// hand.box = box.scale(h.box, 1 / detectorExpandFact); // scale box down for visual appeal
// hand.boxRaw = box.scale(h.boxRaw, 1 / detectorExpandFact); // scale box down for visual appeal
hand.landmarks = fingerPose.analyze(hand.keypoints) as HandResult['landmarks']; // calculate finger landmarks
hand.landmarks = fingerPose.analyze(hand.keypoints) as HandResult['landmarks']; // calculate finger gestures
for (const key of Object.keys(fingerMap)) { // map keypoints to per-finger annotations
hand.annotations[key] = fingerMap[key].map((index) => (hand.landmarks && hand.keypoints[index] ? hand.keypoints[index] : null));
}

50
test/build.log
View File

@ -1,25 +1,25 @@
2021-11-07 09:49:34 INFO:  @vladmandic/human version 2.5.0
2021-11-07 09:49:34 INFO:  User: vlado Platform: linux Arch: x64 Node: v17.0.1
2021-11-07 09:49:34 INFO:  Application: {"name":"@vladmandic/human","version":"2.5.0"}
2021-11-07 09:49:34 INFO:  Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true}
2021-11-07 09:49:34 INFO:  Toolchain: {"build":"0.6.3","esbuild":"0.13.12","typescript":"4.4.4","typedoc":"0.22.7","eslint":"8.2.0"}
2021-11-07 09:49:34 INFO:  Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]}
2021-11-07 09:49:34 STATE: Clean: {"locations":["dist/*","types/*","typedoc/*"]}
2021-11-07 09:49:34 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}
2021-11-07 09:49:34 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":56,"inputBytes":522624,"outputBytes":441314}
2021-11-07 09:49:34 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}
2021-11-07 09:49:34 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":56,"inputBytes":522632,"outputBytes":441318}
2021-11-07 09:49:34 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}
2021-11-07 09:49:34 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":56,"inputBytes":522699,"outputBytes":441390}
2021-11-07 09:49:34 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}
2021-11-07 09:49:34 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}
2021-11-07 09:49:34 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":56,"inputBytes":522261,"outputBytes":443292}
2021-11-07 09:49:35 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2562175,"outputBytes":2497378}
2021-11-07 09:49:35 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":56,"inputBytes":3018727,"outputBytes":3097554}
2021-11-07 09:49:35 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":56,"inputBytes":3018727,"outputBytes":2946203}
2021-11-07 09:49:55 STATE: Typings: {"input":"src/human.ts","output":"types","files":49}
2021-11-07 09:50:02 STATE: TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":48,"generated":true}
2021-11-07 09:50:02 STATE: Compile: {"name":"demo/browser","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":5851,"outputBytes":3818}
2021-11-07 09:50:38 STATE: Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":90,"errors":0,"warnings":0}
2021-11-07 09:50:39 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"}
2021-11-07 09:50:39 INFO:  Done...
2021-11-08 07:32:27 INFO:  @vladmandic/human version 2.5.1
2021-11-08 07:32:27 INFO:  User: vlado Platform: linux Arch: x64 Node: v17.0.1
2021-11-08 07:32:27 INFO:  Application: {"name":"@vladmandic/human","version":"2.5.1"}
2021-11-08 07:32:27 INFO:  Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true}
2021-11-08 07:32:27 INFO:  Toolchain: {"build":"0.6.3","esbuild":"0.13.12","typescript":"4.4.4","typedoc":"0.22.8","eslint":"8.2.0"}
2021-11-08 07:32:27 INFO:  Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]}
2021-11-08 07:32:27 STATE: Clean: {"locations":["dist/*","types/*","typedoc/*"]}
2021-11-08 07:32:27 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}
2021-11-08 07:32:27 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":56,"inputBytes":522834,"outputBytes":441687}
2021-11-08 07:32:27 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}
2021-11-08 07:32:27 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":56,"inputBytes":522842,"outputBytes":441691}
2021-11-08 07:32:27 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}
2021-11-08 07:32:27 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":56,"inputBytes":522909,"outputBytes":441763}
2021-11-08 07:32:27 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}
2021-11-08 07:32:27 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}
2021-11-08 07:32:27 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":56,"inputBytes":522471,"outputBytes":443677}
2021-11-08 07:32:28 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2562689,"outputBytes":2497638}
2021-11-08 07:32:28 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":56,"inputBytes":3019197,"outputBytes":1612758}
2021-11-08 07:32:29 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":56,"inputBytes":3019197,"outputBytes":2947082}
2021-11-08 07:32:48 STATE: Typings: {"input":"src/human.ts","output":"types","files":49}
2021-11-08 07:32:54 STATE: TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":48,"generated":true}
2021-11-08 07:32:54 STATE: Compile: {"name":"demo/browser","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":5851,"outputBytes":3818}
2021-11-08 07:33:31 STATE: Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":90,"errors":0,"warnings":0}
2021-11-08 07:33:31 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"}
2021-11-08 07:33:31 INFO:  Done...

