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human
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major precision improvements to movenet and handtrack

pull/193/head
Vladimir Mandic 2021-10-10 22:29:20 -04:00
parent 8670880c82
commit 3e7bbf2538
77 changed files with 1430 additions and 18674 deletions
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15
CHANGELOG.md
View File

@ -9,11 +9,20 @@
## Changelog
### **HEAD -> main** 2021/10/10 mandic00@live.com
### **origin/main** 2021/10/08 mandic00@live.com
- demo default config cleanup
- improve gaze and face angle visualizations in draw
### **release 2.3.1** 2021/10/06 mandic00@live.com
### **2.3.1** 2021/10/06 mandic00@live.com
### **origin/main** 2021/10/06 mandic00@live.com
- workaround for chrome offscreencanvas bug
- fix backend conflict in webworker
- add blazepose v2 and add annotations to body results
- fix backend order initialization

34
demo/index.js
View File

@ -31,15 +31,6 @@ import jsonView from './helpers/jsonview.js';
let human;
let userConfig = {
cacheSensitivity: 0,
hand: { enabled: true },
body: { enabled: false },
face: { enabled: false },
/*
hand: { enabled: false, maxDetected: 1, skipFrames: 0 },
body: { enabled: false },
face: { enabled: false },
*/
/*
warmup: 'none',
backend: 'humangl',
@ -118,6 +109,7 @@ const ui = {
lastFrame: 0, // time of last frame processing
viewportSet: false, // internal, has custom viewport been set
background: null, // holds instance of segmentation background image
transferCanvas: null, // canvas used to transfer data to and from worker
// webrtc
useWebRTC: false, // use webrtc as camera source instead of local webcam
@ -318,7 +310,7 @@ async function drawResults(input) {
const fps = avgDetect > 0 ? `FPS process:${avgDetect} refresh:${avgDraw}` : '';
const backend = result.backend || human.tf.getBackend();
const gpu = engine.backendInstance ? `gpu: ${(engine.backendInstance.numBytesInGPU ? engine.backendInstance.numBytesInGPU : 0).toLocaleString()} bytes` : '';
const memory = result.tensors || `system: ${engine.state.numBytes.toLocaleString()} bytes ${gpu} | tensors: ${engine.state.numTensors.toLocaleString()}`;
const memory = result.tensors ? `tensors: ${result.tensors.toLocaleString()} in worker` : `system: ${engine.state.numBytes.toLocaleString()} bytes ${gpu} | tensors: ${engine.state.numTensors.toLocaleString()}`;
document.getElementById('log').innerHTML = `
video: ${ui.camera.name} | facing: ${ui.camera.facing} | screen: ${window.innerWidth} x ${window.innerHeight} camera: ${ui.camera.width} x ${ui.camera.height} ${processing}<br>
backend: ${backend} | ${memory}<br>
@ -469,13 +461,17 @@ function webWorker(input, image, canvas, timestamp) {
if (document.getElementById('gl-bench')) document.getElementById('gl-bench').style.display = ui.bench ? 'block' : 'none';
lastDetectedResult = msg.data.result;
if (msg.data.image) {
lastDetectedResult.canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(msg.data.width, msg.data.height) : document.createElement('canvas');
lastDetectedResult.canvas.width = msg.data.width;
lastDetectedResult.canvas.height = msg.data.height;
if (msg.data.image) { // we dont really need canvas since we draw from video
/*
if (!lastDetectedResult.canvas || lastDetectedResult.canvas.width !== msg.data.width || lastDetectedResult.canvas.height !== msg.data.height) {
lastDetectedResult.canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(msg.data.width, msg.data.height) : document.createElement('canvas');
lastDetectedResult.canvas.width = msg.data.width;
lastDetectedResult.canvas.height = msg.data.height;
}
const ctx = lastDetectedResult.canvas.getContext('2d');
const imageData = new ImageData(new Uint8ClampedArray(msg.data.image), msg.data.width, msg.data.height);
ctx.putImageData(imageData, 0, 0);
*/
}
ui.framesDetect++;
@ -508,10 +504,12 @@ function runHumanDetect(input, canvas, timestamp) {
if (ui.hintsThread) clearInterval(ui.hintsThread);
if (ui.useWorker && human.env.offscreen) {
// get image data from video as we cannot send html objects to webworker
const offscreen = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(canvas.width, canvas.height) : document.createElement('canvas');
offscreen.width = canvas.width;
offscreen.height = canvas.height;
const ctx = offscreen.getContext('2d');
if (!ui.transferCanvas || ui.transferCanvas.width !== canvas.width || ui.transferCanvas.height || canvas.height) {
ui.transferCanvas = document.createElement('canvas');
ui.transferCanvas.width = canvas.width;
ui.transferCanvas.height = canvas.height;
}
const ctx = ui.transferCanvas.getContext('2d');
ctx.drawImage(input, 0, 0, canvas.width, canvas.height);
const data = ctx.getImageData(0, 0, canvas.width, canvas.height);
// perform detection in worker

63
dist/human.esm-nobundle.js vendored
View File

@ -178,8 +178,8 @@ var config = {
hand: {
enabled: true,
rotation: true,
skipFrames: 1,
minConfidence: 0.55,
skipFrames: 2,
minConfidence: 0.5,
iouThreshold: 0.2,
maxDetected: -1,
landmarks: true,
@ -238,7 +238,7 @@ var version9 = {
};
// package.json
var version10 = "2.3.1";
var version10 = "2.3.2";
// src/image/imagefx.ts
function GLProgram(gl, vertexSource, fragmentSource) {
@ -1038,6 +1038,7 @@ async function set(obj) {
var maxSize = 2048;
var inCanvas = null;
var outCanvas = null;
var tmpCanvas = null;
var fx;
function canvas(width, height) {
let c;
@ -1075,12 +1076,13 @@ function process2(input, config3, getTensor = true) {
throw new Error("input type is not recognized");
}
if (input instanceof tfjs_esm_exports.Tensor) {
if (input["isDisposedInternal"])
if (input["isDisposedInternal"]) {
throw new Error("input tensor is disposed");
else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3)
throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input.shape}`);
else
} else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3) {
throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input["shape"]}`);
} else {
return { tensor: tfjs_esm_exports.clone(input), canvas: config3.filter.return ? outCanvas : null };
}
} else {
if (typeof input["readyState"] !== "undefined" && input["readyState"] <= 2) {
if (config3.debug)
@ -1181,22 +1183,24 @@ function process2(input, config3, getTensor = true) {
pixels = tfjs_esm_exports.browser ? tfjs_esm_exports.browser.fromPixels(input) : null;
} else {
depth = input["data"].length / input["height"] / input["width"];
const arr = new Uint8Array(input["data"]["buffer"]);
const arr = Uint8Array.from(input["data"]);
pixels = tfjs_esm_exports.tensor(arr, [input["height"], input["width"], depth], "float32");
}
} else {
if (!tmpCanvas || outCanvas.width !== tmpCanvas.width || (outCanvas == null ? void 0 : outCanvas.height) !== (tmpCanvas == null ? void 0 : tmpCanvas.height))
tmpCanvas = canvas(outCanvas.width, outCanvas.height);
if (tfjs_esm_exports.browser && env2.browser) {
if (config3.backend === "webgl" || config3.backend === "humangl" || config3.backend === "webgpu") {
pixels = tfjs_esm_exports.browser.fromPixels(outCanvas);
} else {
const tempCanvas = copy(outCanvas);
pixels = tfjs_esm_exports.browser.fromPixels(tempCanvas);
tmpCanvas = copy(outCanvas);
pixels = tfjs_esm_exports.browser.fromPixels(tmpCanvas);
}
} else {
const tempCanvas = copy(outCanvas);
const tempCtx = tempCanvas.getContext("2d");
const tempData = tempCtx.getImageData(0, 0, targetWidth, targetHeight);
depth = input["data"].length / targetWidth / targetHeight;
depth = tempData.data.length / targetWidth / targetHeight;
const arr = new Uint8Array(tempData.data.buffer);
pixels = tfjs_esm_exports.tensor(arr, [targetWidth, targetHeight, depth]);
}
@ -4637,7 +4641,7 @@ function generateAnchors(inputSize8) {
const anchorY = stride * (gridY + 0.5);
for (let gridX = 0; gridX < gridCols; gridX++) {
const anchorX = stride * (gridX + 0.5);
for (let n2 = 0; n2 < anchorsNum; n2++)
for (let n = 0; n < anchorsNum; n++)
anchors4.push([anchorX, anchorY]);
}
}
@ -4662,8 +4666,8 @@ function transformRawCoords(rawCoords, box5, angle, rotationMatrix, inputSize8)
]);
}
function correctFaceRotation(box5, input, inputSize8) {
const [indexOfMouth, indexOfForehead] = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
const angle = computeRotation(box5.landmarks[indexOfMouth], box5.landmarks[indexOfForehead]);
const symmetryLine = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
const angle = computeRotation(box5.landmarks[symmetryLine[0]], box5.landmarks[symmetryLine[1]]);
const faceCenter = getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint });
const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];
const rotated = tfjs_esm_exports.image.rotateWithOffset(input, angle, 0, faceCenterNormalized);
@ -9305,9 +9309,10 @@ var models = [null, null];
var modelOutputNodes = ["StatefulPartitionedCall/Postprocessor/Slice", "StatefulPartitionedCall/Postprocessor/ExpandDims_1"];
var inputSize4 = [[0, 0], [0, 0]];
var classes = ["hand", "fist", "pinch", "point", "face", "tip", "pinchtip"];
var faceIndex = 4;
var boxExpandFact = 1.6;
var maxDetectorResolution = 512;
var detectorExpandFact = 1.2;
var detectorExpandFact = 1.4;
var skipped4 = 0;
var outputSize = [0, 0];
var cache = {
@ -9371,9 +9376,10 @@ async function detectHands(input, config3) {
t.boxes = tfjs_esm_exports.squeeze(t.rawBoxes, [0, 2]);
t.scores = tfjs_esm_exports.squeeze(t.rawScores, [0]);
const classScores = tfjs_esm_exports.unstack(t.scores, 1);
classScores.splice(4, 1);
tfjs_esm_exports.dispose(classScores[faceIndex]);
classScores.splice(faceIndex, 1);
t.filtered = tfjs_esm_exports.stack(classScores, 1);
tfjs_esm_exports.dispose(...classScores);
tfjs_esm_exports.dispose(classScores);
t.max = tfjs_esm_exports.max(t.filtered, 1);
t.argmax = tfjs_esm_exports.argMax(t.filtered, 1);
let id = 0;
@ -9383,12 +9389,12 @@ async function detectHands(input, config3) {
const classNum = await t.argmax.data();
for (const nmsIndex of Array.from(nms)) {
const boxSlice = tfjs_esm_exports.slice(t.boxes, nmsIndex, 1);
const boxData = await boxSlice.data();
const boxYX = await boxSlice.data();
tfjs_esm_exports.dispose(boxSlice);
const boxSquareSize = Math.max(boxData[3] - boxData[1], boxData[2] - boxData[0]);
const boxRaw = scale([boxData[1], boxData[0], boxSquareSize, boxSquareSize], detectorExpandFact);
const boxData = [boxYX[1], boxYX[0], boxYX[3] - boxYX[1], boxYX[2] - boxYX[0]];
const boxRaw = scale(boxData, detectorExpandFact);
const boxCrop = crop(boxRaw);
const boxFull = [Math.trunc(boxData[1] * outputSize[0]), Math.trunc(boxData[0] * outputSize[1]), Math.trunc((boxData[3] - boxData[1]) * outputSize[0]), Math.trunc((boxData[2] - boxData[0]) * outputSize[1])];
const boxFull = [Math.trunc(boxData[0] * outputSize[0]), Math.trunc(boxData[1] * outputSize[1]), Math.trunc(boxData[2] * outputSize[0]), Math.trunc(boxData[3] * outputSize[1])];
const score = scores[nmsIndex];
const label = classes[classNum[nmsIndex]];
const hand3 = { id: id++, score, box: boxFull, boxRaw, boxCrop, label };
@ -9427,10 +9433,9 @@ async function detectFingers(input, h, config3) {
const coordsData = await t.reshaped.array();
const coordsRaw = coordsData.map((kpt4) => [kpt4[0] / inputSize4[1][1], kpt4[1] / inputSize4[1][0], kpt4[2] || 0]);
const coordsNorm = coordsRaw.map((kpt4) => [kpt4[0] * h.boxRaw[2], kpt4[1] * h.boxRaw[3], kpt4[2] || 0]);
console.log(outputSize, h.box);
hand3.keypoints = coordsNorm.map((kpt4) => [
outputSize[0] * kpt4[0] + h.box[0],
outputSize[1] * kpt4[1] + h.box[1],
outputSize[0] * (kpt4[0] + h.boxRaw[0]),
outputSize[1] * (kpt4[1] + h.boxRaw[1]),
kpt4[2] || 0
]);
hand3.landmarks = analyze(hand3.keypoints);
@ -9442,28 +9447,21 @@ async function detectFingers(input, h, config3) {
}
return hand3;
}
var n = 0;
async function predict6(input, config3) {
var _a, _b;
n++;
if (!models[0] || !models[1] || !((_a = models[0]) == null ? void 0 : _a.inputs[0].shape) || !((_b = models[1]) == null ? void 0 : _b.inputs[0].shape))
return [];
outputSize = [input.shape[2] || 0, input.shape[1] || 0];
skipped4++;
if (config3.skipFrame && skipped4 <= (config3.hand.skipFrames || 0)) {
console.log(n, "SKIP", { results: cache.hands.length });
return cache.hands;
}
return new Promise(async (resolve) => {
console.log(n, "DETECT", { skipped: skipped4, hands: cache.hands.length, boxes: cache.boxes.length });
if (config3.skipFrame && skipped4 <= 10 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
if (config3.skipFrame && skipped4 < 5 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config3)));
console.log(n, "HANDS", { hands: cache.hands.length });
} else {
cache.boxes = await detectHands(input, config3);
console.log(n, "BOXES", { hands: cache.boxes.length });
cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config3)));
console.log(n, "HANDS", { hands: cache.hands.length });
skipped4 = 0;
}
const oldCache = [...cache.boxes];
@ -9478,7 +9476,6 @@ async function predict6(input, config3) {
cache.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
}
}
console.log(n, "CACHED", { hands: cache.boxes.length });
}
resolve(cache.hands);
});

4
dist/human.esm-nobundle.js.map vendored
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File diff suppressed because one or more lines are too long

