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human
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implement optional face masking

pull/233/head
Vladimir Mandic 2021-11-12 15:07:23 -05:00
parent d6f9cc1d39
commit bf0df7e9f8
53 changed files with 1831 additions and 1059 deletions
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1
.eslintrc.json
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@ -40,6 +40,7 @@
"@typescript-eslint/explicit-module-boundary-types": "off", "@typescript-eslint/explicit-module-boundary-types": "off",
"@typescript-eslint/no-shadow": "error", "@typescript-eslint/no-shadow": "error",
"@typescript-eslint/no-var-requires": "off", "@typescript-eslint/no-var-requires": "off",
"@typescript-eslint/prefer-as-const": "off",
"@typescript-eslint/triple-slash-reference": "off", "@typescript-eslint/triple-slash-reference": "off",
"@typescript-eslint/no-inferrable-types": "off", "@typescript-eslint/no-inferrable-types": "off",
"@typescript-eslint/no-empty-interface": ["error", { "allowSingleExtends": true }], "@typescript-eslint/no-empty-interface": ["error", { "allowSingleExtends": true }],

2
CHANGELOG.md
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@ -11,6 +11,8 @@
### **HEAD -> main** 2021/11/11 mandic00@live.com ### **HEAD -> main** 2021/11/11 mandic00@live.com
- add similarity score range normalization
- add faceid demo
- documentation overhaul - documentation overhaul
- auto tensor shape and channels handling - auto tensor shape and channels handling
- disable use of path2d in node - disable use of path2d in node

9
demo/faceid/index.html
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@ -18,14 +18,15 @@
html { font-family: 'Lato', 'Segoe UI'; font-size: 16px; font-variant: small-caps; } html { font-family: 'Lato', 'Segoe UI'; font-size: 16px; font-variant: small-caps; }
body { margin: 0; padding: 16px; background: black; color: white; overflow-x: hidden; width: 100vw; height: 100vh; } body { margin: 0; padding: 16px; background: black; color: white; overflow-x: hidden; width: 100vw; height: 100vh; }
body::-webkit-scrollbar { display: none; } body::-webkit-scrollbar { display: none; }
.button { padding: 2px; cursor: pointer; box-shadow: 2px 2px black; width: 64px; text-align: center; margin-left: 16px; height: 16px; display: none } .button { padding: 2px; cursor: pointer; box-shadow: 2px 2px black; width: 64px; text-align: center; place-content: center; margin-left: 16px; height: 16px; display: none }
.ok { position: absolute; top: 64px; right: 20px; width: 100px; background-color: grey; padding: 4px; color: black; font-size: 14px }
</style> </style>
</head> </head>
<body> <body>
<canvas id="canvas" style="padding: 8px"></canvas> <canvas id="canvas" style="padding: 8px"></canvas>
<canvas id="source" style="padding: 8px"></canvas> <canvas id="source" style="padding: 8px"></canvas>
<video id="video" playsinline style="display: none"></video> <video id="video" playsinline style="display: none"></video>
<pre id="fps" style="position: absolute; top: 12px; right: 20px; background-color: grey; padding: 8px; box-shadow: 2px 2px black"></pre> <pre id="fps" style="position: absolute; bottom: 16px; right: 20px; background-color: grey; padding: 8px; box-shadow: 2px 2px black"></pre>
<pre id="log" style="padding: 8px"></pre> <pre id="log" style="padding: 8px"></pre>
<div id="match" style="display: none; padding: 8px"> <div id="match" style="display: none; padding: 8px">
<label for="name">name:</label> <label for="name">name:</label>
@ -33,7 +34,7 @@
<span id="save" class="button" style="background-color: royalblue">save</span> <span id="save" class="button" style="background-color: royalblue">save</span>
<span id="delete" class="button" style="background-color: lightcoral">delete</span> <span id="delete" class="button" style="background-color: lightcoral">delete</span>
</div> </div>
<div id="retry" class="button" style="background-color: darkslategray; width: 350px">retry</div> <div id="retry" class="button" style="background-color: darkslategray; width: 350px; margin-top: 32px; padding: 4px">retry</div>
<div id="status" style="position: absolute; bottom: 0; width: 100%; padding: 8px; font-size: 0.8rem;"></div> <div id="ok"></div>
</body> </body>
</html> </html>

115
demo/faceid/index.js
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@ -47,6 +47,15 @@ async function load() {
}; };
}); });
} }
async function count() {
if (!db)
await open();
return new Promise((resolve) => {
const store = db.transaction([table], "readwrite").objectStore(table).count();
store.onerror = (evt) => log("count error:", evt);
store.onsuccess = () => resolve(store.result);
});
}
async function save(faceRecord) { async function save(faceRecord) {
if (!db) if (!db)
await open(); await open();
@ -62,15 +71,12 @@ async function remove(faceRecord) {
} }
// demo/faceid/index.ts // demo/faceid/index.ts
var db2 = [];
var face;
var current;
var humanConfig = { var humanConfig = {
modelBasePath: "../../models", modelBasePath: "../../models",
filter: { equalization: true }, filter: { equalization: true },
face: { face: {
enabled: true, enabled: true,
detector: { rotation: true, return: true }, detector: { rotation: true, return: true, cropFactor: 1.6, mask: false },
description: { enabled: true }, description: { enabled: true },
iris: { enabled: true }, iris: { enabled: true },
emotion: { enabled: false }, emotion: { enabled: false },
@ -88,19 +94,24 @@ var options = {
maxTime: 1e4, maxTime: 1e4,
blinkMin: 10, blinkMin: 10,
blinkMax: 800, blinkMax: 800,
threshold: 0.5 threshold: 0.5,
mask: humanConfig.face.detector.mask,
rotation: humanConfig.face.detector.rotation,
cropFactor: humanConfig.face.detector.cropFactor
}; };
var ok = { var ok = {
faceCount: false, faceCount: false,
faceConfidence: false, faceConfidence: false,
facingCenter: false, facingCenter: false,
lookingCenter: false,
blinkDetected: false, blinkDetected: false,
faceSize: false, faceSize: false,
antispoofCheck: false, antispoofCheck: false,
livenessCheck: false, livenessCheck: false,
elapsedMs: 0 elapsedMs: 0
}; };
var allOk = () => ok.faceCount && ok.faceSize && ok.blinkDetected && ok.facingCenter && ok.faceConfidence && ok.antispoofCheck && ok.livenessCheck; var allOk = () => ok.faceCount && ok.faceSize && ok.blinkDetected && ok.facingCenter && ok.lookingCenter && ok.faceConfidence && ok.antispoofCheck && ok.livenessCheck;
var current = { face: null, record: null };
var blink = { var blink = {
start: 0, start: 0,
end: 0, end: 0,
@ -115,13 +126,13 @@ var dom = {
canvas: document.getElementById("canvas"), canvas: document.getElementById("canvas"),
log: document.getElementById("log"), log: document.getElementById("log"),
fps: document.getElementById("fps"), fps: document.getElementById("fps"),
status: document.getElementById("status"),
match: document.getElementById("match"), match: document.getElementById("match"),
name: document.getElementById("name"), name: document.getElementById("name"),
save: document.getElementById("save"), save: document.getElementById("save"),
delete: document.getElementById("delete"), delete: document.getElementById("delete"),
retry: document.getElementById("retry"), retry: document.getElementById("retry"),
source: document.getElementById("source") source: document.getElementById("source"),
ok: document.getElementById("ok")
}; };
var timestamp = { detect: 0, draw: 0 }; var timestamp = { detect: 0, draw: 0 };
var fps = { detect: 0, draw: 0 }; var fps = { detect: 0, draw: 0 };
@ -131,7 +142,6 @@ var log2 = (...msg) => {
console.log(...msg); console.log(...msg);
}; };
var printFPS = (msg) => dom.fps.innerText = msg; var printFPS = (msg) => dom.fps.innerText = msg;
var printStatus = (msg) => dom.status.innerText = "status: " + JSON.stringify(msg).replace(/"|{|}/g, "").replace(/,/g, " | ");
async function webCam() { async function webCam() {
printFPS("starting webcam..."); printFPS("starting webcam...");
const cameraOptions = { audio: false, video: { facingMode: "user", resizeMode: "none", width: { ideal: document.body.clientWidth } } }; const cameraOptions = { audio: false, video: { facingMode: "user", resizeMode: "none", width: { ideal: document.body.clientWidth } } };
@ -155,8 +165,8 @@ async function webCam() {
} }
async function detectionLoop() { async function detectionLoop() {
if (!dom.video.paused) { if (!dom.video.paused) {
if (face && face.tensor) if (current.face && current.face.tensor)
human.tf.dispose(face.tensor); human.tf.dispose(current.face.tensor);
await human.detect(dom.video); await human.detect(dom.video);
const now = human.now(); const now = human.now();
fps.detect = 1e3 / (now - timestamp.detect); fps.detect = 1e3 / (now - timestamp.detect);
@ -179,16 +189,32 @@ async function validationLoop() {
blink.start = human.now(); blink.start = human.now();
if (blink.start > 0 && !gestures.includes("blink left eye") && !gestures.includes("blink right eye")) if (blink.start > 0 && !gestures.includes("blink left eye") && !gestures.includes("blink right eye"))
blink.end = human.now(); blink.end = human.now();
ok.blinkDetected = ok.blinkDetected || blink.end - blink.start > options.blinkMin && blink.end - blink.start < options.blinkMax; ok.blinkDetected = ok.blinkDetected || Math.abs(blink.end - blink.start) > options.blinkMin && Math.abs(blink.end - blink.start) < options.blinkMax;
if (ok.blinkDetected && blink.time === 0) if (ok.blinkDetected && blink.time === 0)
blink.time = Math.trunc(blink.end - blink.start); blink.time = Math.trunc(blink.end - blink.start);
ok.facingCenter = gestures.includes("facing center") && gestures.includes("looking center"); ok.facingCenter = gestures.includes("facing center");
ok.lookingCenter = gestures.includes("looking center");
ok.faceConfidence = (human.result.face[0].boxScore || 0) > options.minConfidence && (human.result.face[0].faceScore || 0) > options.minConfidence && (human.result.face[0].genderScore || 0) > options.minConfidence; ok.faceConfidence = (human.result.face[0].boxScore || 0) > options.minConfidence && (human.result.face[0].faceScore || 0) > options.minConfidence && (human.result.face[0].genderScore || 0) > options.minConfidence;
ok.antispoofCheck = (human.result.face[0].real || 0) > options.minConfidence; ok.antispoofCheck = (human.result.face[0].real || 0) > options.minConfidence;