12
test/test-main.js
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@ -153,9 +153,9 @@ 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 > 29 && 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.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.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 > 0.5 && face.emotion[0].emotion === 'angry', 'details face emotion', face.emotion.length, face.emotion[0]);
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(res.body.length === 1, 'details body length', res.body.length);
for (const body of res.body) {
@ -166,7 +166,7 @@ async function verifyDetails(human) {
verify(hand.score > 0.5 && hand.boxScore > 0.5 && hand.fingerScore > 0.5 && hand.box.length === 4 && hand.boxRaw.length === 4 && hand.label === 'point', 'details hand', hand.boxScore, hand.fingerScore, hand.label);
verify(hand.keypoints.length === 21 && Object.keys(hand.landmarks).length === 5 && Object.keys(hand.annotations).length === 6, 'details hand arrays', hand.keypoints.length, Object.keys(hand.landmarks).length, Object.keys(hand.annotations).length);
}
verify(res.gesture.length === 5, 'details gesture length', res.gesture.length);
verify(res.gesture.length === 6, 'details gesture length', res.gesture.length);
verify(res.gesture[0].gesture === 'facing right', 'details gesture first', res.gesture[0]);
verify(res.object.length === 1, 'details object length', res.object.length);
for (const obj of res.object) {
@ -236,11 +236,11 @@ async function test(Human, inputConfig) {
else log('state', 'passed: warmup none result match');
config.warmup = 'face';
res = await testWarmup(human, 'default');
if (!res || res?.face?.length !== 1 || res?.body?.length !== 1 || res?.hand?.length !== 1 || res?.gesture?.length !== 7) log('error', 'failed: warmup face 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 !== 1 || res?.gesture?.length < 7) log('error', 'failed: warmup face result mismatch', res?.face?.length, res?.body?.length, res?.hand?.length, res?.gesture?.length);
else log('state', 'passed: warmup face result match');
config.warmup = 'body';
res = await testWarmup(human, 'default');
if (!res || res?.face?.length !== 1 || res?.body?.length !== 1 || res?.hand?.length !== 1 || res?.gesture?.length !== 5) log('error', 'failed: warmup body 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 !== 1 || res?.gesture?.length !== 6) log('error', 'failed: warmup body result mismatch', res?.face?.length, res?.body?.length, res?.hand?.length, res?.gesture?.length);
else log('state', 'passed: warmup body result match');
log('state', 'details:', {
face: { boxScore: res.face[0].boxScore, faceScore: res.face[0].faceScore, age: res.face[0].age, gender: res.face[0].gender, genderScore: res.face[0].genderScore },
@ -330,7 +330,7 @@ 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 !== 7) 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

1216
test/test.log
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typedoc/assets/main.js
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typedoc/classes/Env.html
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@ -1,4 +1,4 @@
<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Env | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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>