263
dist/human.esm.js vendored
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@ -174,8 +174,8 @@ var config = {
hand: {
enabled: true,
rotation: true,
skipFrames: 1,
minConfidence: 0.55,
skipFrames: 2,
minConfidence: 0.5,
iouThreshold: 0.2,
maxDetected: -1,
landmarks: true,
@ -1606,20 +1606,20 @@ var require_alea = __commonJS({
return prng;
}
function Mash() {
var n2 = 4022871197;
var n = 4022871197;
var mash = function(data) {
data = data.toString();
for (var i = 0; i < data.length; i++) {
n2 += data.charCodeAt(i);
var h = 0.02519603282416938 * n2;
n2 = h >>> 0;
h -= n2;
h *= n2;
n2 = h >>> 0;
h -= n2;
n2 += h * 4294967296;
n += data.charCodeAt(i);
var h = 0.02519603282416938 * n;
n = h >>> 0;
h -= n;
h *= n;
n = h >>> 0;
h -= n;
n += h * 4294967296;
}
return (n2 >>> 0) * 23283064365386963e-26;
return (n >>> 0) * 23283064365386963e-26;
};
return mash;
}
@ -2053,18 +2053,18 @@ var require_seedrandom = __commonJS({
var shortseed = mixkey(flatten4(options3.entropy ? [seed, tostring(pool3)] : seed == null ? autoseed() : seed, 3), key);
var arc4 = new ARC4(key);
var prng = function() {
var n2 = arc4.g(chunks), d = startdenom, x = 0;
while (n2 < significance) {
n2 = (n2 + x) * width;
var n = arc4.g(chunks), d = startdenom, x = 0;
while (n < significance) {
n = (n + x) * width;
d *= width;
x = arc4.g(1);
}
while (n2 >= overflow) {
n2 /= 2;
while (n >= overflow) {
n /= 2;
d /= 2;
x >>>= 1;
}
return (n2 + x) / d;
return (n + x) / d;
};
prng.int32 = function() {
return arc4.g(4) | 0;
@ -2246,20 +2246,20 @@ var require_alea2 = __commonJS({
return prng;
}
function Mash() {
var n2 = 4022871197;
var n = 4022871197;
var mash = function(data) {
data = String(data);
for (var i = 0; i < data.length; i++) {
n2 += data.charCodeAt(i);
var h = 0.02519603282416938 * n2;
n2 = h >>> 0;
h -= n2;
h *= n2;
n2 = h >>> 0;
h -= n2;
n2 += h * 4294967296;
n += data.charCodeAt(i);
var h = 0.02519603282416938 * n;
n = h >>> 0;
h -= n;
h *= n;
n = h >>> 0;
h -= n;
n += h * 4294967296;
}
return (n2 >>> 0) * 23283064365386963e-26;
return (n >>> 0) * 23283064365386963e-26;
};
return mash;
}
@ -2689,18 +2689,18 @@ var require_seedrandom3 = __commonJS({
var shortseed = mixkey(flatten4(options3.entropy ? [seed, tostring(pool3)] : seed == null ? autoseed() : seed, 3), key);
var arc4 = new ARC4(key);
var prng = function() {
var n2 = arc4.g(chunks), d = startdenom, x = 0;
while (n2 < significance) {
n2 = (n2 + x) * width;
var n = arc4.g(chunks), d = startdenom, x = 0;
while (n < significance) {
n = (n + x) * width;
d *= width;
x = arc4.g(1);
}
while (n2 >= overflow) {
n2 /= 2;
while (n >= overflow) {
n /= 2;
d /= 2;
x >>>= 1;
}
return (n2 + x) / d;
return (n + x) / d;
};
prng.int32 = function() {
return arc4.g(4) | 0;
@ -4200,8 +4200,8 @@ var require_tfjs_backend_wasm_threaded_simd = __commonJS({
function __webgl_enable_WEBGL_draw_buffers(ctx) {
var ext = ctx.getExtension("WEBGL_draw_buffers");
if (ext) {
ctx["drawBuffers"] = function(n2, bufs) {
ext["drawBuffersWEBGL"](n2, bufs);
ctx["drawBuffers"] = function(n, bufs) {
ext["drawBuffersWEBGL"](n, bufs);
};
return 1;
}
@ -4294,8 +4294,8 @@ var require_tfjs_backend_wasm_threaded_simd = __commonJS({
utable[name] = [u.size, id];
GL.uniforms[id] = loc;
for (var j = 1; j < u.size; ++j) {
var n2 = name + "[" + j + "]";
loc = GLctx.getUniformLocation(p2, n2);
var n = name + "[" + j + "]";
loc = GLctx.getUniformLocation(p2, n);
id = GL.getNewId(GL.uniforms);
GL.uniforms[id] = loc;
}
@ -6401,9 +6401,9 @@ function sizeToSquarishShape(size2) {
const width = Math.ceil(Math.sqrt(size2));
return [width, Math.ceil(size2 / width)];
}
function createShuffledIndices(n2) {
const shuffledIndices = new Uint32Array(n2);
for (let i = 0; i < n2; ++i) {
function createShuffledIndices(n) {
const shuffledIndices = new Uint32Array(n);
for (let i = 0; i < n; ++i) {
shuffledIndices[i] = i;
}
shuffle(shuffledIndices);
@ -7559,13 +7559,13 @@ function tensorToString(vals, shape, dtype, verbose) {
return lines2.join("\n");
}
function computeMaxSizePerColumn(vals, shape, dtype, strides) {
const n2 = sizeFromShape(shape);
const n = sizeFromShape(shape);
const numCols = strides[strides.length - 1];
const padPerCol = new Array(numCols).fill(0);
const rank = shape.length;
const valuesOrTuples = dtype === "complex64" ? createComplexTuples(vals) : vals;
if (rank > 1) {
for (let row = 0; row < n2 / numCols; row++) {
for (let row = 0; row < n / numCols; row++) {
const offset = row * numCols;
for (let j = 0; j < numCols; j++) {
padPerCol[j] = Math.max(padPerCol[j], valToString(valuesOrTuples[offset + j], 0, dtype).length);
@ -7670,8 +7670,8 @@ var TensorBuffer = class {
this.shape = shape.slice();
this.size = sizeFromShape(shape);
if (values != null) {
const n2 = values.length;
assert(n2 === this.size, () => `Length of values '${n2}' does not match the size inferred by the shape '${this.size}'.`);
const n = values.length;
assert(n === this.size, () => `Length of values '${n}' does not match the size inferred by the shape '${this.size}'.`);
}
if (dtype === "complex64") {
throw new Error(`complex64 dtype TensorBuffers are not supported. Please create a TensorBuffer for the real and imaginary parts separately and call tf.complex(real, imag).`);
@ -11895,7 +11895,7 @@ function broadcastTo_(x, shape) {
throw new Error(`broadcastTo(): [${xShape}] cannot be broadcast to [${shape}].`);
}
}
const axes = reps.map((n2, i) => n2 > 1 ? i : -1).filter((i) => i >= 0);
const axes = reps.map((n, i) => n > 1 ? i : -1).filter((i) => i >= 0);
if (axes.length === 0) {
return clone(input2);
}
@ -12352,8 +12352,8 @@ function eye_(numRows, numColumns, batchShape, dtype = "float32") {
numColumns = numRows;
}
const buff = buffer([numRows, numColumns], dtype);
const n2 = numRows <= numColumns ? numRows : numColumns;
for (let i = 0; i < n2; ++i) {
const n = numRows <= numColumns ? numRows : numColumns;
for (let i = 0; i < n; ++i) {
buff.set(1, i, i);
}
const out = reshape(buff.toTensor(), [numRows, numColumns]);
@ -14952,12 +14952,12 @@ function qr2d(x, fullMatrices = false) {
return ENGINE.tidy(() => {
assert(x.shape.length === 2, () => `qr2d() requires a 2D Tensor, but got a ${x.shape.length}D Tensor.`);
const m = x.shape[0];
const n2 = x.shape[1];
const n = x.shape[1];
let q = eye(m);
let r = clone(x);
const one2D = tensor2d([[1]], [1, 1]);
let w = clone(one2D);
const iters = m >= n2 ? n2 : m;
const iters = m >= n ? n : m;
for (let j = 0; j < iters; ++j) {
const rTemp = r;
const wTemp = w;
@ -14978,14 +14978,14 @@ function qr2d(x, fullMatrices = false) {
], 0);
}
const tau = neg(div(matMul(s, u1), normX));
const rjEndAll = slice(r, [j, 0], [m - j, n2]);
const rjEndAll = slice(r, [j, 0], [m - j, n]);
const tauTimesW = mul(tau, w);
const wT = transpose(w);
if (j === 0) {
r = sub(rjEndAll, matMul(tauTimesW, matMul(wT, rjEndAll)));
} else {
const rTimesTau = sub(rjEndAll, matMul(tauTimesW, matMul(wT, rjEndAll)));
r = concat([slice(r, [0, 0], [j, n2]), rTimesTau], 0);
r = concat([slice(r, [0, 0], [j, n]), rTimesTau], 0);
}
const tawTimesWT = transpose(tauTimesW);
const qAllJEnd = slice(q, [0, j], [m, q.shape[1] - j]);
@ -14999,9 +14999,9 @@ function qr2d(x, fullMatrices = false) {
});
dispose([rTemp, wTemp, qTemp]);
}
if (!fullMatrices && m > n2) {
q = slice(q, [0, 0], [m, n2]);
r = slice(r, [0, 0], [n2, n2]);
if (!fullMatrices && m > n) {
q = slice(q, [0, 0], [m, n]);
r = slice(r, [0, 0], [n, n]);
}
return [q, r];
});
@ -16320,18 +16320,18 @@ function assignToTypedArray(data, real5, imag5, index) {
data[index * 2] = real5;
data[index * 2 + 1] = imag5;
}
function exponents(n2, inverse) {
const real5 = new Float32Array(n2 / 2);
const imag5 = new Float32Array(n2 / 2);
for (let i = 0; i < Math.ceil(n2 / 2); i++) {
const x = (inverse ? 2 : -2) * Math.PI * (i / n2);
function exponents(n, inverse) {
const real5 = new Float32Array(n / 2);
const imag5 = new Float32Array(n / 2);
for (let i = 0; i < Math.ceil(n / 2); i++) {
const x = (inverse ? 2 : -2) * Math.PI * (i / n);
real5[i] = Math.cos(x);
imag5[i] = Math.sin(x);
}
return { real: real5, imag: imag5 };
}
function exponent(k, n2, inverse) {
const x = (inverse ? 2 : -2) * Math.PI * (k / n2);
function exponent(k, n, inverse) {
const x = (inverse ? 2 : -2) * Math.PI * (k / n);
const real5 = Math.cos(x);
const imag5 = Math.sin(x);
return { real: real5, imag: imag5 };
@ -19222,13 +19222,13 @@ function expandDims2(x, axis = -1) {
outShape.splice(axis, 0, 1);
return reshape(x, outShape);
}
function repeat(x, n2) {
function repeat(x, n) {
return tidy(() => {
if (x.shape.length !== 2) {
throw new ValueError(`repeat() expects a rank-2 tensor, but received a rank-${x.shape.length} tensor.`);
}
const y = expandDims2(x, 1);
return tile2(y, [1, n2, 1]);
return tile2(y, [1, n, 1]);
});
}
function flatten2(x) {
@ -19363,14 +19363,14 @@ function concatAlongFirstAxis(a, b) {
throw new ValueError(`concatAlongFirstAxis() received an unsupported tensor rank: ${a.rank}`);
}
}
function tile2(x, n2) {
if (!Array.isArray(n2)) {
n2 = [n2];
function tile2(x, n) {
if (!Array.isArray(n)) {
n = [n];
}
if (x.rank !== n2.length) {
throw new ValueError(`The length of input n (${n2.length}) does not match the number of dimensions in input x (${x.rank})`);
if (x.rank !== n.length) {
throw new ValueError(`The length of input n (${n.length}) does not match the number of dimensions in input x (${x.rank})`);
}
return tile(x, n2);
return tile(x, n);
}
function randomNormal2(shape, mean5 = 0, stddev = 1, dtype, seed) {
return randomNormal(shape, mean5, stddev, dtype, seed);
@ -21055,10 +21055,10 @@ var History = class extends BaseCallback {
}
}
const values = await Promise.all(promises);
for (let n2 = 0; n2 < values.length; ++n2) {
const tensorToDispose = this.history[keys[n2]][indices[n2]];
for (let n = 0; n < values.length; ++n) {
const tensorToDispose = this.history[keys[n]][indices[n]];
tensorToDispose.dispose();
this.history[keys[n2]][indices[n2]] = values[n2][0];
this.history[keys[n]][indices[n]] = values[n][0];
}
}
};
@ -22906,7 +22906,7 @@ async function fitDataset(model22, dataset, args) {
const outLabels = model22.getDedupedMetricsNames();
let callbackMetrics;
if (doValidation) {
callbackMetrics = outLabels.slice().concat(outLabels.map((n2) => "val_" + n2));
callbackMetrics = outLabels.slice().concat(outLabels.map((n) => "val_" + n));
} else {
callbackMetrics = outLabels.slice();
}
@ -23253,7 +23253,7 @@ async function fitTensors(model22, x, y, args = {}) {
if (doValidation) {
model22.makeTestFunction();
valFunction = model22.testFunction;
callbackMetrics = outLabels.slice().concat(outLabels.map((n2) => "val_" + n2));
callbackMetrics = outLabels.slice().concat(outLabels.map((n) => "val_" + n));
} else {
valFunction = null;
valIns = [];
@ -24933,17 +24933,17 @@ var Softmax3 = class extends Layer {
};
Softmax3.className = "Softmax";
serialization_exports.registerClass(Softmax3);
function normalizeArray(value, n2, name) {
function normalizeArray(value, n, name) {
if (typeof value === "number") {
return pyListRepeat(value, n2);
return pyListRepeat(value, n);
} else {
if (value.length !== n2) {
throw new ValueError(`The ${name} argument must be an integer or tuple of ${n2} integers. Received: ${value.length} elements.`);
if (value.length !== n) {
throw new ValueError(`The ${name} argument must be an integer or tuple of ${n} integers. Received: ${value.length} elements.`);
}
for (let i = 0; i < n2; ++i) {
for (let i = 0; i < n; ++i) {
const singleValue = value[i];
if (!isInteger(singleValue)) {
throw new ValueError(`The ${name} argument must be an integer or tuple of ${n2} integers. Received: ${JSON.stringify(value)} including a non-integer number ${singleValue}`);
throw new ValueError(`The ${name} argument must be an integer or tuple of ${n} integers. Received: ${JSON.stringify(value)} including a non-integer number ${singleValue}`);
}
}
return value;
@ -34738,10 +34738,10 @@ var executeOp15 = (node2, tensorMap, context) => {
switch (node2.op) {
case "ConcatV2":
case "Concat": {
const n2 = getParamValue("n", node2, tensorMap, context);
const n = getParamValue("n", node2, tensorMap, context);