ok.livenessCheck = (human.result.face[0].live || 0) > options.minConfidence; ok.livenessCheck = (human.result.face[0].live || 0) > options.minConfidence;
ok.faceSize = human.result.face[0].box[2] >= options.minSize && human.result.face[0].box[3] >= options.minSize; ok.faceSize = human.result.face[0].box[2] >= options.minSize && human.result.face[0].box[3] >= options.minSize;
} }
printStatus(ok); let y = 32;
for (const [key, val] of Object.entries(ok)) {
let el = document.getElementById(`ok-${key}`);
if (!el) {
el = document.createElement("div");
el.innerText = key;
el.className = "ok";
el.style.top = `${y}px`;
dom.ok.appendChild(el);
}
if (typeof val === "boolean")
el.style.backgroundColor = val ? "lightgreen" : "lightcoral";
else
el.innerText = `${key}:${val}`;
y += 28;
}
if (allOk()) { if (allOk()) {
dom.video.pause(); dom.video.pause();
return human.result.face[0]; return human.result.face[0];
@ -208,46 +234,48 @@ async function validationLoop() {
} }
} }
async function saveRecords() { async function saveRecords() {
var _a; var _a, _b;
if (dom.name.value.length > 0) { if (dom.name.value.length > 0) {
const image = (_a = dom.canvas.getContext("2d")) == null ? void 0 : _a.getImageData(0, 0, dom.canvas.width, dom.canvas.height); const image = (_a = dom.canvas.getContext("2d")) == null ? void 0 : _a.getImageData(0, 0, dom.canvas.width, dom.canvas.height);
const rec = { id: 0, name: dom.name.value, descriptor: face.embedding, image }; const rec = { id: 0, name: dom.name.value, descriptor: (_b = current.face) == null ? void 0 : _b.embedding, image };
await save(rec); await save(rec);
log2("saved face record:", rec.name); log2("saved face record:", rec.name);
db2.push(rec);
} else { } else {
log2("invalid name"); log2("invalid name");
} }
} }
async function deleteRecord() { async function deleteRecord() {
if (current.id > 0) { if (current.record && current.record.id > 0) {
await remove(current); await remove(current.record);
} }
} }
async function detectFace() { async function detectFace() {
var _a, _b; var _a, _b;
(_a = dom.canvas.getContext("2d")) == null ? void 0 : _a.clearRect(0, 0, options.minSize, options.minSize); (_a = dom.canvas.getContext("2d")) == null ? void 0 : _a.clearRect(0, 0, options.minSize, options.minSize);
if (!face || !face.tensor || !face.embedding) if (!current.face || !current.face.tensor || !current.face.embedding)
return 0; return false;
human.tf.browser.toPixels(face.tensor, dom.canvas); human.tf.browser.toPixels(current.face.tensor, dom.canvas);
const descriptors = db2.map((rec) => rec.descriptor); if (await count() === 0) {
const res = await human.match(face.embedding, descriptors); log2("face database is empty");
if (res.index === -1) { document.body.style.background = "black";
log2("no matches");
dom.delete.style.display = "none"; dom.delete.style.display = "none";
dom.source.style.display = "none"; return false;
} else {
current = db2[res.index];
log2(`best match: ${current.name} | id: ${current.id} | similarity: ${Math.round(1e3 * res.similarity) / 10}%`);
dom.delete.style.display = "";
dom.name.value = current.name;
dom.source.style.display = "";
(_b = dom.source.getContext("2d")) == null ? void 0 : _b.putImageData(current.image, 0, 0);
} }
const db2 = await load();
const descriptors = db2.map((rec) => rec.descriptor);
const res = await human.match(current.face.embedding, descriptors);
current.record = db2[res.index] || null;
if (current.record) {
log2(`best match: ${current.record.name} | id: ${current.record.id} | similarity: ${Math.round(1e3 * res.similarity) / 10}%`);
dom.name.value = current.record.name;
dom.source.style.display = "";
(_b = dom.source.getContext("2d")) == null ? void 0 : _b.putImageData(current.record.image, 0, 0);
}
document.body.style.background = res.similarity > options.threshold ? "darkgreen" : "maroon";
return res.similarity > options.threshold; return res.similarity > options.threshold;
} }
async function main() { async function main() {
var _a, _b; var _a, _b, _c, _d;
ok.faceCount = false; ok.faceCount = false;
ok.faceConfidence = false; ok.faceConfidence = false;
ok.facingCenter = false; ok.facingCenter = false;
@ -258,34 +286,33 @@ async function main() {
ok.elapsedMs = 0; ok.elapsedMs = 0;
dom.match.style.display = "none"; dom.match.style.display = "none";
dom.retry.style.display = "none"; dom.retry.style.display = "none";
dom.source.style.display = "none";
document.body.style.background = "black"; document.body.style.background = "black";
await webCam(); await webCam();
await detectionLoop(); await detectionLoop();
startTime = human.now(); startTime = human.now();
face = await validationLoop(); current.face = await validationLoop();
dom.fps.style.display = "none"; dom.canvas.width = ((_b = (_a = current.face) == null ? void 0 : _a.tensor) == null ? void 0 : _b.shape[1]) || options.minSize;
dom.canvas.width = ((_a = face == null ? void 0 : face.tensor) == null ? void 0 : _a.shape[1]) || options.minSize; dom.canvas.height = ((_d = (_c = current.face) == null ? void 0 : _c.tensor) == null ? void 0 : _d.shape[0]) || options.minSize;
dom.canvas.height = ((_b = face == null ? void 0 : face.tensor) == null ? void 0 : _b.shape[0]) || options.minSize;
dom.source.width = dom.canvas.width; dom.source.width = dom.canvas.width;
dom.source.height = dom.canvas.height; dom.source.height = dom.canvas.height;
dom.canvas.style.width = ""; dom.canvas.style.width = "";
dom.match.style.display = "flex"; dom.match.style.display = "flex";
dom.save.style.display = "flex";
dom.delete.style.display = "flex";
dom.retry.style.display = "block"; dom.retry.style.display = "block";
if (!allOk()) { if (!allOk()) {
log2("did not find valid face"); log2("did not find valid face");
return false; return false;
} else { } else {
const res = await detectFace(); return detectFace();
document.body.style.background = res ? "darkgreen" : "maroon";
return res;
} }
} }
async function init() { async function init() {
log2("human version:", human.version, "| tfjs version:", human.tf.version_core); log2("human version:", human.version, "| tfjs version:", human.tf.version_core);
log2("options:", JSON.stringify(options).replace(/{|}|"|\[|\]/g, "").replace(/,/g, " ")); log2("options:", JSON.stringify(options).replace(/{|}|"|\[|\]/g, "").replace(/,/g, " "));
printFPS("loading..."); printFPS("loading...");
db2 = await load(); log2("known face records:", await count());
log2("loaded face records:", db2.length);
await webCam(); await webCam();
await human.load(); await human.load();
printFPS("initializing..."); printFPS("initializing...");

4
demo/faceid/index.js.map
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96
demo/faceid/index.ts
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@ -10,16 +10,12 @@
import { Human, TensorLike, FaceResult } from '../../dist/human.esm.js'; // equivalent of @vladmandic/Human import { Human, TensorLike, FaceResult } from '../../dist/human.esm.js'; // equivalent of @vladmandic/Human
import * as indexDb from './indexdb'; // methods to deal with indexdb import * as indexDb from './indexdb'; // methods to deal with indexdb
let db: Array<indexDb.FaceRecord> = []; // face descriptor database stored in indexdb
let face: FaceResult; // face result from human.detect
let current: indexDb.FaceRecord; // currently matched db record
const humanConfig = { // user configuration for human, used to fine-tune behavior const humanConfig = { // user configuration for human, used to fine-tune behavior
modelBasePath: '../../models', modelBasePath: '../../models',
filter: { equalization: true }, // lets run with histogram equilizer filter: { equalization: true }, // lets run with histogram equilizer
face: { face: {
enabled: true, enabled: true,
detector: { rotation: true, return: true }, // return tensor is used to get detected face image detector: { rotation: true, return: true, cropFactor: 1.6, mask: false }, // return tensor is used to get detected face image
description: { enabled: true }, description: { enabled: true },
iris: { enabled: true }, // needed to determine gaze direction iris: { enabled: true }, // needed to determine gaze direction
emotion: { enabled: false }, // not needed emotion: { enabled: false }, // not needed
@ -39,19 +35,24 @@ const options = {
blinkMin: 10, // minimum duration of a valid blink blinkMin: 10, // minimum duration of a valid blink
blinkMax: 800, // maximum duration of a valid blink blinkMax: 800, // maximum duration of a valid blink
threshold: 0.5, // minimum similarity threshold: 0.5, // minimum similarity
mask: humanConfig.face.detector.mask,
rotation: humanConfig.face.detector.rotation,
cropFactor: humanConfig.face.detector.cropFactor,
}; };
const ok = { // must meet all rules const ok = { // must meet all rules
faceCount: false, faceCount: false,
faceConfidence: false, faceConfidence: false,
facingCenter: false, facingCenter: false,
lookingCenter: false,
blinkDetected: false, blinkDetected: false,
faceSize: false, faceSize: false,
antispoofCheck: false, antispoofCheck: false,
livenessCheck: false, livenessCheck: false,
elapsedMs: 0, // total time while waiting for valid face elapsedMs: 0, // total time while waiting for valid face
}; };
const allOk = () => ok.faceCount && ok.faceSize && ok.blinkDetected && ok.facingCenter && ok.faceConfidence && ok.antispoofCheck && ok.livenessCheck; const allOk = () => ok.faceCount && ok.faceSize && ok.blinkDetected && ok.facingCenter && ok.lookingCenter && ok.faceConfidence && ok.antispoofCheck && ok.livenessCheck;
const current: { face: FaceResult | null, record: indexDb.FaceRecord | null } = { face: null, record: null }; // current face record and matched database record
const blink = { // internal timers for blink start/end/duration const blink = { // internal timers for blink start/end/duration
start: 0, start: 0,
@ -71,13 +72,13 @@ const dom = { // grab instances of dom objects so we dont have to look them up l
canvas: document.getElementById('canvas') as HTMLCanvasElement, canvas: document.getElementById('canvas') as HTMLCanvasElement,
log: document.getElementById('log') as HTMLPreElement, log: document.getElementById('log') as HTMLPreElement,
fps: document.getElementById('fps') as HTMLPreElement, fps: document.getElementById('fps') as HTMLPreElement,
status: document.getElementById('status') as HTMLPreElement,