4
typedoc/classes/Human.html
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@ -1,4 +1,4 @@
<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Human | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</a></li><li><a href="Human.html">Human</a></li></ul><h1>Class Human</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>Human | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</a></li><li><a href="Human.html">Human</a></li></ul><h1>Class Human</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><em>Human</em>* library main class</p>
</div><div><p>All methods and properties are available only as members of Human class</p>
<ul>
@ -13,7 +13,7 @@
</div></div><h4 class="tsd-parameters-title">Parameters</h4><ul class="tsd-parameters"><li><h5><span class="tsd-flag ts-flagOptional">Optional</span> userConfig: <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="../interfaces/Config.html" class="tsd-signature-type" data-tsd-kind="Interface">Config</a><span class="tsd-signature-symbol">&gt;</span></h5></li></ul><h4 class="tsd-returns-title">Returns <a href="Human.html" class="tsd-signature-type" data-tsd-kind="Class">Human</a></h4><div></div></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="config" class="tsd-anchor"></a><h3>config</h3><div class="tsd-signature tsd-kind-icon">config<span class="tsd-signature-symbol">:</span> <a href="../interfaces/Config.html" class="tsd-signature-type" data-tsd-kind="Interface">Config</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L73">src/human.ts:73</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Current configuration</p>
<ul>
<li>Defaults: <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L250">config</a></li>
<li>Defaults: <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L262">config</a></li>
</ul>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-class"><a id="distance" class="tsd-anchor"></a><h3>distance</h3><div class="tsd-signature tsd-kind-icon">distance<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">(</span>descriptor1<span class="tsd-signature-symbol">: </span><a href="../index.html#Descriptor" class="tsd-signature-type" data-tsd-kind="Type alias">Descriptor</a>, descriptor2<span class="tsd-signature-symbol">: </span><a href="../index.html#Descriptor" class="tsd-signature-type" data-tsd-kind="Type alias">Descriptor</a>, options<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">Options</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol"> =&gt; </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol"> = match.distance</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L225">src/human.ts:225</a></li></ul></aside><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"><li class="tsd-parameter-signature"><ul class="tsd-signatures tsd-kind-type-literal tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon"><span class="tsd-signature-symbol">(</span>descriptor1<span class="tsd-signature-symbol">: </span><a href="../index.html#Descriptor" class="tsd-signature-type" data-tsd-kind="Type alias">Descriptor</a>, descriptor2<span class="tsd-signature-symbol">: </span><a href="../index.html#Descriptor" class="tsd-signature-type" data-tsd-kind="Type alias">Descriptor</a>, options<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">Options</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span></li></ul><ul class="tsd-descriptions"><li class="tsd-description"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Calculates distance between two descriptors</p>

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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Models | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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 no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Tensor | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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 no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>BodyConfig | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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"><a href="BodyConfig.html#detector" class="tsd-kind-icon">detector</a></li><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-1" 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"><a id="detector" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> 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#L69">src/config.ts:69</a></li></ul></aside><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"><li class="tsd-parameter"><h5>model<wbr/>Path<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span></h5><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to optional body detector model json file</p>
</dd></dl></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"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>

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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>BodyKeypoint | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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-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> <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/result.ts#L62">src/result.ts:62</a></li></ul></aside><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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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-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> <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/result.ts#L62">src/result.ts:62</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>body part name</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="position" class="tsd-anchor"></a><h3>position</h3><div class="tsd-signature tsd-kind-icon">position<span class="tsd-signature-symbol">:</span> <a href="../index.html#Point" class="tsd-signature-type" data-tsd-kind="Type alias">Point</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L64">src/result.ts:64</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>body part position</p>

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typedoc/interfaces/BodyResult.html
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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>BodyResult | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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><span class="tsd-signature-type">string</span><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#L84">src/result.ts:84</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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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Config | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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</p>
</div><div><p>Contains all configurable parameters</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#L214">src/config.ts:214</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">

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typedoc/interfaces/FaceAntiSpoofConfig.html
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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceAntiSpoofConfig | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>
</dd></dl></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"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p>

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typedoc/interfaces/FaceConfig.html
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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceDescriptionConfig | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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>

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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceDetectorConfig | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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 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#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"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>
</dd></dl></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"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum overlap between two detected faces before one is discarded</p>

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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceEmotionConfig | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>
</dd></dl></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#L47">src/config.ts:47</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum confidence for a detected face before results are discarded</p>

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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceIrisConfig | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>
</dd></dl></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"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p>