const axis = getParamValue("axis", node2, tensorMap, context);
let inputs = getParamValue("tensors", node2, tensorMap, context);
inputs = inputs.slice(0, n2);
inputs = inputs.slice(0, n);
return [concat(inputs, axis)];
}
case "Gather": {
@ -35306,7 +35306,7 @@ var GraphExecutor = class {
throw new Error(`This execution contains the node '${dynamicNode.name}', which has the dynamic op '${dynamicNode.op}'. Please use model.executeAsync() instead. Alternatively, to avoid the dynamic ops, specify the inputs [${syncInputs}]`);
}
if (missingInputs.length > 0) {
const outNames = outputs.map((n2) => n2.name);
const outNames = outputs.map((n) => n.name);
const inNames = Object.keys(inputs);
throw new Error(`Cannot compute the outputs [${outNames}] from the provided inputs [${inNames}]. Missing the following inputs: [${missingInputs}]`);
}
@ -38666,8 +38666,8 @@ var StringNGramsOp = class {
const dataStartIndex = splitIndex + (leftPadding > 0 ? 0 : nGramIndex - padWidth);
let nGramSize = 0;
nGramSize += leftPadding * this.leftPad.length;
for (let n2 = 0; n2 < numTokens; ++n2) {
nGramSize += data[dataStartIndex + n2].length;
for (let n = 0; n < numTokens; ++n) {
nGramSize += data[dataStartIndex + n].length;
}
nGramSize += rightPadding * this.rightPad.length;
const numSeparators = leftPadding + rightPadding + numTokens - 1;
@ -38676,22 +38676,22 @@ var StringNGramsOp = class {
const nGram = output[outputStartIndex + nGramIndex];
let nextNGramIndex = 0;
const appendToNGram = (str) => str.forEach((value) => nGram[nextNGramIndex++] = value);
for (let n2 = 0; n2 < leftPadding; ++n2) {
for (let n = 0; n < leftPadding; ++n) {
appendToNGram(this.leftPad);
appendToNGram(this.separator);
}
for (let n2 = 0; n2 < numTokens - 1; ++n2) {
appendToNGram(data[dataStartIndex + n2]);
for (let n = 0; n < numTokens - 1; ++n) {
appendToNGram(data[dataStartIndex + n]);
appendToNGram(this.separator);
}
if (numTokens > 0) {
appendToNGram(data[dataStartIndex + numTokens - 1]);
for (let n2 = 0; n2 < rightPadding; ++n2) {
for (let n = 0; n < rightPadding; ++n) {
appendToNGram(this.separator);
appendToNGram(this.rightPad);
}
} else {
for (let n2 = 0; n2 < rightPadding - 1; ++n2) {
for (let n = 0; n < rightPadding - 1; ++n) {
appendToNGram(this.rightPad);
appendToNGram(this.separator);
}
@ -38872,13 +38872,13 @@ var comparePair = (a, b) => {
function select(array2, k, left = 0, right = array2.length - 1) {
while (right > left) {
if (right - left > 600) {
const n2 = right - left + 1;
const n = right - left + 1;
const i2 = k - left + 1;
const z = Math.log(n2);
const z = Math.log(n);
const s = 0.5 * Math.exp(2 * z / 3);
const sd = 0.5 * Math.sqrt(z * s * (n2 - s) / n2) * Math.sign(i2 - n2 / 2);
const newLeft = Math.max(left, Math.floor(k - i2 * s / n2 + sd));
const newRight = Math.min(right, Math.floor(k + (n2 - i2) * s / n2 + sd));
const sd = 0.5 * Math.sqrt(z * s * (n - s) / n) * Math.sign(i2 - n / 2);
const newLeft = Math.max(left, Math.floor(k - i2 * s / n + sd));
const newRight = Math.min(right, Math.floor(k + (n - i2) * s / n + sd));
select(array2, k, newLeft, newRight);
}
const t = array2[k];
@ -38967,8 +38967,8 @@ function uniqueImpl(values, axis, shape, dtype) {
} else {
const axisValues = [];
for (let m = 0; m < newShape[0]; m++) {
for (let n2 = 0; n2 < newShape[2]; n2++) {
axisValues.push(inputBuffer.get(m, i, n2));
for (let n = 0; n < newShape[2]; n++) {
axisValues.push(inputBuffer.get(m, i, n));
}
}
element = axisValues.join(",");
@ -38987,8 +38987,8 @@ function uniqueImpl(values, axis, shape, dtype) {
const outputBuffer = new TensorBuffer(outputTmpShape, dtype);
uniqueIndices.forEach((uniqueElementIndex, i) => {
for (let m = 0; m < newShape[0]; m++) {
for (let n2 = 0; n2 < newShape[2]; n2++) {
outputBuffer.set(inputBuffer.get(m, uniqueElementIndex, n2), m, i, n2);
for (let n = 0; n < newShape[2]; n++) {
outputBuffer.set(inputBuffer.get(m, uniqueElementIndex, n), m, i, n);
}
}
});
@ -44037,8 +44037,8 @@ function getTextureShapeFromLogicalShape(logShape, isPacked = false) {
return util_exports.sizeToSquarishShape(size2);
}
}
function isEven(n2) {
return n2 % 2 === 0;
function isEven(n) {
return n % 2 === 0;
}
function isReshapeFree(shape1, shape2) {
shape1 = shape1.slice(-2);
@ -67727,7 +67727,7 @@ var version92 = {
};
// package.json
var version6 = "2.3.1";
var version6 = "2.3.2";
// src/image/imagefx.ts
function GLProgram(gl, vertexSource, fragmentSource) {
@ -68527,6 +68527,7 @@ async function set(obj) {
var maxSize = 2048;
var inCanvas = null;
var outCanvas = null;
var tmpCanvas = null;
var fx;
function canvas(width, height) {
let c;
@ -68564,12 +68565,13 @@ function process2(input2, config3, getTensor2 = true) {
throw new Error("input type is not recognized");
}
if (input2 instanceof Tensor) {
if (input2["isDisposedInternal"])
if (input2["isDisposedInternal"]) {
throw new Error("input tensor is disposed");
else if (!input2.shape || input2.shape.length !== 4 || input2.shape[0] !== 1 || input2.shape[3] !== 3)
throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input2.shape}`);
else
} else if (!input2.shape || input2.shape.length !== 4 || input2.shape[0] !== 1 || input2.shape[3] !== 3) {
throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input2["shape"]}`);
} else {
return { tensor: clone(input2), canvas: config3.filter.return ? outCanvas : null };
}
} else {
if (typeof input2["readyState"] !== "undefined" && input2["readyState"] <= 2) {
if (config3.debug)
@ -68670,22 +68672,24 @@ function process2(input2, config3, getTensor2 = true) {
pixels = browser_exports ? browser_exports.fromPixels(input2) : null;
} else {
depth = input2["data"].length / input2["height"] / input2["width"];
const arr = new Uint8Array(input2["data"]["buffer"]);
const arr = Uint8Array.from(input2["data"]);
pixels = tensor(arr, [input2["height"], input2["width"], depth], "float32");
}
} else {
if (!tmpCanvas || outCanvas.width !== tmpCanvas.width || (outCanvas == null ? void 0 : outCanvas.height) !== (tmpCanvas == null ? void 0 : tmpCanvas.height))
tmpCanvas = canvas(outCanvas.width, outCanvas.height);
if (browser_exports && env2.browser) {
if (config3.backend === "webgl" || config3.backend === "humangl" || config3.backend === "webgpu") {
pixels = browser_exports.fromPixels(outCanvas);
} else {
const tempCanvas = copy(outCanvas);
pixels = browser_exports.fromPixels(tempCanvas);
tmpCanvas = copy(outCanvas);
pixels = browser_exports.fromPixels(tmpCanvas);
}
} else {
const tempCanvas = copy(outCanvas);
const tempCtx = tempCanvas.getContext("2d");
const tempData = tempCtx.getImageData(0, 0, targetWidth, targetHeight);
depth = input2["data"].length / targetWidth / targetHeight;
depth = tempData.data.length / targetWidth / targetHeight;
const arr = new Uint8Array(tempData.data.buffer);
pixels = tensor(arr, [targetWidth, targetHeight, depth]);
}
@ -72126,7 +72130,7 @@ function generateAnchors(inputSize8) {
const anchorY = stride * (gridY + 0.5);
for (let gridX = 0; gridX < gridCols; gridX++) {
const anchorX = stride * (gridX + 0.5);
for (let n2 = 0; n2 < anchorsNum; n2++)
for (let n = 0; n < anchorsNum; n++)
anchors4.push([anchorX, anchorY]);
}
}
@ -72151,8 +72155,8 @@ function transformRawCoords(rawCoords, box5, angle, rotationMatrix, inputSize8)
]);
}
function correctFaceRotation(box5, input2, inputSize8) {
const [indexOfMouth, indexOfForehead] = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
const angle = computeRotation(box5.landmarks[indexOfMouth], box5.landmarks[indexOfForehead]);
const symmetryLine = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
const angle = computeRotation(box5.landmarks[symmetryLine[0]], box5.landmarks[symmetryLine[1]]);
const faceCenter = getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint });
const faceCenterNormalized = [faceCenter[0] / input2.shape[2], faceCenter[1] / input2.shape[1]];
const rotated = image.rotateWithOffset(input2, angle, 0, faceCenterNormalized);
@ -76794,9 +76798,10 @@ var models = [null, null];
var modelOutputNodes = ["StatefulPartitionedCall/Postprocessor/Slice", "StatefulPartitionedCall/Postprocessor/ExpandDims_1"];
var inputSize4 = [[0, 0], [0, 0]];
var classes = ["hand", "fist", "pinch", "point", "face", "tip", "pinchtip"];
var faceIndex = 4;
var boxExpandFact = 1.6;
var maxDetectorResolution = 512;
var detectorExpandFact = 1.2;
var detectorExpandFact = 1.4;
var skipped4 = 0;
var outputSize = [0, 0];
var cache = {
@ -76860,9 +76865,10 @@ async function detectHands(input2, config3) {
t.boxes = squeeze(t.rawBoxes, [0, 2]);
t.scores = squeeze(t.rawScores, [0]);
const classScores = unstack(t.scores, 1);
classScores.splice(4, 1);
dispose(classScores[faceIndex]);
classScores.splice(faceIndex, 1);
t.filtered = stack(classScores, 1);
dispose(...classScores);
dispose(classScores);
t.max = max(t.filtered, 1);
t.argmax = argMax(t.filtered, 1);
let id = 0;
@ -76872,12 +76878,12 @@ async function detectHands(input2, config3) {
const classNum = await t.argmax.data();
for (const nmsIndex of Array.from(nms)) {
const boxSlice = slice(t.boxes, nmsIndex, 1);
const boxData = await boxSlice.data();
const boxYX = await boxSlice.data();
dispose(boxSlice);
const boxSquareSize = Math.max(boxData[3] - boxData[1], boxData[2] - boxData[0]);
const boxRaw = scale2([boxData[1], boxData[0], boxSquareSize, boxSquareSize], detectorExpandFact);
const boxData = [boxYX[1], boxYX[0], boxYX[3] - boxYX[1], boxYX[2] - boxYX[0]];
const boxRaw = scale2(boxData, detectorExpandFact);
const boxCrop = crop(boxRaw);
const boxFull = [Math.trunc(boxData[1] * outputSize[0]), Math.trunc(boxData[0] * outputSize[1]), Math.trunc((boxData[3] - boxData[1]) * outputSize[0]), Math.trunc((boxData[2] - boxData[0]) * outputSize[1])];
const boxFull = [Math.trunc(boxData[0] * outputSize[0]), Math.trunc(boxData[1] * outputSize[1]), Math.trunc(boxData[2] * outputSize[0]), Math.trunc(boxData[3] * outputSize[1])];
const score = scores[nmsIndex];
const label = classes[classNum[nmsIndex]];
const hand3 = { id: id++, score, box: boxFull, boxRaw, boxCrop, label };
@ -76916,10 +76922,9 @@ async function detectFingers(input2, h, config3) {
const coordsData = await t.reshaped.array();
const coordsRaw = coordsData.map((kpt4) => [kpt4[0] / inputSize4[1][1], kpt4[1] / inputSize4[1][0], kpt4[2] || 0]);
const coordsNorm = coordsRaw.map((kpt4) => [kpt4[0] * h.boxRaw[2], kpt4[1] * h.boxRaw[3], kpt4[2] || 0]);
console.log(outputSize, h.box);
hand3.keypoints = coordsNorm.map((kpt4) => [
outputSize[0] * kpt4[0] + h.box[0],
outputSize[1] * kpt4[1] + h.box[1],
outputSize[0] * (kpt4[0] + h.boxRaw[0]),
outputSize[1] * (kpt4[1] + h.boxRaw[1]),
kpt4[2] || 0
]);
hand3.landmarks = analyze(hand3.keypoints);
@ -76931,28 +76936,21 @@ async function detectFingers(input2, h, config3) {
}
return hand3;
}
var n = 0;
async function predict6(input2, config3) {
var _a, _b;
n++;
if (!models[0] || !models[1] || !((_a = models[0]) == null ? void 0 : _a.inputs[0].shape) || !((_b = models[1]) == null ? void 0 : _b.inputs[0].shape))
return [];
outputSize = [input2.shape[2] || 0, input2.shape[1] || 0];
skipped4++;
if (config3.skipFrame && skipped4 <= (config3.hand.skipFrames || 0)) {
console.log(n, "SKIP", { results: cache.hands.length });
return cache.hands;
}
return new Promise(async (resolve) => {
console.log(n, "DETECT", { skipped: skipped4, hands: cache.hands.length, boxes: cache.boxes.length });
if (config3.skipFrame && skipped4 <= 10 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
if (config3.skipFrame && skipped4 < 5 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input2, handBox, config3)));
console.log(n, "HANDS", { hands: cache.hands.length });
} else {
cache.boxes = await detectHands(input2, config3);
console.log(n, "BOXES", { hands: cache.boxes.length });
cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input2, handBox, config3)));
console.log(n, "HANDS", { hands: cache.hands.length });
skipped4 = 0;
}
const oldCache = [...cache.boxes];
@ -76967,7 +76965,6 @@ async function predict6(input2, config3) {
cache.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
}
}
console.log(n, "CACHED", { hands: cache.boxes.length });
}
resolve(cache.hands);
});