match: document.getElementById('match') as HTMLDivElement, match: document.getElementById('match') as HTMLDivElement,
name: document.getElementById('name') as HTMLInputElement, name: document.getElementById('name') as HTMLInputElement,
save: document.getElementById('save') as HTMLSpanElement, save: document.getElementById('save') as HTMLSpanElement,
delete: document.getElementById('delete') as HTMLSpanElement, delete: document.getElementById('delete') as HTMLSpanElement,
retry: document.getElementById('retry') as HTMLDivElement, retry: document.getElementById('retry') as HTMLDivElement,
source: document.getElementById('source') as HTMLCanvasElement, source: document.getElementById('source') as HTMLCanvasElement,
ok: document.getElementById('ok') as HTMLDivElement,
}; };
const timestamp = { detect: 0, draw: 0 }; // holds information used to calculate performance and possible memory leaks const timestamp = { detect: 0, draw: 0 }; // holds information used to calculate performance and possible memory leaks
const fps = { detect: 0, draw: 0 }; // holds calculated fps information for both detect and screen refresh const fps = { detect: 0, draw: 0 }; // holds calculated fps information for both detect and screen refresh
@ -89,7 +90,6 @@ const log = (...msg) => { // helper method to output messages
console.log(...msg); console.log(...msg);
}; };
const printFPS = (msg) => dom.fps.innerText = msg; // print status element const printFPS = (msg) => dom.fps.innerText = msg; // print status element
const printStatus = (msg) => dom.status.innerText = 'status: ' + JSON.stringify(msg).replace(/"|{|}/g, '').replace(/,/g, ' | '); // print status element
async function webCam() { // initialize webcam async function webCam() { // initialize webcam
printFPS('starting webcam...'); printFPS('starting webcam...');
@ -111,7 +111,7 @@ async function webCam() { // initialize webcam
async function detectionLoop() { // main detection loop async function detectionLoop() { // main detection loop
if (!dom.video.paused) { if (!dom.video.paused) {
if (face && face.tensor) human.tf.dispose(face.tensor); // dispose previous tensor if (current.face && current.face.tensor) human.tf.dispose(current.face.tensor); // dispose previous tensor
await human.detect(dom.video); // actual detection; were not capturing output in a local variable as it can also be reached via human.result await human.detect(dom.video); // actual detection; were not capturing output in a local variable as it can also be reached via human.result
const now = human.now(); const now = human.now();
fps.detect = 1000 / (now - timestamp.detect); fps.detect = 1000 / (now - timestamp.detect);
@ -133,15 +133,29 @@ async function validationLoop(): Promise<FaceResult> { // main screen refresh lo
const gestures: string[] = Object.values(human.result.gesture).map((gesture) => gesture.gesture); // flatten all gestures const gestures: string[] = Object.values(human.result.gesture).map((gesture) => gesture.gesture); // flatten all gestures
if (gestures.includes('blink left eye') || gestures.includes('blink right eye')) blink.start = human.now(); // blink starts when eyes get closed if (gestures.includes('blink left eye') || gestures.includes('blink right eye')) blink.start = human.now(); // blink starts when eyes get closed
if (blink.start > 0 && !gestures.includes('blink left eye') && !gestures.includes('blink right eye')) blink.end = human.now(); // if blink started how long until eyes are back open if (blink.start > 0 && !gestures.includes('blink left eye') && !gestures.includes('blink right eye')) blink.end = human.now(); // if blink started how long until eyes are back open
ok.blinkDetected = ok.blinkDetected || (blink.end - blink.start > options.blinkMin && blink.end - blink.start < options.blinkMax); ok.blinkDetected = ok.blinkDetected || (Math.abs(blink.end - blink.start) > options.blinkMin && Math.abs(blink.end - blink.start) < options.blinkMax);
if (ok.blinkDetected && blink.time === 0) blink.time = Math.trunc(blink.end - blink.start); if (ok.blinkDetected && blink.time === 0) blink.time = Math.trunc(blink.end - blink.start);
ok.facingCenter = gestures.includes('facing center') && gestures.includes('looking center'); // must face camera and look at camera ok.facingCenter = gestures.includes('facing center');
ok.lookingCenter = gestures.includes('looking center'); // must face camera and look at camera
ok.faceConfidence = (human.result.face[0].boxScore || 0) > options.minConfidence && (human.result.face[0].faceScore || 0) > options.minConfidence && (human.result.face[0].genderScore || 0) > options.minConfidence; ok.faceConfidence = (human.result.face[0].boxScore || 0) > options.minConfidence && (human.result.face[0].faceScore || 0) > options.minConfidence && (human.result.face[0].genderScore || 0) > options.minConfidence;
ok.antispoofCheck = (human.result.face[0].real || 0) > options.minConfidence; ok.antispoofCheck = (human.result.face[0].real || 0) > options.minConfidence;
ok.livenessCheck = (human.result.face[0].live || 0) > options.minConfidence; ok.livenessCheck = (human.result.face[0].live || 0) > options.minConfidence;
ok.faceSize = human.result.face[0].box[2] >= options.minSize && human.result.face[0].box[3] >= options.minSize; ok.faceSize = human.result.face[0].box[2] >= options.minSize && human.result.face[0].box[3] >= options.minSize;
} }
printStatus(ok); let y = 32;
for (const [key, val] of Object.entries(ok)) {
let el = document.getElementById(`ok-${key}`);
if (!el) {
el = document.createElement('div');
el.innerText = key;
el.className = 'ok';
el.style.top = `${y}px`;
dom.ok.appendChild(el);
}
if (typeof val === 'boolean') el.style.backgroundColor = val ? 'lightgreen' : 'lightcoral';
else el.innerText = `${key}:${val}`;
y += 28;
}
if (allOk()) { // all criteria met if (allOk()) { // all criteria met
dom.video.pause(); dom.video.pause();
return human.result.face[0]; return human.result.face[0];
@ -163,39 +177,41 @@ async function validationLoop(): Promise<FaceResult> { // main screen refresh lo
async function saveRecords() { async function saveRecords() {
if (dom.name.value.length > 0) { if (dom.name.value.length > 0) {
const image = dom.canvas.getContext('2d')?.getImageData(0, 0, dom.canvas.width, dom.canvas.height) as ImageData; const image = dom.canvas.getContext('2d')?.getImageData(0, 0, dom.canvas.width, dom.canvas.height) as ImageData;
const rec = { id: 0, name: dom.name.value, descriptor: face.embedding as number[], image }; const rec = { id: 0, name: dom.name.value, descriptor: current.face?.embedding as number[], image };
await indexDb.save(rec); await indexDb.save(rec);
log('saved face record:', rec.name); log('saved face record:', rec.name);
db.push(rec);
} else { } else {
log('invalid name'); log('invalid name');
} }
} }
async function deleteRecord() { async function deleteRecord() {
if (current.id > 0) { if (current.record && current.record.id > 0) {
await indexDb.remove(current); await indexDb.remove(current.record);
} }
} }
async function detectFace() { async function detectFace() {
dom.canvas.getContext('2d')?.clearRect(0, 0, options.minSize, options.minSize); dom.canvas.getContext('2d')?.clearRect(0, 0, options.minSize, options.minSize);
if (!face || !face.tensor || !face.embedding) return 0; if (!current.face || !current.face.tensor || !current.face.embedding) return false;
human.tf.browser.toPixels(face.tensor as unknown as TensorLike, dom.canvas); human.tf.browser.toPixels(current.face.tensor as unknown as TensorLike, dom.canvas);
const descriptors = db.map((rec) => rec.descriptor); if (await indexDb.count() === 0) {
const res = await human.match(face.embedding, descriptors); log('face database is empty');
if (res.index === -1) { document.body.style.background = 'black';
log('no matches');
dom.delete.style.display = 'none'; dom.delete.style.display = 'none';
dom.source.style.display = 'none'; return false;
} else {
current = db[res.index];
log(`best match: ${current.name} | id: ${current.id} | similarity: ${Math.round(1000 * res.similarity) / 10}%`);
dom.delete.style.display = '';
dom.name.value = current.name;
dom.source.style.display = '';
dom.source.getContext('2d')?.putImageData(current.image, 0, 0);
} }
const db = await indexDb.load();
const descriptors = db.map((rec) => rec.descriptor);
const res = await human.match(current.face.embedding, descriptors);
current.record = db[res.index] || null;
if (current.record) {
log(`best match: ${current.record.name} | id: ${current.record.id} | similarity: ${Math.round(1000 * res.similarity) / 10}%`);
dom.name.value = current.record.name;
dom.source.style.display = '';
dom.source.getContext('2d')?.putImageData(current.record.image, 0, 0);
}
document.body.style.background = res.similarity > options.threshold ? 'darkgreen' : 'maroon';
return res.similarity > options.threshold; return res.similarity > options.threshold;
} }
@ -210,27 +226,26 @@ async function main() { // main entry point
ok.elapsedMs = 0; ok.elapsedMs = 0;
dom.match.style.display = 'none'; dom.match.style.display = 'none';
dom.retry.style.display = 'none'; dom.retry.style.display = 'none';
dom.source.style.display = 'none';
document.body.style.background = 'black'; document.body.style.background = 'black';
await webCam(); await webCam();
await detectionLoop(); // start detection loop await detectionLoop(); // start detection loop
startTime = human.now(); startTime = human.now();
face = await validationLoop(); // start validation loop current.face = await validationLoop(); // start validation loop
dom.fps.style.display = 'none'; dom.canvas.width = current.face?.tensor?.shape[1] || options.minSize;
dom.canvas.width = face?.tensor?.shape[1] || options.minSize; dom.canvas.height = current.face?.tensor?.shape[0] || options.minSize;
dom.canvas.height = face?.tensor?.shape[0] || options.minSize;
dom.source.width = dom.canvas.width; dom.source.width = dom.canvas.width;
dom.source.height = dom.canvas.height; dom.source.height = dom.canvas.height;
dom.canvas.style.width = ''; dom.canvas.style.width = '';
dom.match.style.display = 'flex'; dom.match.style.display = 'flex';
dom.save.style.display = 'flex';
dom.delete.style.display = 'flex';
dom.retry.style.display = 'block'; dom.retry.style.display = 'block';
if (!allOk()) { if (!allOk()) { // is all criteria met?