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typedoc/interfaces/FaceMeshConfig.html
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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceMeshConfig | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>
</dd></dl></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"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p>

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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceResult | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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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typedoc/interfaces/FilterConfig.html
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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FilterConfig | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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>

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typedoc/interfaces/GenericConfig.html
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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>GenericConfig | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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="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"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><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"><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"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p>

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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>GestureConfig | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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#L178">src/config.ts:178</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is gesture detection enabled?</p>
</dd></dl></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 no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>HandConfig | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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#L87">src/config.ts:87</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"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to hand detector model json</p>
</dd></dl></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"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>

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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>HandResult | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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><span class="tsd-signature-type">&quot;index&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;middle&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;pinky&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;ring&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;thumb&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;palm&quot;</span><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#L106">src/result.ts:106</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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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>ObjectConfig | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>
</dd></dl></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#L102">src/config.ts:102</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum overlap between two detected objects before one is discarded</p>

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typedoc/interfaces/ObjectResult.html
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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>ObjectResult | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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#L128">src/result.ts:128</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 no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>PersonResult | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Result | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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#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#L174">src/result.ts:174</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">

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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>SegmentationConfig | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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 - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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

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<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Tensor | @vladmandic/human - v2.5.0</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.0"/><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 - v2.5.0</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 - v2.5.0</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>
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Tensor | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><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 - v2.5.1</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 - v2.5.1</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>

4
types/src/config.d.ts vendored
View File

@ -170,7 +170,7 @@ export interface GestureConfig {
* Contains all configurable parameters
* @typedef Config
*
* Defaults: [config](https://github.com/vladmandic/human/blob/main/src/config.ts#L292)
* Defaults: [config](https://github.com/vladmandic/human/blob/main/src/config.ts#L262)
*/
export interface Config {
/** Backend used for TFJS operations
@ -234,6 +234,6 @@ export interface Config {
/** {@link SegmentationConfig} */
segmentation: Partial<SegmentationConfig>;
}
/** - [See all default Config values...](https://github.com/vladmandic/human/blob/main/src/config.ts#L253) */
/** - [See all default Config values...](https://github.com/vladmandic/human/blob/main/src/config.ts#L262) */
declare const config: Config;
export { config as defaults };

2
types/src/face/facemeshutil.d.ts vendored
View File

@ -50,4 +50,4 @@ export declare const rotatePoint: (homogeneousCoordinate: any, rotationMatrix: a
export declare const xyDistanceBetweenPoints: (a: any, b: any) => number;
export declare function generateAnchors(inputSize: any): [number, number][];
export declare function transformRawCoords(coordsRaw: any, box: any, angle: any, rotationMatrix: any, inputSize: any): any;
export declare function correctFaceRotation(box: any, input: any, inputSize: any): any[];
export declare function correctFaceRotation(rotate: any, box: any, input: any, inputSize: any): any[];

6
types/src/hand/fingerdef.d.ts vendored
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@ -65,8 +65,8 @@ export declare class FingerGesture {
weights: any;
weightsRelative: any;
constructor(name: any);
addCurl(finger: any, curl: any, confidence: any): void;
addDirection(finger: any, position: any, confidence: any): void;
setWeight(finger: any, weight: any): void;
curl(finger: any, curl: any, confidence: any): void;
direction(finger: any, position: any, confidence: any): void;
weight(finger: any, weight: any): void;
matchAgainst(detectedCurls: any, detectedDirections: any): number;
}

2
types/src/human.d.ts vendored
View File

@ -40,7 +40,7 @@ export declare class Human {
/** Current version of Human library in *semver* format */
version: string;
/** Current configuration
* - Defaults: [config](https://github.com/vladmandic/human/blob/main/src/config.ts#L250)
* - Defaults: [config](https://github.com/vladmandic/human/blob/main/src/config.ts#L262)
*/
config: Config;
/** Last known result of detect run

2
wiki

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Subproject commit 55876f5dbb01d605c862ab2749a2bc11f86d5cba
Subproject commit 214e797620e397f16132ae38d6a9d6bd46f2c60d