4
dist/human.esm.js.map vendored
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652
dist/human.js vendored
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File diff suppressed because one or more lines are too long

63
dist/human.node-gpu.js vendored
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@ -221,8 +221,8 @@ var config = {
hand: {
enabled: true,
rotation: true,
skipFrames: 1,
minConfidence: 0.55,
skipFrames: 2,
minConfidence: 0.5,
iouThreshold: 0.2,
maxDetected: -1,
landmarks: true,
@ -252,7 +252,7 @@ var config = {
var tf26 = __toModule(require_tfjs_esm());
// package.json
var version = "2.3.1";
var version = "2.3.2";
// src/tfjs/humangl.ts
var tf22 = __toModule(require_tfjs_esm());
@ -1059,6 +1059,7 @@ async function set(obj) {
var maxSize = 2048;
var inCanvas = null;
var outCanvas = null;
var tmpCanvas = null;
var fx;
function canvas(width, height) {
let c;
@ -1096,12 +1097,13 @@ function process2(input, config3, getTensor = true) {
throw new Error("input type is not recognized");
}
if (input instanceof tf2.Tensor) {
if (input["isDisposedInternal"])
if (input["isDisposedInternal"]) {
throw new Error("input tensor is disposed");
else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3)
throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input.shape}`);
else
} else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3) {
throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input["shape"]}`);
} else {
return { tensor: tf2.clone(input), canvas: config3.filter.return ? outCanvas : null };
}
} else {
if (typeof input["readyState"] !== "undefined" && input["readyState"] <= 2) {
if (config3.debug)
@ -1202,22 +1204,24 @@ function process2(input, config3, getTensor = true) {
pixels = tf2.browser ? tf2.browser.fromPixels(input) : null;
} else {
depth = input["data"].length / input["height"] / input["width"];
const arr = new Uint8Array(input["data"]["buffer"]);
const arr = Uint8Array.from(input["data"]);
pixels = tf2.tensor(arr, [input["height"], input["width"], depth], "float32");
}
} else {
if (!tmpCanvas || outCanvas.width !== tmpCanvas.width || (outCanvas == null ? void 0 : outCanvas.height) !== (tmpCanvas == null ? void 0 : tmpCanvas.height))
tmpCanvas = canvas(outCanvas.width, outCanvas.height);
if (tf2.browser && env2.browser) {
if (config3.backend === "webgl" || config3.backend === "humangl" || config3.backend === "webgpu") {
pixels = tf2.browser.fromPixels(outCanvas);
} else {
const tempCanvas = copy(outCanvas);
pixels = tf2.browser.fromPixels(tempCanvas);
tmpCanvas = copy(outCanvas);
pixels = tf2.browser.fromPixels(tmpCanvas);
}
} else {
const tempCanvas = copy(outCanvas);
const tempCtx = tempCanvas.getContext("2d");
const tempData = tempCtx.getImageData(0, 0, targetWidth, targetHeight);
depth = input["data"].length / targetWidth / targetHeight;
depth = tempData.data.length / targetWidth / targetHeight;
const arr = new Uint8Array(tempData.data.buffer);
pixels = tf2.tensor(arr, [targetWidth, targetHeight, depth]);
}
@ -4664,7 +4668,7 @@ function generateAnchors(inputSize8) {
const anchorY = stride * (gridY + 0.5);
for (let gridX = 0; gridX < gridCols; gridX++) {
const anchorX = stride * (gridX + 0.5);
for (let n2 = 0; n2 < anchorsNum; n2++)
for (let n = 0; n < anchorsNum; n++)
anchors4.push([anchorX, anchorY]);
}
}
@ -4689,8 +4693,8 @@ function transformRawCoords(rawCoords, box5, angle, rotationMatrix, inputSize8)
]);
}
function correctFaceRotation(box5, input, inputSize8) {
const [indexOfMouth, indexOfForehead] = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
const angle = computeRotation(box5.landmarks[indexOfMouth], box5.landmarks[indexOfForehead]);
const symmetryLine = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
const angle = computeRotation(box5.landmarks[symmetryLine[0]], box5.landmarks[symmetryLine[1]]);
const faceCenter = getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint });
const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];
const rotated = tf3.image.rotateWithOffset(input, angle, 0, faceCenterNormalized);
@ -9352,9 +9356,10 @@ var models = [null, null];
var modelOutputNodes = ["StatefulPartitionedCall/Postprocessor/Slice", "StatefulPartitionedCall/Postprocessor/ExpandDims_1"];
var inputSize4 = [[0, 0], [0, 0]];
var classes = ["hand", "fist", "pinch", "point", "face", "tip", "pinchtip"];
var faceIndex = 4;
var boxExpandFact = 1.6;
var maxDetectorResolution = 512;
var detectorExpandFact = 1.2;
var detectorExpandFact = 1.4;
var skipped4 = 0;
var outputSize = [0, 0];
var cache = {
@ -9418,9 +9423,10 @@ async function detectHands(input, config3) {
t.boxes = tf14.squeeze(t.rawBoxes, [0, 2]);
t.scores = tf14.squeeze(t.rawScores, [0]);
const classScores = tf14.unstack(t.scores, 1);
classScores.splice(4, 1);
tf14.dispose(classScores[faceIndex]);
classScores.splice(faceIndex, 1);
t.filtered = tf14.stack(classScores, 1);
tf14.dispose(...classScores);
tf14.dispose(classScores);
t.max = tf14.max(t.filtered, 1);
t.argmax = tf14.argMax(t.filtered, 1);
let id = 0;
@ -9430,12 +9436,12 @@ async function detectHands(input, config3) {
const classNum = await t.argmax.data();
for (const nmsIndex of Array.from(nms)) {
const boxSlice = tf14.slice(t.boxes, nmsIndex, 1);
const boxData = await boxSlice.data();
const boxYX = await boxSlice.data();
tf14.dispose(boxSlice);
const boxSquareSize = Math.max(boxData[3] - boxData[1], boxData[2] - boxData[0]);
const boxRaw = scale([boxData[1], boxData[0], boxSquareSize, boxSquareSize], detectorExpandFact);
const boxData = [boxYX[1], boxYX[0], boxYX[3] - boxYX[1], boxYX[2] - boxYX[0]];
const boxRaw = scale(boxData, detectorExpandFact);
const boxCrop = crop(boxRaw);
const boxFull = [Math.trunc(boxData[1] * outputSize[0]), Math.trunc(boxData[0] * outputSize[1]), Math.trunc((boxData[3] - boxData[1]) * outputSize[0]), Math.trunc((boxData[2] - boxData[0]) * outputSize[1])];
const boxFull = [Math.trunc(boxData[0] * outputSize[0]), Math.trunc(boxData[1] * outputSize[1]), Math.trunc(boxData[2] * outputSize[0]), Math.trunc(boxData[3] * outputSize[1])];
const score = scores[nmsIndex];
const label = classes[classNum[nmsIndex]];
const hand3 = { id: id++, score, box: boxFull, boxRaw, boxCrop, label };
@ -9474,10 +9480,9 @@ async function detectFingers(input, h, config3) {
const coordsData = await t.reshaped.array();
const coordsRaw = coordsData.map((kpt4) => [kpt4[0] / inputSize4[1][1], kpt4[1] / inputSize4[1][0], kpt4[2] || 0]);
const coordsNorm = coordsRaw.map((kpt4) => [kpt4[0] * h.boxRaw[2], kpt4[1] * h.boxRaw[3], kpt4[2] || 0]);
console.log(outputSize, h.box);
hand3.keypoints = coordsNorm.map((kpt4) => [
outputSize[0] * kpt4[0] + h.box[0],
outputSize[1] * kpt4[1] + h.box[1],
outputSize[0] * (kpt4[0] + h.boxRaw[0]),
outputSize[1] * (kpt4[1] + h.boxRaw[1]),
kpt4[2] || 0
]);
hand3.landmarks = analyze(hand3.keypoints);
@ -9489,28 +9494,21 @@ async function detectFingers(input, h, config3) {
}
return hand3;
}
var n = 0;
async function predict6(input, config3) {
var _a, _b;
n++;
if (!models[0] || !models[1] || !((_a = models[0]) == null ? void 0 : _a.inputs[0].shape) || !((_b = models[1]) == null ? void 0 : _b.inputs[0].shape))
return [];
outputSize = [input.shape[2] || 0, input.shape[1] || 0];
skipped4++;
if (config3.skipFrame && skipped4 <= (config3.hand.skipFrames || 0)) {
console.log(n, "SKIP", { results: cache.hands.length });
return cache.hands;
}
return new Promise(async (resolve) => {
console.log(n, "DETECT", { skipped: skipped4, hands: cache.hands.length, boxes: cache.boxes.length });
if (config3.skipFrame && skipped4 <= 10 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
if (config3.skipFrame && skipped4 < 5 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config3)));
console.log(n, "HANDS", { hands: cache.hands.length });
} else {
cache.boxes = await detectHands(input, config3);
console.log(n, "BOXES", { hands: cache.boxes.length });
cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config3)));
console.log(n, "HANDS", { hands: cache.hands.length });
skipped4 = 0;
}
const oldCache = [...cache.boxes];
@ -9525,7 +9523,6 @@ async function predict6(input, config3) {
cache.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
}
}
console.log(n, "CACHED", { hands: cache.boxes.length });
}
resolve(cache.hands);
});

63
dist/human.node-wasm.js vendored
View File

@ -222,8 +222,8 @@ var config = {
hand: {
enabled: true,
rotation: true,
skipFrames: 1,
minConfidence: 0.55,
skipFrames: 2,
minConfidence: 0.5,
iouThreshold: 0.2,
maxDetected: -1,
landmarks: true,
@ -253,7 +253,7 @@ var config = {
var tf26 = __toModule(require_tfjs_esm());
// package.json
var version = "2.3.1";
var version = "2.3.2";
// src/tfjs/humangl.ts
var tf22 = __toModule(require_tfjs_esm());
@ -1060,6 +1060,7 @@ async function set(obj) {
var maxSize = 2048;
var inCanvas = null;
var outCanvas = null;
var tmpCanvas = null;
var fx;
function canvas(width, height) {
let c;
@ -1097,12 +1098,13 @@ function process2(input, config3, getTensor = true) {
throw new Error("input type is not recognized");
}
if (input instanceof tf2.Tensor) {
if (input["isDisposedInternal"])
if (input["isDisposedInternal"]) {
throw new Error("input tensor is disposed");
else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3)
throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input.shape}`);
else
} else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3) {
throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input["shape"]}`);
} else {
return { tensor: tf2.clone(input), canvas: config3.filter.return ? outCanvas : null };
}
} else {
if (typeof input["readyState"] !== "undefined" && input["readyState"] <= 2) {
if (config3.debug)
@ -1203,22 +1205,24 @@ function process2(input, config3, getTensor = true) {
pixels = tf2.browser ? tf2.browser.fromPixels(input) : null;
} else {
depth = input["data"].length / input["height"] / input["width"];
const arr = new Uint8Array(input["data"]["buffer"]);
const arr = Uint8Array.from(input["data"]);
pixels = tf2.tensor(arr, [input["height"], input["width"], depth], "float32");
}
} else {
if (!tmpCanvas || outCanvas.width !== tmpCanvas.width || (outCanvas == null ? void 0 : outCanvas.height) !== (tmpCanvas == null ? void 0 : tmpCanvas.height))
tmpCanvas = canvas(outCanvas.width, outCanvas.height);
if (tf2.browser && env2.browser) {
if (config3.backend === "webgl" || config3.backend === "humangl" || config3.backend === "webgpu") {
pixels = tf2.browser.fromPixels(outCanvas);
} else {
const tempCanvas = copy(outCanvas);
pixels = tf2.browser.fromPixels(tempCanvas);
tmpCanvas = copy(outCanvas);
pixels = tf2.browser.fromPixels(tmpCanvas);
}
} else {
const tempCanvas = copy(outCanvas);
const tempCtx = tempCanvas.getContext("2d");
const tempData = tempCtx.getImageData(0, 0, targetWidth, targetHeight);
depth = input["data"].length / targetWidth / targetHeight;
depth = tempData.data.length / targetWidth / targetHeight;
const arr = new Uint8Array(tempData.data.buffer);
pixels = tf2.tensor(arr, [targetWidth, targetHeight, depth]);
}
@ -4665,7 +4669,7 @@ function generateAnchors(inputSize8) {
const anchorY = stride * (gridY + 0.5);
for (let gridX = 0; gridX < gridCols; gridX++) {
const anchorX = stride * (gridX + 0.5);
for (let n2 = 0; n2 < anchorsNum; n2++)
for (let n = 0; n < anchorsNum; n++)
anchors4.push([anchorX, anchorY]);
}
}
@ -4690,8 +4694,8 @@ function transformRawCoords(rawCoords, box5, angle, rotationMatrix, inputSize8)
]);
}
function correctFaceRotation(box5, input, inputSize8) {
const [indexOfMouth, indexOfForehead] = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
const angle = computeRotation(box5.landmarks[indexOfMouth], box5.landmarks[indexOfForehead]);
const symmetryLine = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
const angle = computeRotation(box5.landmarks[symmetryLine[0]], box5.landmarks[symmetryLine[1]]);
const faceCenter = getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint });
const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];
const rotated = tf3.image.rotateWithOffset(input, angle, 0, faceCenterNormalized);
@ -9353,9 +9357,10 @@ var models = [null, null];
var modelOutputNodes = ["StatefulPartitionedCall/Postprocessor/Slice", "StatefulPartitionedCall/Postprocessor/ExpandDims_1"];
var inputSize4 = [[0, 0], [0, 0]];
var classes = ["hand", "fist", "pinch", "point", "face", "tip", "pinchtip"];
var faceIndex = 4;
var boxExpandFact = 1.6;
var maxDetectorResolution = 512;
var detectorExpandFact = 1.2;
var detectorExpandFact = 1.4;
var skipped4 = 0;
var outputSize = [0, 0];
var cache = {
@ -9419,9 +9424,10 @@ async function detectHands(input, config3) {
t.boxes = tf14.squeeze(t.rawBoxes, [0, 2]);
t.scores = tf14.squeeze(t.rawScores, [0]);
const classScores = tf14.unstack(t.scores, 1);
classScores.splice(4, 1);
tf14.dispose(classScores[faceIndex]);
classScores.splice(faceIndex, 1);
t.filtered = tf14.stack(classScores, 1);
tf14.dispose(...classScores);
tf14.dispose(classScores);
t.max = tf14.max(t.filtered, 1);
t.argmax = tf14.argMax(t.filtered, 1);
let id = 0;
@ -9431,12 +9437,12 @@ async function detectHands(input, config3) {
const classNum = await t.argmax.data();
for (const nmsIndex of Array.from(nms)) {
const boxSlice = tf14.slice(t.boxes, nmsIndex, 1);
const boxData = await boxSlice.data();
const boxYX = await boxSlice.data();
tf14.dispose(boxSlice);
const boxSquareSize = Math.max(boxData[3] - boxData[1], boxData[2] - boxData[0]);
const boxRaw = scale([boxData[1], boxData[0], boxSquareSize, boxSquareSize], detectorExpandFact);
const boxData = [boxYX[1], boxYX[0], boxYX[3] - boxYX[1], boxYX[2] - boxYX[0]];
const boxRaw = scale(boxData, detectorExpandFact);
const boxCrop = crop(boxRaw);
const boxFull = [Math.trunc(boxData[1] * outputSize[0]), Math.trunc(boxData[0] * outputSize[1]), Math.trunc((boxData[3] - boxData[1]) * outputSize[0]), Math.trunc((boxData[2] - boxData[0]) * outputSize[1])];
const boxFull = [Math.trunc(boxData[0] * outputSize[0]), Math.trunc(boxData[1] * outputSize[1]), Math.trunc(boxData[2] * outputSize[0]), Math.trunc(boxData[3] * outputSize[1])];
const score = scores[nmsIndex];
const label = classes[classNum[nmsIndex]];
const hand3 = { id: id++, score, box: boxFull, boxRaw, boxCrop, label };
@ -9475,10 +9481,9 @@ async function detectFingers(input, h, config3) {
const coordsData = await t.reshaped.array();
const coordsRaw = coordsData.map((kpt4) => [kpt4[0] / inputSize4[1][1], kpt4[1] / inputSize4[1][0], kpt4[2] || 0]);
const coordsNorm = coordsRaw.map((kpt4) => [kpt4[0] * h.boxRaw[2], kpt4[1] * h.boxRaw[3], kpt4[2] || 0]);
console.log(outputSize, h.box);
hand3.keypoints = coordsNorm.map((kpt4) => [
outputSize[0] * kpt4[0] + h.box[0],
outputSize[1] * kpt4[1] + h.box[1],
outputSize[0] * (kpt4[0] + h.boxRaw[0]),
outputSize[1] * (kpt4[1] + h.boxRaw[1]),
kpt4[2] || 0
]);
hand3.landmarks = analyze(hand3.keypoints);
@ -9490,28 +9495,21 @@ async function detectFingers(input, h, config3) {
}
return hand3;
}
var n = 0;
async function predict6(input, config3) {
var _a, _b;
n++;
if (!models[0] || !models[1] || !((_a = models[0]) == null ? void 0 : _a.inputs[0].shape) || !((_b = models[1]) == null ? void 0 : _b.inputs[0].shape))
return [];
outputSize = [input.shape[2] || 0, input.shape[1] || 0];
skipped4++;
if (config3.skipFrame && skipped4 <= (config3.hand.skipFrames || 0)) {
console.log(n, "SKIP", { results: cache.hands.length });
return cache.hands;
}
return new Promise(async (resolve) => {
console.log(n, "DETECT", { skipped: skipped4, hands: cache.hands.length, boxes: cache.boxes.length });
if (config3.skipFrame && skipped4 <= 10 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
if (config3.skipFrame && skipped4 < 5 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config3)));
console.log(n, "HANDS", { hands: cache.hands.length });
} else {
cache.boxes = await detectHands(input, config3);
console.log(n, "BOXES", { hands: cache.boxes.length });
cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config3)));
console.log(n, "HANDS", { hands: cache.hands.length });
skipped4 = 0;
}
const oldCache = [...cache.boxes];
@ -9526,7 +9524,6 @@ async function predict6(input, config3) {
cache.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
}
}
console.log(n, "CACHED", { hands: cache.boxes.length });
}
resolve(cache.hands);
});