log('did not find valid face'); log('did not find valid face');
return false; return false;
} else { } else {
// log('found valid face'); return detectFace();
const res = await detectFace();
document.body.style.background = res ? 'darkgreen' : 'maroon';
return res;
} }
} }
@ -238,8 +253,7 @@ async function init() {
log('human version:', human.version, '| tfjs version:', human.tf.version_core); log('human version:', human.version, '| tfjs version:', human.tf.version_core);
log('options:', JSON.stringify(options).replace(/{|}|"|\[|\]/g, '').replace(/,/g, ' ')); log('options:', JSON.stringify(options).replace(/{|}|"|\[|\]/g, '').replace(/,/g, ' '));
printFPS('loading...'); printFPS('loading...');
db = await indexDb.load(); // load face database from indexdb log('known face records:', await indexDb.count());
log('loaded face records:', db.length);
await webCam(); // start webcam await webCam(); // start webcam
await human.load(); // preload all models await human.load(); // preload all models
printFPS('initializing...'); printFPS('initializing...');

9
demo/faceid/indexdb.ts
View File

@ -43,6 +43,15 @@ export async function load(): Promise<FaceRecord[]> {
}); });
} }
export async function count(): Promise<number> {
if (!db) await open(); // open or create if not already done
return new Promise((resolve) => {
const store: IDBRequest = db.transaction([table], 'readwrite').objectStore(table).count();
store.onerror = (evt) => log('count error:', evt);
store.onsuccess = () => resolve(store.result);
});
}
export async function save(faceRecord: FaceRecord) { export async function save(faceRecord: FaceRecord) {
if (!db) await open(); // open or create if not already done if (!db) await open(); // open or create if not already done
const newRecord = { name: faceRecord.name, descriptor: faceRecord.descriptor, image: faceRecord.image }; // omit id as its autoincrement const newRecord = { name: faceRecord.name, descriptor: faceRecord.descriptor, image: faceRecord.image }; // omit id as its autoincrement

37
demo/facematch/facematch.js
View File

@ -135,12 +135,10 @@ async function SelectFaceCanvas(face) {
title('Selected Face'); title('Selected Face');
} }
function AddFaceCanvas(index, res, fileName) { async function AddFaceCanvas(index, res, fileName) {
all[index] = res.face; all[index] = res.face;
let ok = false;
for (const i in res.face) { for (const i in res.face) {
if (res.face[i].mesh.length === 0) continue; if (res.face[i].mesh.length === 0 || !res.face[i].tensor) continue; // did not get valid results
ok = true;
all[index][i].fileName = fileName; all[index][i].fileName = fileName;
const canvas = document.createElement('canvas'); const canvas = document.createElement('canvas');
canvas.tag = { sample: index, face: i, source: fileName }; canvas.tag = { sample: index, face: i, source: fileName };
@ -155,27 +153,22 @@ function AddFaceCanvas(index, res, fileName) {
gender: ${Math.round(100 * res.face[i].genderScore)}% ${res.face[i].gender} gender: ${Math.round(100 * res.face[i].genderScore)}% ${res.face[i].gender}
emotion: ${emotion} emotion: ${emotion}
`.replace(/ /g, ' '); `.replace(/ /g, ' ');
// mouse click on any face canvas triggers analysis await human.tf.browser.toPixels(res.face[i].tensor, canvas);
const ctx = canvas.getContext('2d');
if (!ctx) return false;
ctx.font = 'small-caps 0.8rem "Lato"';
ctx.fillStyle = 'rgba(255, 255, 255, 1)';
ctx.fillText(`${res.face[i].age}y ${(100 * (res.face[i].genderScore || 0)).toFixed(1)}% ${res.face[i].gender}`, 4, canvas.height - 6);
const arr = db.map((rec) => rec.embedding);
const result = human.match(res.face[i].embedding, arr);
ctx.font = 'small-caps 1rem "Lato"';
if (result.similarity && res.similarity > minScore) ctx.fillText(`${(100 * result.similarity).toFixed(1)}% ${db[result.index].name}`, 4, canvas.height - 30);
document.getElementById('faces').appendChild(canvas);
canvas.addEventListener('click', (evt) => { canvas.addEventListener('click', (evt) => {
log('Select:', 'Image:', evt.target.tag.sample, 'Face:', evt.target.tag.face, 'Source:', evt.target.tag.source, all[evt.target.tag.sample][evt.target.tag.face]); log('Select:', 'Image:', evt.target.tag.sample, 'Face:', evt.target.tag.face, 'Source:', evt.target.tag.source, all[evt.target.tag.sample][evt.target.tag.face]);
SelectFaceCanvas(all[evt.target.tag.sample][evt.target.tag.face]); SelectFaceCanvas(all[evt.target.tag.sample][evt.target.tag.face]);
}); });
// if we actually got face image tensor, draw canvas with that face
if (res.face[i].tensor) {
human.tf.browser.toPixels(res.face[i].tensor, canvas);
document.getElementById('faces').appendChild(canvas);
const ctx = canvas.getContext('2d');
if (!ctx) return false;
ctx.font = 'small-caps 0.8rem "Lato"';
ctx.fillStyle = 'rgba(255, 255, 255, 1)';
ctx.fillText(`${res.face[i].age}y ${(100 * (res.face[i].genderScore || 0)).toFixed(1)}% ${res.face[i].gender}`, 4, canvas.height - 6);
const arr = db.map((rec) => rec.embedding);
const result = human.match(res.face[i].embedding, arr);
ctx.font = 'small-caps 1rem "Lato"';
if (result.similarity && res.similarity > minScore) ctx.fillText(`${(100 * result.similarity).toFixed(1)}% ${db[result.index].name}`, 4, canvas.height - 30);
}
} }
return ok;
} }
async function AddImageElement(index, image, length) { async function AddImageElement(index, image, length) {
@ -185,8 +178,8 @@ async function AddImageElement(index, image, length) {
const img = new Image(128, 128); const img = new Image(128, 128);
img.onload = () => { // must wait until image is loaded img.onload = () => { // must wait until image is loaded
human.detect(img, userConfig).then((res) => { human.detect(img, userConfig).then((res) => {
const ok = AddFaceCanvas(index, res, image); // then wait until image is analyzed AddFaceCanvas(index, res, image); // then wait until image is analyzed
if (ok) document.getElementById('images').appendChild(img); // and finally we can add it document.getElementById('images').appendChild(img); // and finally we can add it
resolve(true); resolve(true);
}); });
}; };

128
dist/human.esm-nobundle.js vendored
View File

@ -152,6 +152,8 @@ var config = {
skipTime: 2500, skipTime: 2500,
minConfidence: 0.2, minConfidence: 0.2,
iouThreshold: 0.1, iouThreshold: 0.1,
cropFactor: 1.6,
mask: false,
return: false return: false
}, },
mesh: { mesh: {
@ -5631,9 +5633,8 @@ var model8 = null;
var inputSize5 = 0; var inputSize5 = 0;
var skipped7 = Number.MAX_SAFE_INTEGER; var skipped7 = Number.MAX_SAFE_INTEGER;
var lastTime6 = 0; var lastTime6 = 0;
var enlargeFact = 1.6;
async function predict6(input, config3) { async function predict6(input, config3) {
var _a, _b, _c, _d, _e, _f, _g, _h; var _a, _b, _c, _d, _e, _f, _g, _h, _i, _j, _k;
const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime6; const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime6;
const skipFrame = skipped7 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0); const skipFrame = skipped7 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) { if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
@ -5647,7 +5648,7 @@ async function predict6(input, config3) {
landmarks: possible.landmarks, landmarks: possible.landmarks,
confidence: possible.confidence confidence: possible.confidence
}; };
boxCache.push(squarifyBox(enlargeBox(scaleBoxCoordinates(box4, possibleBoxes.scaleFactor), Math.sqrt(enlargeFact)))); boxCache.push(squarifyBox(enlargeBox(scaleBoxCoordinates(box4, possibleBoxes.scaleFactor), Math.sqrt(((_c = config3.face.detector) == null ? void 0 : _c.cropFactor) || 1.6))));
} }
skipped7 = 0; skipped7 = 0;
} else { } else {
@ -5671,14 +5672,14 @@ async function predict6(input, config3) {
faceScore: 0, faceScore: 0,
annotations: {} annotations: {}
}; };
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, inputSize5); [angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, ((_e = config3.face.mesh) == null ? void 0 : _e.enabled) ? inputSize5 : size());
if ((_d = config3 == null ? void 0 : config3.filter) == null ? void 0 : _d.equalization) { if ((_f = config3 == null ? void 0 : config3.filter) == null ? void 0 : _f.equalization) {
const equilized = await histogramEqualization(face5.tensor); const equilized = await histogramEqualization(face5.tensor);
tfjs_esm_exports.dispose(face5.tensor); tfjs_esm_exports.dispose(face5.tensor);
face5.tensor = equilized; face5.tensor = equilized;
} }
face5.boxScore = Math.round(100 * box4.confidence) / 100; face5.boxScore = Math.round(100 * box4.confidence) / 100;
if (!((_e = config3.face.mesh) == null ? void 0 : _e.enabled)) { if (!((_g = config3.face.mesh) == null ? void 0 : _g.enabled)) {
face5.box = getClampedBox(box4, input); face5.box = getClampedBox(box4, input);
face5.boxRaw = getRawBox(box4, input); face5.boxRaw = getRawBox(box4, input);
face5.score = face5.boxScore; face5.score = face5.boxScore;
@ -5699,22 +5700,22 @@ async function predict6(input, config3) {
const coordsReshaped = tfjs_esm_exports.reshape(contourCoords, [-1, 3]); const coordsReshaped = tfjs_esm_exports.reshape(contourCoords, [-1, 3]);
let rawCoords = await coordsReshaped.array(); let rawCoords = await coordsReshaped.array();
tfjs_esm_exports.dispose([contourCoords, coordsReshaped, confidence, contours]); tfjs_esm_exports.dispose([contourCoords, coordsReshaped, confidence, contours]);
if (face5.faceScore < (((_f = config3.face.detector) == null ? void 0 : _f.minConfidence) || 1)) { if (face5.faceScore < (((_h = config3.face.detector) == null ? void 0 : _h.minConfidence) || 1)) {
box4.confidence = face5.faceScore; box4.confidence = face5.faceScore;
} else { } else {
if ((_g = config3.face.iris) == null ? void 0 : _g.enabled) if ((_i = config3.face.iris) == null ? void 0 : _i.enabled)
rawCoords = await augmentIris(rawCoords, face5.tensor, config3, inputSize5); rawCoords = await augmentIris(rawCoords, face5.tensor, config3, inputSize5);
face5.mesh = transformRawCoords(rawCoords, box4, angle, rotationMatrix, inputSize5); face5.mesh = transformRawCoords(rawCoords, box4, angle, rotationMatrix, inputSize5);
face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize5]); face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize5]);
for (const key of Object.keys(meshAnnotations)) for (const key of Object.keys(meshAnnotations))
face5.annotations[key] = meshAnnotations[key].map((index2) => face5.mesh[index2]); face5.annotations[key] = meshAnnotations[key].map((index2) => face5.mesh[index2]);
box4 = squarifyBox({ ...enlargeBox(calculateLandmarksBoundingBox(face5.mesh), enlargeFact), confidence: box4.confidence }); box4 = squarifyBox({ ...enlargeBox(calculateLandmarksBoundingBox(face5.mesh), ((_j = config3.face.detector) == null ? void 0 : _j.cropFactor) || 1.6), confidence: box4.confidence });
face5.box = getClampedBox(box4, input); face5.box = getClampedBox(box4, input);
face5.boxRaw = getRawBox(box4, input); face5.boxRaw = getRawBox(box4, input);
face5.score = face5.faceScore; face5.score = face5.faceScore;
newCache.push(box4); newCache.push(box4);
tfjs_esm_exports.dispose(face5.tensor); tfjs_esm_exports.dispose(face5.tensor);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_h = config3.face.detector) == null ? void 0 : _h.rotation, box4, input, inputSize5); [angle, rotationMatrix, face5.tensor] = correctFaceRotation((_k = config3.face.detector) == null ? void 0 : _k.rotation, box4, input, inputSize5);
} }
} }
faces.push(face5); faces.push(face5);
@ -10641,8 +10642,8 @@ async function process5(input, background, config3) {
if (!model14) if (!model14)
await load15(config3); await load15(config3);
const inputImage = await process2(input, config3); const inputImage = await process2(input, config3);
const width = ((_a = inputImage.canvas) == null ? void 0 : _a.width) || 0; const width = ((_a = inputImage.tensor) == null ? void 0 : _a.shape[2]) || 0;
const height = ((_b = inputImage.canvas) == null ? void 0 : _b.height) || 0; const height = ((_b = inputImage.tensor) == null ? void 0 : _b.shape[1]) || 0;
if (!inputImage.tensor) if (!inputImage.tensor)
return { data: [], canvas: null, alpha: null }; return { data: [], canvas: null, alpha: null };
const t = {}; const t = {};
@ -10699,7 +10700,7 @@ async function process5(input, background, config3) {
} }
Object.keys(t).forEach((tensor3) => tfjs_esm_exports.dispose(t[tensor3])); Object.keys(t).forEach((tensor3) => tfjs_esm_exports.dispose(t[tensor3]));
busy = false; busy = false;
return { data, canvas: mergedCanvas || compositeCanvas, alpha: alphaCanvas }; return { data, canvas: compositeCanvas, alpha: alphaCanvas };
} }
// src/models.ts // src/models.ts
@ -11516,6 +11517,44 @@ async function all(inCanvas2, result, drawOptions) {
return promise; return promise;
} }
// src/face/mask.ts
var expandFact = 0.1;
var alpha = 0.5;
function insidePoly(x, y, polygon) {
let inside = false;
let j = polygon.length - 1;
for (let i = 0; i < polygon.length; j = i++) {
if (polygon[i].y > y !== polygon[j].y > y && x < (polygon[j].x - polygon[i].x) * (y - polygon[i].y) / (polygon[j].y - polygon[i].y) + polygon[i].x)
inside = !inside;
}
return inside;
}
async function mask(face5) {
if (!face5.tensor)
return face5.tensor;
const width = face5.tensor.shape[2] || 0;
const height = face5.tensor.shape[1] || 0;
const buffer = await face5.tensor.buffer();
let silhouette = [];
for (const pt of meshAnnotations.silhouette)
silhouette.push({ x: (face5.mesh[pt][0] - face5.box[0]) / face5.box[2], y: (face5.mesh[pt][1] - face5.box[1]) / face5.box[3] });
if (expandFact && expandFact > 0)
silhouette = silhouette.map((pt) => ({ x: pt.x > 0.5 ? pt.x + expandFact : pt.x - expandFact, y: pt.y > 0.5 ? pt.y + expandFact : pt.y - expandFact }));
for (let x = 0; x < width; x++) {
for (let y = 0; y < height; y++) {
const inside = insidePoly(x / width, y / width, silhouette);
if (!inside) {
buffer.set(alpha * buffer.get(0, y, x, 0), 0, y, x, 0);
buffer.set(alpha * buffer.get(0, y, x, 1), 0, y, x, 1);
buffer.set(alpha * buffer.get(0, y, x, 2), 0, y, x, 2);
}
}
}
const output = buffer.toTensor();
tfjs_esm_exports.dispose(buffer);
return output;
}
// src/face/angles.ts // src/face/angles.ts
var calculateGaze = (face5) => { var calculateGaze = (face5) => {
const radians = (pt1, pt2) => Math.atan2(pt1[1] - pt2[1], pt1[0] - pt2[0]); const radians = (pt1, pt2) => Math.atan2(pt1[1] - pt2[1], pt1[0] - pt2[0]);
@ -11624,7 +11663,7 @@ var calculateFaceAngle = (face5, imageSize) => {
// src/face/face.ts // src/face/face.ts
var detectFace = async (parent, input) => { var detectFace = async (parent, input) => {
var _a, _b, _c, _d; var _a, _b, _c, _d, _e, _f, _g, _h, _i, _j, _k, _l, _m, _n, _o;
let timeStamp; let timeStamp;
let ageRes; let ageRes;
let gearRes; let gearRes;
@ -11649,44 +11688,49 @@ var detectFace = async (parent, input) => {
log("Face object is disposed:", faces[i].tensor); log("Face object is disposed:", faces[i].tensor);
continue; continue;
} }
const rotation = calculateFaceAngle(faces[i], [input.shape[2], input.shape[1]]); if ((_a = parent.config.face.detector) == null ? void 0 : _a.mask) {
const masked = await mask(faces[i]);
tfjs_esm_exports.dispose(faces[i].tensor);
faces[i].tensor = masked;
}
const rotation = faces[i].mesh && faces[i].mesh.length > 200 ? calculateFaceAngle(faces[i], [input.shape[2], input.shape[1]]) : null;
parent.analyze("Start Emotion:"); parent.analyze("Start Emotion:");
if (parent.config.async) { if (parent.config.async) {
emotionRes = parent.config.face.emotion.enabled ? predict5(faces[i].tensor || tfjs_esm_exports.tensor([]), parent.config, i, faces.length) : null; emotionRes = ((_b = parent.config.face.emotion) == null ? void 0 : _b.enabled) ? predict5(faces[i].tensor || tfjs_esm_exports.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = "run:emotion"; parent.state = "run:emotion";
timeStamp = now(); timeStamp = now();
emotionRes = parent.config.face.emotion.enabled ? await predict5(faces[i].tensor || tfjs_esm_exports.tensor([]), parent.config, i, faces.length) : null; emotionRes = ((_c = parent.config.face.emotion) == null ? void 0 : _c.enabled) ? await predict5(faces[i].tensor || tfjs_esm_exports.tensor([]), parent.config, i, faces.length) : null;
parent.performance.emotion = env.perfadd ? (parent.performance.emotion || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.emotion = env.perfadd ? (parent.performance.emotion || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze("End Emotion:"); parent.analyze("End Emotion:");
parent.analyze("Start AntiSpoof:"); parent.analyze("Start AntiSpoof:");
if (parent.config.async) { if (parent.config.async) {
antispoofRes = parent.config.face.antispoof.enabled ? predict(faces[i].tensor || tfjs_esm_exports.tensor([]), parent.config, i, faces.length) : null; antispoofRes = ((_d = parent.config.face.antispoof) == null ? void 0 : _d.enabled) ? predict(faces[i].tensor || tfjs_esm_exports.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = "run:antispoof"; parent.state = "run:antispoof";
timeStamp = now(); timeStamp = now();
antispoofRes = parent.config.face.antispoof.enabled ? await predict(faces[i].tensor || tfjs_esm_exports.tensor([]), parent.config, i, faces.length) : null; antispoofRes = ((_e = parent.config.face.antispoof) == null ? void 0 : _e.enabled) ? await predict(faces[i].tensor || tfjs_esm_exports.tensor([]), parent.config, i, faces.length) : null;
parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze("End AntiSpoof:"); parent.analyze("End AntiSpoof:");
parent.analyze("Start Liveness:"); parent.analyze("Start Liveness:");
if (parent.config.async) { if (parent.config.async) {
livenessRes = parent.config.face.liveness.enabled ? predict10(faces[i].tensor || tfjs_esm_exports.tensor([]), parent.config, i, faces.length) : null; livenessRes = ((_f = parent.config.face.liveness) == null ? void 0 : _f.enabled) ? predict10(faces[i].tensor || tfjs_esm_exports.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = "run:liveness"; parent.state = "run:liveness";
timeStamp = now(); timeStamp = now();
livenessRes = parent.config.face.liveness.enabled ? await predict10(faces[i].tensor || tfjs_esm_exports.tensor([]), parent.config, i, faces.length) : null; livenessRes = ((_g = parent.config.face.liveness) == null ? void 0 : _g.enabled) ? await predict10(faces[i].tensor || tfjs_esm_exports.tensor([]), parent.config, i, faces.length) : null;
parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze("End Liveness:"); parent.analyze("End Liveness:");
parent.analyze("Start Description:"); parent.analyze("Start Description:");
if (parent.config.async) { if (parent.config.async) {
descRes = parent.config.face.description.enabled ? predict7(faces[i].tensor || tfjs_esm_exports.tensor([]), parent.config, i, faces.length) : null; descRes = ((_h = parent.config.face.description) == null ? void 0 : _h.enabled) ? predict7(faces[i].tensor || tfjs_esm_exports.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = "run:description"; parent.state = "run:description";
timeStamp = now(); timeStamp = now();
descRes = parent.config.face.description.enabled ? await predict7(faces[i].tensor || tfjs_esm_exports.tensor([]), parent.config, i, faces.length) : null; descRes = ((_i = parent.config.face.description) == null ? void 0 : _i.enabled) ? await predict7(faces[i].tensor || tfjs_esm_exports.tensor([]), parent.config, i, faces.length) : null;
parent.performance.description = env.perfadd ? (parent.performance.description || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.description = env.perfadd ? (parent.performance.description || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze("End Description:"); parent.analyze("End Description:");
@ -11694,12 +11738,12 @@ var detectFace = async (parent, input) => {
[ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes]); [ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes]);
} }