63
dist/human.node.js vendored
View File

@ -221,8 +221,8 @@ var config = {
hand: {
enabled: true,
rotation: true,
skipFrames: 1,
minConfidence: 0.55,
skipFrames: 2,
minConfidence: 0.5,
iouThreshold: 0.2,
maxDetected: -1,
landmarks: true,
@ -252,7 +252,7 @@ var config = {
var tf26 = __toModule(require_tfjs_esm());
// package.json
var version = "2.3.1";
var version = "2.3.2";
// src/tfjs/humangl.ts
var tf22 = __toModule(require_tfjs_esm());
@ -1059,6 +1059,7 @@ async function set(obj) {
var maxSize = 2048;
var inCanvas = null;
var outCanvas = null;
var tmpCanvas = null;
var fx;
function canvas(width, height) {
let c;
@ -1096,12 +1097,13 @@ function process2(input, config3, getTensor = true) {
throw new Error("input type is not recognized");
}
if (input instanceof tf2.Tensor) {
if (input["isDisposedInternal"])
if (input["isDisposedInternal"]) {
throw new Error("input tensor is disposed");
else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3)
throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input.shape}`);
else
} else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3) {
throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input["shape"]}`);
} else {
return { tensor: tf2.clone(input), canvas: config3.filter.return ? outCanvas : null };
}
} else {
if (typeof input["readyState"] !== "undefined" && input["readyState"] <= 2) {
if (config3.debug)
@ -1202,22 +1204,24 @@ function process2(input, config3, getTensor = true) {
pixels = tf2.browser ? tf2.browser.fromPixels(input) : null;
} else {
depth = input["data"].length / input["height"] / input["width"];
const arr = new Uint8Array(input["data"]["buffer"]);
const arr = Uint8Array.from(input["data"]);
pixels = tf2.tensor(arr, [input["height"], input["width"], depth], "float32");
}
} else {
if (!tmpCanvas || outCanvas.width !== tmpCanvas.width || (outCanvas == null ? void 0 : outCanvas.height) !== (tmpCanvas == null ? void 0 : tmpCanvas.height))
tmpCanvas = canvas(outCanvas.width, outCanvas.height);
if (tf2.browser && env2.browser) {
if (config3.backend === "webgl" || config3.backend === "humangl" || config3.backend === "webgpu") {
pixels = tf2.browser.fromPixels(outCanvas);
} else {
const tempCanvas = copy(outCanvas);
pixels = tf2.browser.fromPixels(tempCanvas);
tmpCanvas = copy(outCanvas);
pixels = tf2.browser.fromPixels(tmpCanvas);
}
} else {
const tempCanvas = copy(outCanvas);
const tempCtx = tempCanvas.getContext("2d");
const tempData = tempCtx.getImageData(0, 0, targetWidth, targetHeight);
depth = input["data"].length / targetWidth / targetHeight;
depth = tempData.data.length / targetWidth / targetHeight;
const arr = new Uint8Array(tempData.data.buffer);
pixels = tf2.tensor(arr, [targetWidth, targetHeight, depth]);
}
@ -4664,7 +4668,7 @@ function generateAnchors(inputSize8) {
const anchorY = stride * (gridY + 0.5);
for (let gridX = 0; gridX < gridCols; gridX++) {
const anchorX = stride * (gridX + 0.5);
for (let n2 = 0; n2 < anchorsNum; n2++)
for (let n = 0; n < anchorsNum; n++)
anchors4.push([anchorX, anchorY]);
}
}
@ -4689,8 +4693,8 @@ function transformRawCoords(rawCoords, box5, angle, rotationMatrix, inputSize8)
]);
}
function correctFaceRotation(box5, input, inputSize8) {
const [indexOfMouth, indexOfForehead] = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
const angle = computeRotation(box5.landmarks[indexOfMouth], box5.landmarks[indexOfForehead]);
const symmetryLine = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
const angle = computeRotation(box5.landmarks[symmetryLine[0]], box5.landmarks[symmetryLine[1]]);
const faceCenter = getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint });
const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];
const rotated = tf3.image.rotateWithOffset(input, angle, 0, faceCenterNormalized);
@ -9352,9 +9356,10 @@ var models = [null, null];
var modelOutputNodes = ["StatefulPartitionedCall/Postprocessor/Slice", "StatefulPartitionedCall/Postprocessor/ExpandDims_1"];
var inputSize4 = [[0, 0], [0, 0]];
var classes = ["hand", "fist", "pinch", "point", "face", "tip", "pinchtip"];
var faceIndex = 4;
var boxExpandFact = 1.6;
var maxDetectorResolution = 512;
var detectorExpandFact = 1.2;
var detectorExpandFact = 1.4;
var skipped4 = 0;
var outputSize = [0, 0];
var cache = {
@ -9418,9 +9423,10 @@ async function detectHands(input, config3) {
t.boxes = tf14.squeeze(t.rawBoxes, [0, 2]);
t.scores = tf14.squeeze(t.rawScores, [0]);
const classScores = tf14.unstack(t.scores, 1);
classScores.splice(4, 1);
tf14.dispose(classScores[faceIndex]);
classScores.splice(faceIndex, 1);
t.filtered = tf14.stack(classScores, 1);
tf14.dispose(...classScores);
tf14.dispose(classScores);
t.max = tf14.max(t.filtered, 1);
t.argmax = tf14.argMax(t.filtered, 1);
let id = 0;
@ -9430,12 +9436,12 @@ async function detectHands(input, config3) {
const classNum = await t.argmax.data();
for (const nmsIndex of Array.from(nms)) {
const boxSlice = tf14.slice(t.boxes, nmsIndex, 1);
const boxData = await boxSlice.data();
const boxYX = await boxSlice.data();
tf14.dispose(boxSlice);
const boxSquareSize = Math.max(boxData[3] - boxData[1], boxData[2] - boxData[0]);
const boxRaw = scale([boxData[1], boxData[0], boxSquareSize, boxSquareSize], detectorExpandFact);
const boxData = [boxYX[1], boxYX[0], boxYX[3] - boxYX[1], boxYX[2] - boxYX[0]];
const boxRaw = scale(boxData, detectorExpandFact);
const boxCrop = crop(boxRaw);
const boxFull = [Math.trunc(boxData[1] * outputSize[0]), Math.trunc(boxData[0] * outputSize[1]), Math.trunc((boxData[3] - boxData[1]) * outputSize[0]), Math.trunc((boxData[2] - boxData[0]) * outputSize[1])];
const boxFull = [Math.trunc(boxData[0] * outputSize[0]), Math.trunc(boxData[1] * outputSize[1]), Math.trunc(boxData[2] * outputSize[0]), Math.trunc(boxData[3] * outputSize[1])];
const score = scores[nmsIndex];
const label = classes[classNum[nmsIndex]];
const hand3 = { id: id++, score, box: boxFull, boxRaw, boxCrop, label };
@ -9474,10 +9480,9 @@ async function detectFingers(input, h, config3) {
const coordsData = await t.reshaped.array();
const coordsRaw = coordsData.map((kpt4) => [kpt4[0] / inputSize4[1][1], kpt4[1] / inputSize4[1][0], kpt4[2] || 0]);
const coordsNorm = coordsRaw.map((kpt4) => [kpt4[0] * h.boxRaw[2], kpt4[1] * h.boxRaw[3], kpt4[2] || 0]);
console.log(outputSize, h.box);
hand3.keypoints = coordsNorm.map((kpt4) => [
outputSize[0] * kpt4[0] + h.box[0],
outputSize[1] * kpt4[1] + h.box[1],
outputSize[0] * (kpt4[0] + h.boxRaw[0]),
outputSize[1] * (kpt4[1] + h.boxRaw[1]),
kpt4[2] || 0
]);
hand3.landmarks = analyze(hand3.keypoints);
@ -9489,28 +9494,21 @@ async function detectFingers(input, h, config3) {
}
return hand3;
}
var n = 0;
async function predict6(input, config3) {
var _a, _b;
n++;
if (!models[0] || !models[1] || !((_a = models[0]) == null ? void 0 : _a.inputs[0].shape) || !((_b = models[1]) == null ? void 0 : _b.inputs[0].shape))
return [];
outputSize = [input.shape[2] || 0, input.shape[1] || 0];
skipped4++;
if (config3.skipFrame && skipped4 <= (config3.hand.skipFrames || 0)) {
console.log(n, "SKIP", { results: cache.hands.length });
return cache.hands;
}
return new Promise(async (resolve) => {
console.log(n, "DETECT", { skipped: skipped4, hands: cache.hands.length, boxes: cache.boxes.length });
if (config3.skipFrame && skipped4 <= 10 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
if (config3.skipFrame && skipped4 < 5 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config3)));
console.log(n, "HANDS", { hands: cache.hands.length });
} else {
cache.boxes = await detectHands(input, config3);
console.log(n, "BOXES", { hands: cache.boxes.length });
cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config3)));
console.log(n, "HANDS", { hands: cache.hands.length });
skipped4 = 0;
}
const oldCache = [...cache.boxes];
@ -9525,7 +9523,6 @@ async function predict6(input, config3) {
cache.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
}
}
console.log(n, "CACHED", { hands: cache.boxes.length });
}
resolve(cache.hands);
});

6
package.json
View File

@ -1,6 +1,6 @@
{
"name": "@vladmandic/human",
"version": "2.3.1",
"version": "2.3.2",
"description": "Human: AI-powered 3D Face Detection & Rotation Tracking, Face Description & Recognition, Body Pose Tracking, 3D Hand & Finger Tracking, Iris Analysis, Age & Gender & Emotion Prediction, Gesture Recognition",
"sideEffects": false,
"main": "dist/human.node.js",
@ -74,7 +74,6 @@
"canvas": "^2.8.0",
"dayjs": "^1.10.7",
"esbuild": "^0.13.4",
"eslint": "^7.32.0",
"eslint-config-airbnb-base": "^14.2.1",
"eslint-plugin-import": "^2.24.2",
"eslint-plugin-json": "^3.1.0",
@ -86,5 +85,8 @@
"tslib": "^2.3.1",
"typedoc": "0.22.5",
"typescript": "4.4.3"
},
"dependencies": {
"eslint": "7.32.0"
}
}

4
src/config.ts
View File

@ -420,12 +420,12 @@ const config: Config = {
rotation: true, // use best-guess rotated hand image or just box with rotation as-is
// false means higher performance, but incorrect finger mapping if hand is inverted
// only valid for `handdetect` variation
skipFrames: 1, // how many max frames to go without re-running the hand bounding box detector
skipFrames: 2, // how many max frames to go without re-running the hand bounding box detector
// only used when cacheSensitivity is not zero
// e.g., if model is running st 25 FPS, we can re-use existing bounding
// box for updated hand skeleton analysis as the hand
// hasn't moved much in short time (10 * 1/25 = 0.25 sec)
minConfidence: 0.55, // threshold for discarding a prediction
minConfidence: 0.50, // threshold for discarding a prediction
iouThreshold: 0.2, // ammount of overlap between two detected objects before one object is removed
maxDetected: -1, // maximum number of hands detected in the input
// should be set to the minimum number for performance

2
src/face/facemesh.ts
View File

@ -83,7 +83,7 @@ export async function predict(input: Tensor, config: Config): Promise<FaceResult
((box.startPoint[1] + box.endPoint[1])) / 2 + ((box.endPoint[1] + box.startPoint[1]) * pt[1] / blazeface.size()),
]);
face.meshRaw = face.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize]);
for (const key of Object.keys(coords.blazeFaceLandmarks)) face.annotations[key] = [face.mesh[coords.blazeFaceLandmarks[key]]]; // add annotations
for (const key of Object.keys(coords.blazeFaceLandmarks)) face.annotations[key] = [face.mesh[coords.blazeFaceLandmarks[key] as number]]; // add annotations
} else if (!model) { // mesh enabled, but not loaded
if (config.debug) log('face mesh detection requested, but model is not loaded');
} else { // mesh enabled