parent.analyze("Finish Face:"); parent.analyze("Finish Face:");
if (!parent.config.face.iris.enabled && ((_b = (_a = faces[i]) == null ? void 0 : _a.annotations) == null ? void 0 : _b.leftEyeIris) && ((_d = (_c = faces[i]) == null ? void 0 : _c.annotations) == null ? void 0 : _d.rightEyeIris)) { if (!((_j = parent.config.face.iris) == null ? void 0 : _j.enabled) && ((_l = (_k = faces[i]) == null ? void 0 : _k.annotations) == null ? void 0 : _l.leftEyeIris) && ((_n = (_m = faces[i]) == null ? void 0 : _m.annotations) == null ? void 0 : _n.rightEyeIris)) {
delete faces[i].annotations.leftEyeIris; delete faces[i].annotations.leftEyeIris;
delete faces[i].annotations.rightEyeIris; delete faces[i].annotations.rightEyeIris;
} }
const irisSize = faces[i].annotations && faces[i].annotations.leftEyeIris && faces[i].annotations.leftEyeIris[0] && faces[i].annotations.rightEyeIris && faces[i].annotations.rightEyeIris[0] && faces[i].annotations.leftEyeIris.length > 0 && faces[i].annotations.rightEyeIris.length > 0 && faces[i].annotations.leftEyeIris[0] !== null && faces[i].annotations.rightEyeIris[0] !== null ? Math.max(Math.abs(faces[i].annotations.leftEyeIris[3][0] - faces[i].annotations.leftEyeIris[1][0]), Math.abs(faces[i].annotations.rightEyeIris[4][1] - faces[i].annotations.rightEyeIris[2][1])) / input.shape[2] : 0; const irisSize = faces[i].annotations && faces[i].annotations.leftEyeIris && faces[i].annotations.leftEyeIris[0] && faces[i].annotations.rightEyeIris && faces[i].annotations.rightEyeIris[0] && faces[i].annotations.leftEyeIris.length > 0 && faces[i].annotations.rightEyeIris.length > 0 && faces[i].annotations.leftEyeIris[0] !== null && faces[i].annotations.rightEyeIris[0] !== null ? Math.max(Math.abs(faces[i].annotations.leftEyeIris[3][0] - faces[i].annotations.leftEyeIris[1][0]), Math.abs(faces[i].annotations.rightEyeIris[4][1] - faces[i].annotations.rightEyeIris[2][1])) / input.shape[2] : 0;
const tensor3 = parent.config.face.detector.return ? tfjs_esm_exports.squeeze(faces[i].tensor) : null; const tensor3 = ((_o = parent.config.face.detector) == null ? void 0 : _o.return) ? tfjs_esm_exports.squeeze(faces[i].tensor) : null;
tfjs_esm_exports.dispose(faces[i].tensor); tfjs_esm_exports.dispose(faces[i].tensor);
if (faces[i].tensor) if (faces[i].tensor)
delete faces[i].tensor; delete faces[i].tensor;
@ -11762,11 +11806,12 @@ var face2 = (res) => {
const gestures = []; const gestures = [];
for (let i = 0; i < res.length; i++) { for (let i = 0; i < res.length; i++) {
if (res[i].mesh && res[i].mesh.length > 450) { if (res[i].mesh && res[i].mesh.length > 450) {
const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2]; const zDiff = res[i].mesh[33][2] - res[i].mesh[263][2];
if (Math.abs(eyeFacing) < 10) const xDiff = res[i].mesh[33][0] - res[i].mesh[263][0];
if (Math.abs(zDiff / xDiff) <= 0.15)
gestures.push({ face: i, gesture: "facing center" }); gestures.push({ face: i, gesture: "facing center" });
else else
gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? "left" : "right"}` }); gestures.push({ face: i, gesture: `facing ${zDiff < 0 ? "left" : "right"}` });
const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]);
if (openLeft < 0.2) if (openLeft < 0.2)
gestures.push({ face: i, gesture: "blink left eye" }); gestures.push({ face: i, gesture: "blink left eye" });
@ -11930,18 +11975,21 @@ function calc2(newResult, config3) {
for (let i = 0; i < newResult.face.length; i++) { for (let i = 0; i < newResult.face.length; i++) {
const box4 = newResult.face[i].box.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].box[j] + b) / bufferedFactor); const box4 = newResult.face[i].box.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].box[j] + b) / bufferedFactor);
const boxRaw = newResult.face[i].boxRaw.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].boxRaw[j] + b) / bufferedFactor); const boxRaw = newResult.face[i].boxRaw.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].boxRaw[j] + b) / bufferedFactor);
const rotation = { matrix: [0, 0, 0, 0, 0, 0, 0, 0, 0], angle: { roll: 0, yaw: 0, pitch: 0 }, gaze: { bearing: 0, strength: 0 } }; if (newResult.face[i].rotation) {
rotation.matrix = (_g = newResult.face[i].rotation) == null ? void 0 : _g.matrix; const rotation = { matrix: [0, 0, 0, 0, 0, 0, 0, 0, 0], angle: { roll: 0, yaw: 0, pitch: 0 }, gaze: { bearing: 0, strength: 0 } };
rotation.angle = { rotation.matrix = (_g = newResult.face[i].rotation) == null ? void 0 : _g.matrix;
roll: ((bufferedFactor - 1) * (((_i = (_h = bufferedResult.face[i].rotation) == null ? void 0 : _h.angle) == null ? void 0 : _i.roll) || 0) + (((_k = (_j = newResult.face[i].rotation) == null ? void 0 : _j.angle) == null ? void 0 : _k.roll) || 0)) / bufferedFactor, rotation.angle = {
yaw: ((bufferedFactor - 1) * (((_m = (_l = bufferedResult.face[i].rotation) == null ? void 0 : _l.angle) == null ? void 0 : _m.yaw) || 0) + (((_o = (_n = newResult.face[i].rotation) == null ? void 0 : _n.angle) == null ? void 0 : _o.yaw) || 0)) / bufferedFactor, roll: ((bufferedFactor - 1) * (((_i = (_h = bufferedResult.face[i].rotation) == null ? void 0 : _h.angle) == null ? void 0 : _i.roll) || 0) + (((_k = (_j = newResult.face[i].rotation) == null ? void 0 : _j.angle) == null ? void 0 : _k.roll) || 0)) / bufferedFactor,
pitch: ((bufferedFactor - 1) * (((_q = (_p = bufferedResult.face[i].rotation) == null ? void 0 : _p.angle) == null ? void 0 : _q.pitch) || 0) + (((_s = (_r = newResult.face[i].rotation) == null ? void 0 : _r.angle) == null ? void 0 : _s.pitch) || 0)) / bufferedFactor yaw: ((bufferedFactor - 1) * (((_m = (_l = bufferedResult.face[i].rotation) == null ? void 0 : _l.angle) == null ? void 0 : _m.yaw) || 0) + (((_o = (_n = newResult.face[i].rotation) == null ? void 0 : _n.angle) == null ? void 0 : _o.yaw) || 0)) / bufferedFactor,
}; pitch: ((bufferedFactor - 1) * (((_q = (_p = bufferedResult.face[i].rotation) == null ? void 0 : _p.angle) == null ? void 0 : _q.pitch) || 0) + (((_s = (_r = newResult.face[i].rotation) == null ? void 0 : _r.angle) == null ? void 0 : _s.pitch) || 0)) / bufferedFactor
rotation.gaze = { };
bearing: ((bufferedFactor - 1) * (((_u = (_t = bufferedResult.face[i].rotation) == null ? void 0 : _t.gaze) == null ? void 0 : _u.bearing) || 0) + (((_w = (_v = newResult.face[i].rotation) == null ? void 0 : _v.gaze) == null ? void 0 : _w.bearing) || 0)) / bufferedFactor, rotation.gaze = {
strength: ((bufferedFactor - 1) * (((_y = (_x = bufferedResult.face[i].rotation) == null ? void 0 : _x.gaze) == null ? void 0 : _y.strength) || 0) + (((_A = (_z = newResult.face[i].rotation) == null ? void 0 : _z.gaze) == null ? void 0 : _A.strength) || 0)) / bufferedFactor bearing: ((bufferedFactor - 1) * (((_u = (_t = bufferedResult.face[i].rotation) == null ? void 0 : _t.gaze) == null ? void 0 : _u.bearing) || 0) + (((_w = (_v = newResult.face[i].rotation) == null ? void 0 : _v.gaze) == null ? void 0 : _w.bearing) || 0)) / bufferedFactor,
}; strength: ((bufferedFactor - 1) * (((_y = (_x = bufferedResult.face[i].rotation) == null ? void 0 : _x.gaze) == null ? void 0 : _y.strength) || 0) + (((_A = (_z = newResult.face[i].rotation) == null ? void 0 : _z.gaze) == null ? void 0 : _A.strength) || 0)) / bufferedFactor
bufferedResult.face[i] = { ...newResult.face[i], rotation, box: box4, boxRaw }; };
bufferedResult.face[i] = { ...newResult.face[i], rotation, box: box4, boxRaw };
}
bufferedResult.face[i] = { ...newResult.face[i], box: box4, boxRaw };
} }
} }
if (!bufferedResult.object || newResult.object.length !== bufferedResult.object.length) { if (!bufferedResult.object || newResult.object.length !== bufferedResult.object.length) {

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@ -187,6 +187,8 @@ var config = {
skipTime: 2500, skipTime: 2500,
minConfidence: 0.2, minConfidence: 0.2,
iouThreshold: 0.1, iouThreshold: 0.1,
cropFactor: 1.6,
mask: false,
return: false return: false
}, },
mesh: { mesh: {
@ -1341,7 +1343,7 @@ var Env = class {
var env = new Env(); var env = new Env();
// src/human.ts // src/human.ts
var tf30 = __toModule(require_tfjs_esm()); var tf31 = __toModule(require_tfjs_esm());
// package.json // package.json
var version = "2.5.1"; var version = "2.5.1";
@ -5669,9 +5671,8 @@ var model8 = null;
var inputSize5 = 0; var inputSize5 = 0;
var skipped7 = Number.MAX_SAFE_INTEGER; var skipped7 = Number.MAX_SAFE_INTEGER;
var lastTime6 = 0; var lastTime6 = 0;
var enlargeFact = 1.6;
async function predict6(input, config3) { async function predict6(input, config3) {
var _a, _b, _c, _d, _e, _f, _g, _h; var _a, _b, _c, _d, _e, _f, _g, _h, _i, _j, _k;
const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime6; const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime6;
const skipFrame = skipped7 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0); const skipFrame = skipped7 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) { if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
@ -5685,7 +5686,7 @@ async function predict6(input, config3) {
landmarks: possible.landmarks, landmarks: possible.landmarks,
confidence: possible.confidence confidence: possible.confidence
}; };
boxCache.push(squarifyBox(enlargeBox(scaleBoxCoordinates(box4, possibleBoxes.scaleFactor), Math.sqrt(enlargeFact)))); boxCache.push(squarifyBox(enlargeBox(scaleBoxCoordinates(box4, possibleBoxes.scaleFactor), Math.sqrt(((_c = config3.face.detector) == null ? void 0 : _c.cropFactor) || 1.6))));
} }
skipped7 = 0; skipped7 = 0;
} else { } else {
@ -5709,14 +5710,14 @@ async function predict6(input, config3) {
faceScore: 0, faceScore: 0,
annotations: {} annotations: {}
}; };
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, inputSize5); [angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, ((_e = config3.face.mesh) == null ? void 0 : _e.enabled) ? inputSize5 : size());
if ((_d = config3 == null ? void 0 : config3.filter) == null ? void 0 : _d.equalization) { if ((_f = config3 == null ? void 0 : config3.filter) == null ? void 0 : _f.equalization) {