24
src/face/facemeshcoords.ts
View File

@ -3,7 +3,7 @@
* See `facemesh.ts` for entry point
*/
export const meshAnnotations = {
export const meshAnnotations: Record<string, number[]> = {
silhouette: [
10, 338, 297, 332, 284, 251, 389, 356, 454, 323, 361, 288,
397, 365, 379, 378, 400, 377, 152, 148, 176, 149, 150, 136,
@ -42,13 +42,13 @@ export const meshAnnotations = {
leftCheek: [425],
};
export const meshLandmarks = {
export const meshLandmarks: Record<string, number | number[]> = {
count: 468,
mouth: 13,
symmetryLine: [13, meshAnnotations['midwayBetweenEyes'][0]],
};
export const blazeFaceLandmarks = {
export const blazeFaceLandmarks: Record<string, number | number[]> = {
leftEye: 0,
rightEye: 1,
nose: 2,
@ -58,7 +58,7 @@ export const blazeFaceLandmarks = {
symmetryLine: [3, 2],
};
export const MESH_TO_IRIS_INDICES_MAP = [ // A mapping from facemesh model keypoints to iris model keypoints.
export const MESH_TO_IRIS_INDICES_MAP: Array<{ key: string, indices: number[] }> = [ // A mapping from facemesh model keypoints to iris model keypoints.
{ key: 'EyeUpper0', indices: [9, 10, 11, 12, 13, 14, 15] },
{ key: 'EyeUpper1', indices: [25, 26, 27, 28, 29, 30, 31] },
{ key: 'EyeUpper2', indices: [41, 42, 43, 44, 45, 46, 47] },
@ -70,7 +70,7 @@ export const MESH_TO_IRIS_INDICES_MAP = [ // A mapping from facemesh model keypo
// { key: 'EyebrowLower', indices: [48, 49, 50, 51, 52, 53] },
];
export const UV468 = [
export const UV468: [number, number][] = [
[0.499976992607117, 0.652534008026123],
[0.500025987625122, 0.547487020492554],
[0.499974012374878, 0.602371990680695],
@ -541,7 +541,7 @@ export const UV468 = [
[0.723330020904541, 0.363372981548309],
];
export const TRI468 = [
export const TRI468: Array<number> = [
127, 34, 139, 11, 0, 37, 232, 231, 120, 72, 37, 39, 128, 121, 47, 232, 121, 128, 104, 69, 67, 175, 171, 148, 157, 154, 155, 118, 50, 101, 73, 39, 40, 9,
151, 108, 48, 115, 131, 194, 204, 211, 74, 40, 185, 80, 42, 183, 40, 92, 186, 230, 229, 118, 202, 212, 214, 83, 18, 17, 76, 61, 146, 160, 29, 30, 56,
157, 173, 106, 204, 194, 135, 214, 192, 203, 165, 98, 21, 71, 68, 51, 45, 4, 144, 24, 23, 77, 146, 91, 205, 50, 187, 201, 200, 18, 91, 106, 182, 90, 91,
@ -627,7 +627,7 @@ export const TRI468 = [
259, 443, 259, 260, 444, 260, 467, 445, 309, 459, 250, 305, 289, 290, 305, 290, 460, 401, 376, 435, 309, 250, 392, 376, 411, 433, 453, 341, 464, 357,
453, 465, 343, 357, 412, 437, 343, 399, 344, 360, 440, 420, 437, 456, 360, 420, 363, 361, 401, 288, 265, 372, 353, 390, 339, 249, 339, 448, 255];
export const TRI68 = [0, 1, 36, 0, 36, 17, 1, 2, 41, 1, 41, 36, 2, 3, 31, 2, 31, 41, 3, 4, 48, 3, 48, 31, 4, 5, 48, 5, 6, 48, 6, 7, 59, 6, 59, 48, 7, 8, 58, 7, 58, 59,
export const TRI68: Array<number> = [0, 1, 36, 0, 36, 17, 1, 2, 41, 1, 41, 36, 2, 3, 31, 2, 31, 41, 3, 4, 48, 3, 48, 31, 4, 5, 48, 5, 6, 48, 6, 7, 59, 6, 59, 48, 7, 8, 58, 7, 58, 59,
8, 9, 56, 8, 56, 57, 8, 57, 58, 9, 10, 55, 9, 55, 56, 10, 11, 54, 10, 54, 55, 11, 12, 54, 12, 13, 54, 13, 14, 35, 13, 35, 54, 14, 15, 46, 14, 46, 35, 15, 16,
45, 15, 45, 46, 16, 26, 45, 17, 36, 18, 18, 37, 19, 18, 36, 37, 19, 38, 20, 19, 37, 38, 20, 39, 21, 20, 38, 39, 21, 39, 27, 22, 42, 23, 22, 27, 42, 23, 43, 24,
23, 42, 43, 24, 44, 25, 24, 43, 44, 25, 45, 26, 25, 44, 45, 27, 39, 28, 27, 28, 42, 28, 39, 29, 28, 29, 42, 29, 31, 30, 29, 30, 35, 29, 40, 31, 29, 35, 47, 29,
@ -636,7 +636,7 @@ export const TRI68 = [0, 1, 36, 0, 36, 17, 1, 2, 41, 1, 41, 36, 2, 3, 31, 2, 31,
48, 59, 60, 49, 61, 50, 49, 60, 61, 50, 62, 51, 50, 61, 62, 51, 62, 52, 52, 63, 53, 52, 62, 63, 53, 64, 54, 53, 63, 64, 54, 64, 55, 55, 65, 56, 55, 64, 65, 56,
66, 57, 56, 65, 66, 57, 66, 58, 58, 67, 59, 58, 66, 67, 59, 67, 60, 60, 67, 61, 61, 66, 62, 61, 67, 66, 62, 66, 63, 63, 65, 64, 63, 66, 65, 21, 27, 22];
export const TRI33 = [
export const TRI33: Array<number> = [
/* eyes */ 0, 8, 7, 7, 8, 1, 2, 10, 9, 9, 10, 3,
/* brows */ 17, 0, 18, 18, 0, 7, 18, 7, 19, 19, 7, 1, 19, 1, 11, 19, 11, 20, 21, 3, 22, 21, 9, 3, 20, 9, 21, 20, 2, 9, 20, 11, 2,
/* 4head */ 23, 17, 18, 25, 21, 22, 24, 19, 20, 24, 18, 19, 24, 20, 21, 24, 23, 18, 24, 21, 25,
@ -647,9 +647,9 @@ export const TRI33 = [
/* cont */ 26, 30, 5, 27, 6, 31, 0, 28, 26, 3, 27, 29, 17, 28, 0, 3, 29, 22, 23, 28, 17, 22, 29, 25, 28, 30, 26, 27, 31, 29,
];
export const TRI7 = [0, 4, 1, 2, 4, 3, 4, 5, 6];
export const TRI7: Array<number> = [0, 4, 1, 2, 4, 3, 4, 5, 6];
export const VTX68 = [
export const VTX68: Array<number> = [
/* cont */ 127, 234, 132, 58, 172, 150, 149, 148, 152, 377, 378, 379, 397, 288, 361, 454, 356,
/* brows */ 70, 63, 105, 66, 107, 336, 296, 334, 293, 300,
/* nose */ 168, 6, 195, 4, 98, 97, 2, 326, 327,
@ -658,9 +658,9 @@ export const VTX68 = [
/* mouth */ 78, 81, 13, 311, 308, 402, 14, 178,
];
export const VTX33 = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152];
export const VTX33: Array<number> = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152];
export const VTX7 = [33, 133, 362, 263, 1, 78, 308];
export const VTX7: Array<number> = [33, 133, 362, 263, 1, 78, 308];
export const UV68 = VTX68.map((x) => UV468[x]);

4
src/face/facemeshutil.ts
View File

@ -152,8 +152,8 @@ export function transformRawCoords(rawCoords, box, angle, rotationMatrix, inputS
}
export function correctFaceRotation(box, input, inputSize) {
const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= coords.meshLandmarks.count) ? coords.meshLandmarks.symmetryLine : coords.blazeFaceLandmarks.symmetryLine;
const angle: number = computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);
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 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

53
src/hand/handtrack.ts
View File

@ -22,10 +22,11 @@ const modelOutputNodes = ['StatefulPartitionedCall/Postprocessor/Slice', 'Statef
const inputSize = [[0, 0], [0, 0]];
const classes = ['hand', 'fist', 'pinch', 'point', 'face', 'tip', 'pinchtip'];
const faceIndex = 4;
const boxExpandFact = 1.6;
const maxDetectorResolution = 512;
const detectorExpandFact = 1.2;
const detectorExpandFact = 1.4;
let skipped = 0;
let outputSize: [number, number] = [0, 0];
@ -104,10 +105,11 @@ async function detectHands(input: Tensor, config: Config): Promise<HandDetectRes
[t.rawScores, t.rawBoxes] = await models[0].executeAsync(t.cast, modelOutputNodes) as Tensor[];
t.boxes = tf.squeeze(t.rawBoxes, [0, 2]);
t.scores = tf.squeeze(t.rawScores, [0]);
const classScores = tf.unstack(t.scores, 1); // unstack scores based on classes
classScores.splice(4, 1); // remove faces
const classScores: Array<Tensor> = tf.unstack(t.scores, 1); // unstack scores based on classes
tf.dispose(classScores[faceIndex]);
classScores.splice(faceIndex, 1); // remove faces
t.filtered = tf.stack(classScores, 1); // restack
tf.dispose(...classScores);
tf.dispose(classScores);
t.max = tf.max(t.filtered, 1); // max overall score
t.argmax = tf.argMax(t.filtered, 1); // class index of max overall score
let id = 0;
@ -117,12 +119,13 @@ async function detectHands(input: Tensor, config: Config): Promise<HandDetectRes
const classNum = await t.argmax.data();
for (const nmsIndex of Array.from(nms)) { // generates results for each class
const boxSlice = tf.slice(t.boxes, nmsIndex, 1);
const boxData = await boxSlice.data();
const boxYX = await boxSlice.data();
tf.dispose(boxSlice);
const boxSquareSize = Math.max(boxData[3] - boxData[1], boxData[2] - boxData[0]);
const boxRaw: Box = box.scale([boxData[1], boxData[0], boxSquareSize, boxSquareSize], detectorExpandFact); // for raw box we use squared and expanded box
// const boxSquareSize = Math.max(boxData[3] - boxData[1], boxData[2] - boxData[0]);
const boxData: Box = [boxYX[1], boxYX[0], boxYX[3] - boxYX[1], boxYX[2] - boxYX[0]]; // yx box reshaped to standard box
const boxRaw: Box = box.scale(boxData, detectorExpandFact);
const boxCrop: Box = box.crop(boxRaw); // crop box is based on raw box
const boxFull: Box = [Math.trunc(boxData[1] * outputSize[0]), Math.trunc(boxData[0] * outputSize[1]), Math.trunc((boxData[3] - boxData[1]) * outputSize[0]), Math.trunc((boxData[2] - boxData[0]) * outputSize[1])]; // for box we keep original scaled values
const boxFull: Box = [Math.trunc(boxData[0] * outputSize[0]), Math.trunc(boxData[1] * outputSize[1]), Math.trunc(boxData[2] * outputSize[0]), Math.trunc(boxData[3] * outputSize[1])];
const score = scores[nmsIndex];
const label = classes[classNum[nmsIndex]];
const hand: HandDetectResult = { id: id++, score, box: boxFull, boxRaw, boxCrop, label };
@ -161,10 +164,9 @@ async function detectFingers(input: Tensor, h: HandDetectResult, config: Config)
const coordsData: Point[] = await t.reshaped.array() as Point[];
const coordsRaw: Point[] = coordsData.map((kpt) => [kpt[0] / inputSize[1][1], kpt[1] / inputSize[1][0], (kpt[2] || 0)]);
const coordsNorm: Point[] = coordsRaw.map((kpt) => [kpt[0] * h.boxRaw[2], kpt[1] * h.boxRaw[3], (kpt[2] || 0)]);
console.log(outputSize, h.box);
hand.keypoints = (coordsNorm).map((kpt) => [
outputSize[0] * kpt[0] + h.box[0],
outputSize[1] * kpt[1] + h.box[1],
outputSize[0] * (kpt[0] + h.boxRaw[0]),
outputSize[1] * (kpt[1] + h.boxRaw[1]),
(kpt[2] || 0),
]);
// hand.box = box.scale(h.box, 1 / detectorExpandFact); // scale box down for visual appeal
@ -179,13 +181,11 @@ async function detectFingers(input: Tensor, h: HandDetectResult, config: Config)
return hand;
}
let n = 0;
export async function predict(input: Tensor, config: Config): Promise<HandResult[]> {
n++;
/** handtrack caching
* 1. if skipFrame returned cached
* 2. if any cached results but although not sure if its enough we continute anyhow for 10x skipframes
* 3. eventually rerun detector to generated new cached boxes and reset skipped
* 2. if any cached results but although not sure if its enough we continute anyhow for 5x skipframes
* 3. if not skipframe or eventually rerun detector to generated new cached boxes and reset skipped
* 4. generate cached boxes based on detected keypoints
*/
if (!models[0] || !models[1] || !models[0]?.inputs[0].shape || !models[1]?.inputs[0].shape) return []; // something is wrong with the model
@ -193,34 +193,14 @@ export async function predict(input: Tensor, config: Config): Promise<HandResult
skipped++; // increment skip frames
if (config.skipFrame && (skipped <= (config.hand.skipFrames || 0))) {
console.log(n, 'SKIP', { results: cache.hands.length });
return cache.hands; // return cached results without running anything
}
return new Promise(async (resolve) => {
console.log(n, 'DETECT', { skipped, hands: cache.hands.length, boxes: cache.boxes.length });
// this is logically consistent but insufficiently efficient
/*
skipped = 0;
if (cache.boxes.length >= (config.hand.maxDetected || 0)) {
cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config))); // if we have enough cached boxes run detection using cache
} else {
cache.hands = []; // reset hands
}
if (cache.hands.length !== config.hand.maxDetected) { // did not find enough hands based on cached boxes so run detection on full frame
cache.boxes = await detectHands(input, config);
if (config.skipFrame && skipped < 5 * (config.hand.skipFrames || 0) && cache.hands.length > 0) { // we have some cached results but although not sure if its enough we continute anyhow for bit longer
cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config)));
}
*/
if (config.skipFrame && skipped <= 10 * (config.hand.skipFrames || 0) && cache.hands.length > 0) { // we have some cached results but although not sure if its enough we continute anyhow for 10x skipframes
cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config)));
console.log(n, 'HANDS', { hands: cache.hands.length });
} else {
cache.boxes = await detectHands(input, config);
console.log(n, 'BOXES', { hands: cache.boxes.length });
cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config)));
console.log(n, 'HANDS', { hands: cache.hands.length });
skipped = 0;
}
@ -236,7 +216,6 @@ export async function predict(input: Tensor, config: Config): Promise<HandResult
cache.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
}
}
console.log(n, 'CACHED', { hands: cache.boxes.length });
}
resolve(cache.hands);
});