const equilized = await histogramEqualization(face5.tensor); const equilized = await histogramEqualization(face5.tensor);
tf13.dispose(face5.tensor); tf13.dispose(face5.tensor);
face5.tensor = equilized; face5.tensor = equilized;
} }
face5.boxScore = Math.round(100 * box4.confidence) / 100; face5.boxScore = Math.round(100 * box4.confidence) / 100;
if (!((_e = config3.face.mesh) == null ? void 0 : _e.enabled)) { if (!((_g = config3.face.mesh) == null ? void 0 : _g.enabled)) {
face5.box = getClampedBox(box4, input); face5.box = getClampedBox(box4, input);
face5.boxRaw = getRawBox(box4, input); face5.boxRaw = getRawBox(box4, input);
face5.score = face5.boxScore; face5.score = face5.boxScore;
@ -5737,22 +5738,22 @@ async function predict6(input, config3) {
const coordsReshaped = tf13.reshape(contourCoords, [-1, 3]); const coordsReshaped = tf13.reshape(contourCoords, [-1, 3]);
let rawCoords = await coordsReshaped.array(); let rawCoords = await coordsReshaped.array();
tf13.dispose([contourCoords, coordsReshaped, confidence, contours]); tf13.dispose([contourCoords, coordsReshaped, confidence, contours]);
if (face5.faceScore < (((_f = config3.face.detector) == null ? void 0 : _f.minConfidence) || 1)) { if (face5.faceScore < (((_h = config3.face.detector) == null ? void 0 : _h.minConfidence) || 1)) {
box4.confidence = face5.faceScore; box4.confidence = face5.faceScore;
} else { } else {
if ((_g = config3.face.iris) == null ? void 0 : _g.enabled) if ((_i = config3.face.iris) == null ? void 0 : _i.enabled)
rawCoords = await augmentIris(rawCoords, face5.tensor, config3, inputSize5); rawCoords = await augmentIris(rawCoords, face5.tensor, config3, inputSize5);
face5.mesh = transformRawCoords(rawCoords, box4, angle, rotationMatrix, inputSize5); face5.mesh = transformRawCoords(rawCoords, box4, angle, rotationMatrix, inputSize5);
face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize5]); face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize5]);
for (const key of Object.keys(meshAnnotations)) for (const key of Object.keys(meshAnnotations))
face5.annotations[key] = meshAnnotations[key].map((index2) => face5.mesh[index2]); face5.annotations[key] = meshAnnotations[key].map((index2) => face5.mesh[index2]);
box4 = squarifyBox({ ...enlargeBox(calculateLandmarksBoundingBox(face5.mesh), enlargeFact), confidence: box4.confidence }); box4 = squarifyBox({ ...enlargeBox(calculateLandmarksBoundingBox(face5.mesh), ((_j = config3.face.detector) == null ? void 0 : _j.cropFactor) || 1.6), confidence: box4.confidence });
face5.box = getClampedBox(box4, input); face5.box = getClampedBox(box4, input);
face5.boxRaw = getRawBox(box4, input); face5.boxRaw = getRawBox(box4, input);
face5.score = face5.faceScore; face5.score = face5.faceScore;
newCache.push(box4); newCache.push(box4);
tf13.dispose(face5.tensor); tf13.dispose(face5.tensor);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_h = config3.face.detector) == null ? void 0 : _h.rotation, box4, input, inputSize5); [angle, rotationMatrix, face5.tensor] = correctFaceRotation((_k = config3.face.detector) == null ? void 0 : _k.rotation, box4, input, inputSize5);
} }
} }
faces.push(face5); faces.push(face5);
@ -10699,8 +10700,8 @@ async function process5(input, background, config3) {
if (!model14) if (!model14)
await load15(config3); await load15(config3);
const inputImage = await process2(input, config3); const inputImage = await process2(input, config3);
const width = ((_a = inputImage.canvas) == null ? void 0 : _a.width) || 0; const width = ((_a = inputImage.tensor) == null ? void 0 : _a.shape[2]) || 0;
const height = ((_b = inputImage.canvas) == null ? void 0 : _b.height) || 0; const height = ((_b = inputImage.tensor) == null ? void 0 : _b.shape[1]) || 0;
if (!inputImage.tensor) if (!inputImage.tensor)
return { data: [], canvas: null, alpha: null }; return { data: [], canvas: null, alpha: null };
const t = {}; const t = {};
@ -10757,7 +10758,7 @@ async function process5(input, background, config3) {
} }
Object.keys(t).forEach((tensor3) => tf25.dispose(t[tensor3])); Object.keys(t).forEach((tensor3) => tf25.dispose(t[tensor3]));
busy = false; busy = false;
return { data, canvas: mergedCanvas || compositeCanvas, alpha: alphaCanvas }; return { data, canvas: compositeCanvas, alpha: alphaCanvas };
} }
// src/models.ts // src/models.ts
@ -11576,7 +11577,46 @@ async function all(inCanvas2, result, drawOptions) {
} }
// src/face/face.ts // src/face/face.ts
var tf29 = __toModule(require_tfjs_esm());
// src/face/mask.ts
var tf28 = __toModule(require_tfjs_esm()); var tf28 = __toModule(require_tfjs_esm());
var expandFact = 0.1;
var alpha = 0.5;
function insidePoly(x, y, polygon) {
let inside = false;
let j = polygon.length - 1;
for (let i = 0; i < polygon.length; j = i++) {
if (polygon[i].y > y !== polygon[j].y > y && x < (polygon[j].x - polygon[i].x) * (y - polygon[i].y) / (polygon[j].y - polygon[i].y) + polygon[i].x)
inside = !inside;
}
return inside;
}
async function mask(face5) {
if (!face5.tensor)
return face5.tensor;
const width = face5.tensor.shape[2] || 0;
const height = face5.tensor.shape[1] || 0;
const buffer = await face5.tensor.buffer();
let silhouette = [];
for (const pt of meshAnnotations.silhouette)
silhouette.push({ x: (face5.mesh[pt][0] - face5.box[0]) / face5.box[2], y: (face5.mesh[pt][1] - face5.box[1]) / face5.box[3] });
if (expandFact && expandFact > 0)
silhouette = silhouette.map((pt) => ({ x: pt.x > 0.5 ? pt.x + expandFact : pt.x - expandFact, y: pt.y > 0.5 ? pt.y + expandFact : pt.y - expandFact }));
for (let x = 0; x < width; x++) {
for (let y = 0; y < height; y++) {
const inside = insidePoly(x / width, y / width, silhouette);
if (!inside) {
buffer.set(alpha * buffer.get(0, y, x, 0), 0, y, x, 0);
buffer.set(alpha * buffer.get(0, y, x, 1), 0, y, x, 1);
buffer.set(alpha * buffer.get(0, y, x, 2), 0, y, x, 2);
}
}
}
const output = buffer.toTensor();
tf28.dispose(buffer);
return output;
}
// src/face/angles.ts // src/face/angles.ts
var calculateGaze = (face5) => { var calculateGaze = (face5) => {
@ -11686,7 +11726,7 @@ var calculateFaceAngle = (face5, imageSize) => {
// src/face/face.ts // src/face/face.ts
var detectFace = async (parent, input) => { var detectFace = async (parent, input) => {
var _a, _b, _c, _d; var _a, _b, _c, _d, _e, _f, _g, _h, _i, _j, _k, _l, _m, _n, _o;
let timeStamp; let timeStamp;
let ageRes; let ageRes;
let gearRes; let gearRes;
@ -11711,44 +11751,49 @@ var detectFace = async (parent, input) => {
log("Face object is disposed:", faces[i].tensor); log("Face object is disposed:", faces[i].tensor);
continue; continue;
} }
const rotation = calculateFaceAngle(faces[i], [input.shape[2], input.shape[1]]); if ((_a = parent.config.face.detector) == null ? void 0 : _a.mask) {
const masked = await mask(faces[i]);
tf29.dispose(faces[i].tensor);
faces[i].tensor = masked;
}
const rotation = faces[i].mesh && faces[i].mesh.length > 200 ? calculateFaceAngle(faces[i], [input.shape[2], input.shape[1]]) : null;
parent.analyze("Start Emotion:"); parent.analyze("Start Emotion:");
if (parent.config.async) { if (parent.config.async) {
emotionRes = parent.config.face.emotion.enabled ? predict5(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; emotionRes = ((_b = parent.config.face.emotion) == null ? void 0 : _b.enabled) ? predict5(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = "run:emotion"; parent.state = "run:emotion";
timeStamp = now(); timeStamp = now();
emotionRes = parent.config.face.emotion.enabled ? await predict5(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; emotionRes = ((_c = parent.config.face.emotion) == null ? void 0 : _c.enabled) ? await predict5(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
parent.performance.emotion = env.perfadd ? (parent.performance.emotion || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.emotion = env.perfadd ? (parent.performance.emotion || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze("End Emotion:"); parent.analyze("End Emotion:");
parent.analyze("Start AntiSpoof:"); parent.analyze("Start AntiSpoof:");
if (parent.config.async) { if (parent.config.async) {
antispoofRes = parent.config.face.antispoof.enabled ? predict(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; antispoofRes = ((_d = parent.config.face.antispoof) == null ? void 0 : _d.enabled) ? predict(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = "run:antispoof"; parent.state = "run:antispoof";
timeStamp = now(); timeStamp = now();
antispoofRes = parent.config.face.antispoof.enabled ? await predict(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; antispoofRes = ((_e = parent.config.face.antispoof) == null ? void 0 : _e.enabled) ? await predict(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze("End AntiSpoof:"); parent.analyze("End AntiSpoof:");
parent.analyze("Start Liveness:"); parent.analyze("Start Liveness:");
if (parent.config.async) { if (parent.config.async) {
livenessRes = parent.config.face.liveness.enabled ? predict10(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; livenessRes = ((_f = parent.config.face.liveness) == null ? void 0 : _f.enabled) ? predict10(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = "run:liveness"; parent.state = "run:liveness";
timeStamp = now(); timeStamp = now();
livenessRes = parent.config.face.liveness.enabled ? await predict10(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; livenessRes = ((_g = parent.config.face.liveness) == null ? void 0 : _g.enabled) ? await predict10(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze("End Liveness:"); parent.analyze("End Liveness:");
parent.analyze("Start Description:"); parent.analyze("Start Description:");
if (parent.config.async) { if (parent.config.async) {