26
src/image/image.ts
View File

@ -15,6 +15,7 @@ const maxSize = 2048;
// internal temp canvases
let inCanvas: HTMLCanvasElement | OffscreenCanvas | null = null; // use global variable to avoid recreating canvas on each frame
let outCanvas: HTMLCanvasElement | OffscreenCanvas | null = null; // use global variable to avoid recreating canvas on each frame
let tmpCanvas: HTMLCanvasElement | OffscreenCanvas | null = null; // use global variable to avoid recreating canvas on each frame
// @ts-ignore // imagefx is js module that should be converted to a class
let fx: fxImage.GLImageFilter | null; // instance of imagefx
@ -72,9 +73,13 @@ export function process(input: Input, config: Config, getTensor: boolean = true)
}
if (input instanceof tf.Tensor) {
// if input is tensor, use as-is
if ((input)['isDisposedInternal']) throw new Error('input tensor is disposed');
else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3) throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input.shape}`);
else return { tensor: tf.clone(input), canvas: (config.filter.return ? outCanvas : null) };
if ((input)['isDisposedInternal']) {
throw new Error('input tensor is disposed');
} else if (!(input as Tensor).shape || (input as Tensor).shape.length !== 4 || (input as Tensor).shape[0] !== 1 || (input as Tensor).shape[3] !== 3) {
throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input['shape']}`);
} else {
return { tensor: tf.clone(input), canvas: (config.filter.return ? outCanvas : null) };
}
} else {
// check if resizing will be needed
if (typeof input['readyState'] !== 'undefined' && input['readyState'] <= 2) {
@ -114,10 +119,10 @@ export function process(input: Input, config: Config, getTensor: boolean = true)
if (config.filter.flip && typeof inCtx.translate !== 'undefined') {
inCtx.translate(originalWidth, 0);
inCtx.scale(-1, 1);
inCtx.drawImage(input as CanvasImageSource, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas?.width, inCanvas?.height);
inCtx.drawImage(input as OffscreenCanvas, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas?.width, inCanvas?.height);
inCtx.setTransform(1, 0, 0, 1, 0, 0); // resets transforms to defaults
} else {
inCtx.drawImage(input as CanvasImageSource, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas?.width, inCanvas?.height);
inCtx.drawImage(input as OffscreenCanvas, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas?.width, inCanvas?.height);
}
}
@ -160,23 +165,24 @@ export function process(input: Input, config: Config, getTensor: boolean = true)
pixels = tf.browser ? tf.browser.fromPixels(input) : null;
} else {
depth = input['data'].length / input['height'] / input['width'];
// const arr = Uint8Array.from(input['data']);
const arr = new Uint8Array(input['data']['buffer']);
const arr = Uint8Array.from(input['data']);
// const arr = new Uint8Array(input['data']['buffer']);
pixels = tf.tensor(arr, [input['height'], input['width'], depth], 'float32');
}
} else {
if (!tmpCanvas || (outCanvas.width !== tmpCanvas.width) || (outCanvas?.height !== tmpCanvas?.height)) tmpCanvas = canvas(outCanvas.width, outCanvas.height); // init output canvas
if (tf.browser && env.browser) {
if (config.backend === 'webgl' || config.backend === 'humangl' || config.backend === 'webgpu') {
pixels = tf.browser.fromPixels(outCanvas); // safe to reuse since both backend and context are gl based
} else {
const tempCanvas = copy(outCanvas); // cannot use output canvas as it already has gl context so we do a silly one more canvas
pixels = tf.browser.fromPixels(tempCanvas);
tmpCanvas = copy(outCanvas); // cannot use output canvas as it already has gl context so we do a silly one more canvas
pixels = tf.browser.fromPixels(tmpCanvas);
}
} else {
const tempCanvas = copy(outCanvas); // cannot use output canvas as it already has gl context so we do a silly one more canvas
const tempCtx = tempCanvas.getContext('2d') as CanvasRenderingContext2D;
const tempData = tempCtx.getImageData(0, 0, targetWidth, targetHeight);
depth = input['data'].length / targetWidth / targetHeight;
depth = tempData.data.length / targetWidth / targetHeight;
const arr = new Uint8Array(tempData.data.buffer);
pixels = tf.tensor(arr, [targetWidth, targetHeight, depth]);
}

17267
test/build.log
View File

File diff suppressed because it is too large Load Diff

2
test/test-main.js
View File

@ -192,7 +192,7 @@ async function test(Human, inputConfig) {
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 !== 0 || res?.hand?.length !== 1 || res?.gesture?.length !== 4) 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 !== 5) 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');
// test default config async

1
test/test-node-gpu.js
View File

@ -3,6 +3,7 @@ const Human = require('../dist/human.node-gpu.js').default;
const test = require('./test-main.js').test;
const config = {
cacheSensitivity: 0,
modelBasePath: 'file://models/',
backend: 'tensorflow',
debug: false,

1
test/test-node-wasm.js
View File

@ -10,6 +10,7 @@ Human.env.Canvas = Canvas; // requires monkey-patch as wasm does not have tf.bro
Human.env.Image = Image; // requires monkey-patch as wasm does not have tf.browser namespace
const config = {
cacheSensitivity: 0,
modelBasePath: 'https://vladmandic.github.io/human/models/',
// modelBasePath: 'http://localhost:10030/models/',
backend: 'wasm',

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test/test-node.js
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@ -3,6 +3,7 @@ const Human = require('../dist/human.node.js').default;
const test = require('./test-main.js').test;
const config = {
cacheSensitivity: 0,
modelBasePath: 'file://models/',
backend: 'tensorflow',
debug: false,

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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>Human | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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>
@ -53,7 +53,7 @@
</ul>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-class"><a name="faceTriangulation" class="tsd-anchor"></a><h3>face<wbr/>Triangulation</h3><div class="tsd-signature tsd-kind-icon">face<wbr/>Triangulation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</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/human.ts#L158">human.ts:158</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Reference face triangualtion array of 468 points, used for triangle references between points</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-class"><a name="faceUVMap" class="tsd-anchor"></a><h3>faceUVMap</h3><div class="tsd-signature tsd-kind-icon">faceUVMap<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">[]</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/human.ts#L160">human.ts:160</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-class"><a name="faceUVMap" class="tsd-anchor"></a><h3>faceUVMap</h3><div class="tsd-signature tsd-kind-icon">faceUVMap<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">[</span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">]</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/human.ts#L160">human.ts:160</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Refernce UV map of 468 values, used for 3D mapping of the face mesh</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-class"><a name="gl" class="tsd-anchor"></a><h3>gl</h3><div class="tsd-signature tsd-kind-icon">gl<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><span class="tsd-signature-type">unknown</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/human.ts#L167">human.ts:167</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>WebGL debug info</p>
@ -106,9 +106,9 @@
</div></li></ul></section><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a name="enhance" class="tsd-anchor"></a><h3>enhance</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">enhance<span class="tsd-signature-symbol">(</span>input<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span></li></ul><ul class="tsd-descriptions"><li class="tsd-description"><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L295">human.ts:295</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Enhance method performs additional enhacements to face image previously detected for futher processing</p>
</div></div><h4 class="tsd-parameters-title">Parameters</h4><ul class="tsd-parameters"><li><h5>input: <span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span></h5></li></ul><h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span></h4><div><p>Tensor</p>
</div></li></ul></section><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a name="image" class="tsd-anchor"></a><h3>image</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">image<span class="tsd-signature-symbol">(</span>input<span class="tsd-signature-symbol">: </span><a href="../index.html#Input" class="tsd-signature-type" data-tsd-kind="Type alias">Input</a><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-symbol">{ </span>canvas<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">OffscreenCanvas</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">HTMLCanvasElement</span><span class="tsd-signature-symbol">; </span>tensor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol"> }</span></li></ul><ul class="tsd-descriptions"><li class="tsd-description"><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L268">human.ts:268</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></li></ul></section><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a name="image" class="tsd-anchor"></a><h3>image</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">image<span class="tsd-signature-symbol">(</span>input<span class="tsd-signature-symbol">: </span><a href="../index.html#Input" class="tsd-signature-type" data-tsd-kind="Type alias">Input</a>, getTensor<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">boolean</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-symbol">{ </span>canvas<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">OffscreenCanvas</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">HTMLCanvasElement</span><span class="tsd-signature-symbol">; </span>tensor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol"> }</span></li></ul><ul class="tsd-descriptions"><li class="tsd-description"><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L268">human.ts:268</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Process input as return canvas and tensor</p>
</div></div><h4 class="tsd-parameters-title">Parameters</h4><ul class="tsd-parameters"><li><h5>input: <a href="../index.html#Input" class="tsd-signature-type" data-tsd-kind="Type alias">Input</a></h5></li></ul><h4 class="tsd-returns-title">Returns <span class="tsd-signature-symbol">{ </span>canvas<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">OffscreenCanvas</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">HTMLCanvasElement</span><span class="tsd-signature-symbol">; </span>tensor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol"> }</span></h4><div></div><ul class="tsd-parameters"><li class="tsd-parameter"><h5>canvas<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">OffscreenCanvas</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">HTMLCanvasElement</span></h5></li><li class="tsd-parameter"><h5>tensor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span></h5></li></ul></li></ul></section><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a name="init" class="tsd-anchor"></a><h3>init</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">init<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">void</span><span class="tsd-signature-symbol">&gt;</span></li></ul><ul class="tsd-descriptions"><li class="tsd-description"><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L306">human.ts:306</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
</div></div><h4 class="tsd-parameters-title">Parameters</h4><ul class="tsd-parameters"><li><h5>input: <a href="../index.html#Input" class="tsd-signature-type" data-tsd-kind="Type alias">Input</a></h5></li><li><h5>getTensor: <span class="tsd-signature-type">boolean</span><span class="tsd-signature-symbol"> = true</span></h5></li></ul><h4 class="tsd-returns-title">Returns <span class="tsd-signature-symbol">{ </span>canvas<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">OffscreenCanvas</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">HTMLCanvasElement</span><span class="tsd-signature-symbol">; </span>tensor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol"> }</span></h4><div></div><ul class="tsd-parameters"><li class="tsd-parameter"><h5>canvas<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">OffscreenCanvas</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">HTMLCanvasElement</span></h5></li><li class="tsd-parameter"><h5>tensor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span></h5></li></ul></li></ul></section><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a name="init" class="tsd-anchor"></a><h3>init</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">init<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">void</span><span class="tsd-signature-symbol">&gt;</span></li></ul><ul class="tsd-descriptions"><li class="tsd-description"><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L306">human.ts:306</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Explicit backend initialization</p>
<ul>
<li>Normally done implicitly during initial load phase</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>BodyConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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>Controlls and configures all body detection specific options</p>
</div><div><p>Parameters:</p>
<ul>

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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 - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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><p>Each results has:</p>
<ul>

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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 - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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#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#skipFrame" class="tsd-kind-icon">skip<wbr/>Frame</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 name="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#L249">config.ts:249</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>FaceConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</a></li><li><a href="FaceConfig.html">FaceConfig</a></li></ul><h1>Interface FaceConfig</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 no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FaceConfig | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</a></li><li><a href="FaceConfig.html">FaceConfig</a></li></ul><h1>Interface FaceConfig</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 and configures all face-specific options:</p>
<ul>
<li>face detection, face mesh detection, age, gender, emotion detection and face description</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>FaceDescriptionConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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>FaceEmotionConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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><span class="target">FaceEmotionConfig</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="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"><a href="FaceEmotionConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceEmotionConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</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 name="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#L39">config.ts:39</a></li></ul></aside></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="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#L40">config.ts:40</a></li></ul></aside></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="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#L42">config.ts:42</a></li></ul></aside></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L41">config.ts:41</a></li></ul></aside></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></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="FaceEmotionConfig.html" class="tsd-kind-icon">Face<wbr/>Emotion<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><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"><a href="FaceEmotionConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceEmotionConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</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/FaceIrisConfig.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>FaceIrisConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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><span class="target">FaceIrisConfig</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="FaceIrisConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceIrisConfig.html#modelPath" class="tsd-kind-icon">model<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 name="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#L23">config.ts:23</a></li></ul></aside></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="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#L24">config.ts:24</a></li></ul></aside></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></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="FaceIrisConfig.html" class="tsd-kind-icon">Face<wbr/>Iris<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceIrisConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceIrisConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li></ul></li></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html>

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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 - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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><span class="target">FaceMeshConfig</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="FaceMeshConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceMeshConfig.html#modelPath" class="tsd-kind-icon">model<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 name="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#L17">config.ts:17</a></li></ul></aside></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="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#L18">config.ts:18</a></li></ul></aside></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></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="FaceMeshConfig.html" class="tsd-kind-icon">Face<wbr/>Mesh<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceMeshConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceMeshConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li></ul></li></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html>

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typedoc/interfaces/FaceResult.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>FaceResult | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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
Combined results of face detector, face mesh, age, gender, emotion, embedding, iris models
Some values may be null if specific model is not 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>FilterConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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/GestureConfig.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>GestureConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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 name="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#L215">config.ts:215</a></li></ul></aside></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></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 - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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>Controlls and configures all hand detection specific options</p>
</div><div><p>Parameters:</p>
<ul>

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typedoc/interfaces/HandResult.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>HandResult | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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><p>Each result has:</p>
<ul>

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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 - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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>Controlls and configures all object detection specific options</p>
<ul>
<li>enabled: true/false</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>ObjectResult | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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><p>Array of individual results with one object per detected gesture
Each result has:</p>

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typedoc/interfaces/PersonResult.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>PersonResult | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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>
</div><dl class="tsd-comment-tags"><dt>interface</dt><dd><p>Person Interface</p>
<p>Each result has:</p>

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typedoc/interfaces/Result.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>Result | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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 name="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#L187">result.ts:187</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">

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typedoc/interfaces/SegmentationConfig.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>SegmentationConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><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><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 - v2.3.1</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 - v2.3.1</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">
<!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 - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><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><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 - v2.3.2</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 - v2.3.2</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>Controlls and 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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types/dist/tfjs.esm.d.ts vendored
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@ -2155,6 +2155,7 @@ export namespace webgl {
export { forceHalfFloat };
}
declare var webgl_util_exports: {};
declare var webgpu_exports: {};
export function where(...args: any[]): any;
export namespace where { }
export function whereAsync(condition: any): Promise<any>;
@ -2568,5 +2569,5 @@ declare var OptimizerConstructors: {
getClassName(): any;
};
};
export { add2 as add, backend_util_exports as backend_util, browser_exports as browser, exports_constraints_exports as constraints, dist_exports as data, device_util_exports as device_util, fused_ops_exports as fused, gather_nd_util_exports as gather_util, gpgpu_util_exports as gpgpu_util, exports_initializers_exports as initializers, io_exports as io, isFinite2 as isFinite, isNaN2 as isNaN, kernel_impls_exports as kernel_impls, exports_layers_exports as layers, log5 as log, math_exports as math, exports_metrics_exports as metrics, exports_models_exports as models, ones2 as ones, print2 as print, exports_regularizers_exports as regularizers, round2 as round, scatter_nd_util_exports as scatter_util, serialization_exports as serialization, slice_util_exports as slice_util, sum2 as sum, tanh2 as tanh, tensor_util_exports as tensor_util, test_util_exports as test_util, util_exports as util, version92 as version, version3 as version_converter, version as version_core, version2 as version_layers, version8 as version_wasm, version5 as version_webgl, webgl_util_exports as webgl_util };
export { add2 as add, backend_util_exports as backend_util, browser_exports as browser, exports_constraints_exports as constraints, dist_exports as data, device_util_exports as device_util, fused_ops_exports as fused, gather_nd_util_exports as gather_util, gpgpu_util_exports as gpgpu_util, exports_initializers_exports as initializers, io_exports as io, isFinite2 as isFinite, isNaN2 as isNaN, kernel_impls_exports as kernel_impls, exports_layers_exports as layers, log5 as log, math_exports as math, exports_metrics_exports as metrics, exports_models_exports as models, ones2 as ones, print2 as print, exports_regularizers_exports as regularizers, round2 as round, scatter_nd_util_exports as scatter_util, serialization_exports as serialization, slice_util_exports as slice_util, sum2 as sum, tanh2 as tanh, tensor_util_exports as tensor_util, test_util_exports as test_util, util_exports as util, version92 as version, version3 as version_converter, version as version_core, version2 as version_layers, version8 as version_wasm, version5 as version_webgl, webgl_util_exports as webgl_util, webgpu_exports as webgpu };
//# sourceMappingURL=tfjs.esm.d.ts.map

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types/src/body/blazepose.d.ts.map
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@ -1 +1 @@
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13
types/src/body/blazeposecoords.d.ts vendored
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@ -1,12 +1,3 @@
export declare const kpt: string[];
export declare const connected: {
leftLeg: string[];
rightLeg: string[];
torso: string[];
leftArm: string[];
rightArm: string[];
leftHand: never[];
rightHand: never[];
head: never[];
};
export declare const kpt: Array<string>;
export declare const connected: Record<string, string[]>;
//# sourceMappingURL=blazeposecoords.d.ts.map

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types/src/body/blazeposecoords.d.ts.map
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@ -1 +1 @@
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@ -1 +1 @@
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{"version":3,"file":"efficientpose.d.ts","sourceRoot":"","sources":["../../../src/body/efficientpose.ts"],"names":[],"mappings":"AAAA;;;;GAIG;AAKH,OAAO,KAAK,EAAE,UAAU,EAAS,MAAM,WAAW,CAAC;AACnD,OAAO,KAAK,EAAE,UAAU,EAAE,MAAM,EAAE,MAAM,eAAe,CAAC;AACxD,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AAaxC,wBAAsB,IAAI,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAQ9D;AAmBD,wBAAsB,OAAO,CAAC,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,EAAE,CAAC,CAgFlF"}

11
types/src/body/efficientposecoords.d.ts vendored
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@ -1,10 +1,3 @@
export declare const kpt: string[];
export declare const connected: {
leftLeg: string[];
rightLeg: string[];
torso: string[];
leftArm: string[];
rightArm: string[];
head: never[];
};
export declare const kpt: Array<string>;
export declare const connected: Record<string, string[]>;
//# sourceMappingURL=efficientposecoords.d.ts.map

2
types/src/body/efficientposecoords.d.ts.map
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@ -1 +1 @@
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@ -1 +1 @@
{"version":3,"file":"movenet.d.ts","sourceRoot":"","sources":["../../../src/body/movenet.ts"],"names":[],"mappings":"AAAA;;;;GAIG;AAMH,OAAO,KAAK,EAAgB,UAAU,EAAc,MAAM,WAAW,CAAC;AACtE,OAAO,KAAK,EAAE,UAAU,EAAE,MAAM,EAAE,MAAM,eAAe,CAAC;AACxD,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AAWxC,wBAAsB,IAAI,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAW9D;AA4GD,wBAAsB,OAAO,CAAC,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,EAAE,CAAC,CA2ClF"}
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types/src/body/movenetcoords.d.ts vendored
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@ -1,10 +1,4 @@
export declare const kpt: string[];
export declare const connected: {
leftLeg: string[];
rightLeg: string[];
torso: string[];
leftArm: string[];
rightArm: string[];
head: never[];
};
export declare const kpt: Array<string>;
export declare const pairs: Array<string[]>;
export declare const connected: Record<string, string[]>;
//# sourceMappingURL=movenetcoords.d.ts.map

2
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@ -1 +1 @@
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types/src/body/posenet.d.ts.map
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@ -1 +1 @@
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{"version":3,"file":"posenet.d.ts","sourceRoot":"","sources":["../../../src/body/posenet.ts"],"names":[],"mappings":"AAAA;;;;GAIG;AAIH,OAAO,KAAK,EAAE,UAAU,EAAE,GAAG,EAAE,MAAM,WAAW,CAAC;AACjD,OAAO,KAAK,EAAE,MAAM,EAAE,UAAU,EAAE,MAAM,eAAe,CAAC;AACxD,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AAExC,OAAO,KAAK,KAAK,MAAM,gBAAgB,CAAC;AAsCxC,wBAAgB,UAAU,CAAC,IAAI,KAAA,EAAE,MAAM,KAAA,EAAE,OAAO,KAAA,EAAE,gBAAgB,KAAA,EAAE,gBAAgB,KAAA,SA+BnF;AAqBD,wBAAgB,uBAAuB,CAAC,aAAa,KAAA,EAAE,MAAM,KAAA,iBAe5D;AAkBD,wBAAgB,MAAM,CAAC,OAAO,KAAA,EAAE,MAAM,KAAA,EAAE,gBAAgB,KAAA,EAAE,gBAAgB,KAAA,EAAE,WAAW,KAAA,EAAE,aAAa,KAAA;;;WACnD,MAAM;IAmBxD;AAED,wBAAsB,OAAO,CAAC,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,EAAE,CAAC,CAqBlF;AAED,wBAAsB,IAAI,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAO9D"}

2
types/src/face/facemesh.d.ts vendored
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@ -12,5 +12,5 @@ import type { Config } from '../config';
export declare function predict(input: Tensor, config: Config): Promise<FaceResult[]>;
export declare function load(config: Config): Promise<GraphModel>;
export declare const triangulation: number[];
export declare const uvmap: number[][];
export declare const uvmap: [number, number][];
//# sourceMappingURL=facemesh.d.ts.map

2
types/src/face/facemesh.d.ts.map
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@ -1 +1 @@
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77
types/src/face/facemeshcoords.d.ts vendored
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@ -2,67 +2,22 @@
* BlazeFace, FaceMesh & Iris model implementation
* See `facemesh.ts` for entry point
*/
export declare const meshAnnotations: {
silhouette: number[];
lipsUpperOuter: number[];
lipsLowerOuter: number[];
lipsUpperInner: number[];
lipsLowerInner: number[];
rightEyeUpper0: number[];
rightEyeLower0: number[];
rightEyeUpper1: number[];
rightEyeLower1: number[];
rightEyeUpper2: number[];
rightEyeLower2: number[];
rightEyeLower3: number[];
rightEyebrowUpper: number[];
rightEyebrowLower: number[];
rightEyeIris: number[];
leftEyeUpper0: number[];
leftEyeLower0: number[];
leftEyeUpper1: number[];
leftEyeLower1: number[];
leftEyeUpper2: number[];
leftEyeLower2: number[];
leftEyeLower3: number[];
leftEyebrowUpper: number[];
leftEyebrowLower: number[];
leftEyeIris: number[];
midwayBetweenEyes: number[];
noseTip: number[];
noseBottom: number[];
noseRightCorner: number[];
noseLeftCorner: number[];
rightCheek: number[];
leftCheek: number[];
};
export declare const meshLandmarks: {
count: number;
mouth: number;
symmetryLine: number[];
};
export declare const blazeFaceLandmarks: {
leftEye: number;
rightEye: number;
nose: number;
mouth: number;
leftEar: number;
rightEar: number;
symmetryLine: number[];
};
export declare const MESH_TO_IRIS_INDICES_MAP: {
export declare const meshAnnotations: Record<string, number[]>;
export declare const meshLandmarks: Record<string, number | number[]>;
export declare const blazeFaceLandmarks: Record<string, number | number[]>;
export declare const MESH_TO_IRIS_INDICES_MAP: Array<{
key: string;
indices: number[];
}[];
export declare const UV468: number[][];
export declare const TRI468: number[];
export declare const TRI68: number[];
export declare const TRI33: number[];
export declare const TRI7: number[];
export declare const VTX68: number[];
export declare const VTX33: number[];
export declare const VTX7: number[];
export declare const UV68: number[][];
export declare const UV33: number[][];
export declare const UV7: number[][];
}>;
export declare const UV468: [number, number][];
export declare const TRI468: Array<number>;
export declare const TRI68: Array<number>;
export declare const TRI33: Array<number>;
export declare const TRI7: Array<number>;
export declare const VTX68: Array<number>;
export declare const VTX33: Array<number>;
export declare const VTX7: Array<number>;
export declare const UV68: [number, number][];
export declare const UV33: [number, number][];
export declare const UV7: [number, number][];
//# sourceMappingURL=facemeshcoords.d.ts.map

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2
types/src/hand/handtrack.d.ts.map
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@ -1 +1 @@
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2
types/src/human.d.ts vendored
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@ -158,7 +158,7 @@ export declare class Human {
* @param input: {@link Input}
* @returns { tensor, canvas }
*/
image(input: Input): {
image(input: Input, getTensor?: boolean): {
tensor: Tensor<import("@tensorflow/tfjs-core").Rank> | null;
canvas: HTMLCanvasElement | OffscreenCanvas | null;
};

2
types/src/human.d.ts.map
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@ -1 +1 @@
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3
types/src/image/image.d.ts vendored
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@ -6,7 +6,8 @@ import type { Config } from '../config';
import { env } from '../util/env';
export declare type Input = Tensor | ImageData | ImageBitmap | HTMLImageElement | HTMLMediaElement | HTMLVideoElement | HTMLCanvasElement | OffscreenCanvas | typeof Image | typeof env.Canvas;
export declare function canvas(width: any, height: any): HTMLCanvasElement | OffscreenCanvas;
export declare function process(input: Input, config: Config): {
export declare function copy(input: HTMLCanvasElement | OffscreenCanvas, output?: HTMLCanvasElement | OffscreenCanvas): HTMLCanvasElement | OffscreenCanvas;
export declare function process(input: Input, config: Config, getTensor?: boolean): {
tensor: Tensor | null;
canvas: OffscreenCanvas | HTMLCanvasElement | null;
};

2
types/src/image/image.d.ts.map
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@ -1 +1 @@
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2
types/src/result.d.ts vendored
View File

@ -89,7 +89,7 @@ export interface BodyResult {
score: number;
box: Box;
boxRaw: Box;
annotations: Record<string, Point[][]>;
annotations: Record<string, Array<Point[]>>;
keypoints: Array<BodyKeypoint>;
}
/** Hand results

2
types/src/result.d.ts.map
View File

@ -1 +1 @@
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11
types/src/util/box.d.ts vendored
View File

@ -1,7 +1,12 @@
import type { Box } from '../result';
export declare function scale(keypoints: any, boxScaleFact: any, outputSize: any): {
import type { Point, Box } from '../result';
export declare function calc(keypoints: Array<Point>, outputSize?: [number, number]): {
box: Box;
boxRaw: Box;
yxBox: Box;
};
export declare function square(keypoints: Array<Point>, outputSize?: [number, number]): {
box: Box;
boxRaw: Box;
};
export declare function scale(box: Box, scaleFact: number): Box;
export declare function crop(box: Box): Box;
//# sourceMappingURL=box.d.ts.map

2
types/src/util/box.d.ts.map
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@ -1 +1 @@
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2
types/src/util/draw.d.ts.map
View File

@ -1 +1 @@
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18
types/src/util/env.d.ts vendored
View File

@ -1,35 +1,53 @@
export declare type Env = {
/** Running in Browser */
browser: undefined | boolean;
/** Running in NodeJS */
node: undefined | boolean;
/** Running in WebWorker thread */
worker: undefined | boolean;
/** Detected platform */
platform: undefined | string;
/** Detected agent */
agent: undefined | string;
/** List of supported backends */
backends: string[];
/** Has any work been performed so far */
initial: boolean;
/** Are image filters supported? */
filter: undefined | boolean;
/** TFJS instance details */
tfjs: {
version: undefined | string;
};
/** Is offscreenCanvas supported? */
offscreen: undefined | boolean;
/** WASM detected capabilities */
wasm: {
supported: undefined | boolean;
backend: undefined | boolean;
simd: undefined | boolean;
multithread: undefined | boolean;
};
/** WebGL detected capabilities */
webgl: {
supported: undefined | boolean;
backend: undefined | boolean;
version: undefined | string;
renderer: undefined | string;
};
/** WebGPU detected capabilities */
webgpu: {
supported: undefined | boolean;
backend: undefined | boolean;
adapter: undefined | string;
};
/** List of supported kernels for current backend */
kernels: string[];
/** MonkeyPatch for Canvas */
Canvas: undefined;
/** MonkeyPatch for Image */
Image: undefined;
/** MonkeyPatch for ImageData */
ImageData: undefined;
};
export declare let env: Env;

2
types/src/util/env.d.ts.map
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@ -1 +1 @@
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3
types/src/util/interpolate.d.ts vendored
View File

@ -2,5 +2,6 @@
* Results interpolation for smoothening of video detection results inbetween detected frames
*/
import type { Result } from '../result';
export declare function calc(newResult: Result): Result;
import type { Config } from '../config';
export declare function calc(newResult: Result, config: Config): Result;
//# sourceMappingURL=interpolate.d.ts.map

2
types/src/util/interpolate.d.ts.map
View File

@ -1 +1 @@
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