descRes = parent.config.face.description.enabled ? predict7(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; descRes = ((_h = parent.config.face.description) == null ? void 0 : _h.enabled) ? predict7(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = "run:description"; parent.state = "run:description";
timeStamp = now(); timeStamp = now();
descRes = parent.config.face.description.enabled ? await predict7(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; descRes = ((_i = parent.config.face.description) == null ? void 0 : _i.enabled) ? await predict7(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
parent.performance.description = env.perfadd ? (parent.performance.description || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.description = env.perfadd ? (parent.performance.description || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze("End Description:"); parent.analyze("End Description:");
@ -11756,13 +11801,13 @@ var detectFace = async (parent, input) => {
[ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes]); [ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes]);
} }
parent.analyze("Finish Face:"); parent.analyze("Finish Face:");
if (!parent.config.face.iris.enabled && ((_b = (_a = faces[i]) == null ? void 0 : _a.annotations) == null ? void 0 : _b.leftEyeIris) && ((_d = (_c = faces[i]) == null ? void 0 : _c.annotations) == null ? void 0 : _d.rightEyeIris)) { if (!((_j = parent.config.face.iris) == null ? void 0 : _j.enabled) && ((_l = (_k = faces[i]) == null ? void 0 : _k.annotations) == null ? void 0 : _l.leftEyeIris) && ((_n = (_m = faces[i]) == null ? void 0 : _m.annotations) == null ? void 0 : _n.rightEyeIris)) {
delete faces[i].annotations.leftEyeIris; delete faces[i].annotations.leftEyeIris;
delete faces[i].annotations.rightEyeIris; delete faces[i].annotations.rightEyeIris;
} }
const irisSize = faces[i].annotations && faces[i].annotations.leftEyeIris && faces[i].annotations.leftEyeIris[0] && faces[i].annotations.rightEyeIris && faces[i].annotations.rightEyeIris[0] && faces[i].annotations.leftEyeIris.length > 0 && faces[i].annotations.rightEyeIris.length > 0 && faces[i].annotations.leftEyeIris[0] !== null && faces[i].annotations.rightEyeIris[0] !== null ? Math.max(Math.abs(faces[i].annotations.leftEyeIris[3][0] - faces[i].annotations.leftEyeIris[1][0]), Math.abs(faces[i].annotations.rightEyeIris[4][1] - faces[i].annotations.rightEyeIris[2][1])) / input.shape[2] : 0; const irisSize = faces[i].annotations && faces[i].annotations.leftEyeIris && faces[i].annotations.leftEyeIris[0] && faces[i].annotations.rightEyeIris && faces[i].annotations.rightEyeIris[0] && faces[i].annotations.leftEyeIris.length > 0 && faces[i].annotations.rightEyeIris.length > 0 && faces[i].annotations.leftEyeIris[0] !== null && faces[i].annotations.rightEyeIris[0] !== null ? Math.max(Math.abs(faces[i].annotations.leftEyeIris[3][0] - faces[i].annotations.leftEyeIris[1][0]), Math.abs(faces[i].annotations.rightEyeIris[4][1] - faces[i].annotations.rightEyeIris[2][1])) / input.shape[2] : 0;
const tensor3 = parent.config.face.detector.return ? tf28.squeeze(faces[i].tensor) : null; const tensor3 = ((_o = parent.config.face.detector) == null ? void 0 : _o.return) ? tf29.squeeze(faces[i].tensor) : null;
tf28.dispose(faces[i].tensor); tf29.dispose(faces[i].tensor);
if (faces[i].tensor) if (faces[i].tensor)
delete faces[i].tensor; delete faces[i].tensor;
faceRes.push({ faceRes.push({
@ -11824,11 +11869,12 @@ var face2 = (res) => {
const gestures = []; const gestures = [];
for (let i = 0; i < res.length; i++) { for (let i = 0; i < res.length; i++) {
if (res[i].mesh && res[i].mesh.length > 450) { if (res[i].mesh && res[i].mesh.length > 450) {
const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2]; const zDiff = res[i].mesh[33][2] - res[i].mesh[263][2];
if (Math.abs(eyeFacing) < 10) const xDiff = res[i].mesh[33][0] - res[i].mesh[263][0];
if (Math.abs(zDiff / xDiff) <= 0.15)
gestures.push({ face: i, gesture: "facing center" }); gestures.push({ face: i, gesture: "facing center" });
else else
gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? "left" : "right"}` }); gestures.push({ face: i, gesture: `facing ${zDiff < 0 ? "left" : "right"}` });
const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]);
if (openLeft < 0.2) if (openLeft < 0.2)
gestures.push({ face: i, gesture: "blink left eye" }); gestures.push({ face: i, gesture: "blink left eye" });
@ -11992,18 +12038,21 @@ function calc2(newResult, config3) {
for (let i = 0; i < newResult.face.length; i++) { for (let i = 0; i < newResult.face.length; i++) {
const box4 = newResult.face[i].box.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].box[j] + b) / bufferedFactor); const box4 = newResult.face[i].box.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].box[j] + b) / bufferedFactor);
const boxRaw = newResult.face[i].boxRaw.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].boxRaw[j] + b) / bufferedFactor); const boxRaw = newResult.face[i].boxRaw.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].boxRaw[j] + b) / bufferedFactor);
const rotation = { matrix: [0, 0, 0, 0, 0, 0, 0, 0, 0], angle: { roll: 0, yaw: 0, pitch: 0 }, gaze: { bearing: 0, strength: 0 } }; if (newResult.face[i].rotation) {
rotation.matrix = (_g = newResult.face[i].rotation) == null ? void 0 : _g.matrix; const rotation = { matrix: [0, 0, 0, 0, 0, 0, 0, 0, 0], angle: { roll: 0, yaw: 0, pitch: 0 }, gaze: { bearing: 0, strength: 0 } };
rotation.angle = { rotation.matrix = (_g = newResult.face[i].rotation) == null ? void 0 : _g.matrix;
roll: ((bufferedFactor - 1) * (((_i = (_h = bufferedResult.face[i].rotation) == null ? void 0 : _h.angle) == null ? void 0 : _i.roll) || 0) + (((_k = (_j = newResult.face[i].rotation) == null ? void 0 : _j.angle) == null ? void 0 : _k.roll) || 0)) / bufferedFactor, rotation.angle = {
yaw: ((bufferedFactor - 1) * (((_m = (_l = bufferedResult.face[i].rotation) == null ? void 0 : _l.angle) == null ? void 0 : _m.yaw) || 0) + (((_o = (_n = newResult.face[i].rotation) == null ? void 0 : _n.angle) == null ? void 0 : _o.yaw) || 0)) / bufferedFactor, roll: ((bufferedFactor - 1) * (((_i = (_h = bufferedResult.face[i].rotation) == null ? void 0 : _h.angle) == null ? void 0 : _i.roll) || 0) + (((_k = (_j = newResult.face[i].rotation) == null ? void 0 : _j.angle) == null ? void 0 : _k.roll) || 0)) / bufferedFactor,
pitch: ((bufferedFactor - 1) * (((_q = (_p = bufferedResult.face[i].rotation) == null ? void 0 : _p.angle) == null ? void 0 : _q.pitch) || 0) + (((_s = (_r = newResult.face[i].rotation) == null ? void 0 : _r.angle) == null ? void 0 : _s.pitch) || 0)) / bufferedFactor yaw: ((bufferedFactor - 1) * (((_m = (_l = bufferedResult.face[i].rotation) == null ? void 0 : _l.angle) == null ? void 0 : _m.yaw) || 0) + (((_o = (_n = newResult.face[i].rotation) == null ? void 0 : _n.angle) == null ? void 0 : _o.yaw) || 0)) / bufferedFactor,
}; pitch: ((bufferedFactor - 1) * (((_q = (_p = bufferedResult.face[i].rotation) == null ? void 0 : _p.angle) == null ? void 0 : _q.pitch) || 0) + (((_s = (_r = newResult.face[i].rotation) == null ? void 0 : _r.angle) == null ? void 0 : _s.pitch) || 0)) / bufferedFactor
rotation.gaze = { };
bearing: ((bufferedFactor - 1) * (((_u = (_t = bufferedResult.face[i].rotation) == null ? void 0 : _t.gaze) == null ? void 0 : _u.bearing) || 0) + (((_w = (_v = newResult.face[i].rotation) == null ? void 0 : _v.gaze) == null ? void 0 : _w.bearing) || 0)) / bufferedFactor, rotation.gaze = {
strength: ((bufferedFactor - 1) * (((_y = (_x = bufferedResult.face[i].rotation) == null ? void 0 : _x.gaze) == null ? void 0 : _y.strength) || 0) + (((_A = (_z = newResult.face[i].rotation) == null ? void 0 : _z.gaze) == null ? void 0 : _A.strength) || 0)) / bufferedFactor bearing: ((bufferedFactor - 1) * (((_u = (_t = bufferedResult.face[i].rotation) == null ? void 0 : _t.gaze) == null ? void 0 : _u.bearing) || 0) + (((_w = (_v = newResult.face[i].rotation) == null ? void 0 : _v.gaze) == null ? void 0 : _w.bearing) || 0)) / bufferedFactor,
}; strength: ((bufferedFactor - 1) * (((_y = (_x = bufferedResult.face[i].rotation) == null ? void 0 : _x.gaze) == null ? void 0 : _y.strength) || 0) + (((_A = (_z = newResult.face[i].rotation) == null ? void 0 : _z.gaze) == null ? void 0 : _A.strength) || 0)) / bufferedFactor
bufferedResult.face[i] = { ...newResult.face[i], rotation, box: box4, boxRaw }; };
bufferedResult.face[i] = { ...newResult.face[i], rotation, box: box4, boxRaw };
}
bufferedResult.face[i] = { ...newResult.face[i], box: box4, boxRaw };
} }
} }
if (!bufferedResult.object || newResult.object.length !== bufferedResult.object.length) { if (!bufferedResult.object || newResult.object.length !== bufferedResult.object.length) {
@ -12856,7 +12905,7 @@ lBhEMohlFerLlBjEMohMVTEARDKCITsAk2AEgAAAkAAAAAAAAAAAAAAAAAAAAAAAASAAAAAAAAD/
2Q==`; 2Q==`;
// src/warmup.ts // src/warmup.ts
var tf29 = __toModule(require_tfjs_esm()); var tf30 = __toModule(require_tfjs_esm());
async function warmupBitmap(instance) { async function warmupBitmap(instance) {
const b64toBlob = (base64, type = "application/octet-stream") => fetch(`data:${type};base64,${base64}`).then((res2) => res2.blob()); const b64toBlob = (base64, type = "application/octet-stream") => fetch(`data:${type};base64,${base64}`).then((res2) => res2.blob());
let blob; let blob;
@ -12928,8 +12977,8 @@ async function warmupNode(instance) {
if (!img) if (!img)
return null; return null;
let res; let res;
if (typeof tf29["node"] !== "undefined") { if (typeof tf30["node"] !== "undefined") {
const data = tf29["node"].decodeJpeg(img); const data = tf30["node"].decodeJpeg(img);
const expanded = data.expandDims(0); const expanded = data.expandDims(0);
instance.tf.dispose(data); instance.tf.dispose(data);
res = await instance.detect(expanded, instance.config); res = await instance.detect(expanded, instance.config);
@ -12999,7 +13048,7 @@ var Human = class {
return null; return null;
if (!input) if (!input)
return "input is not defined"; return "input is not defined";
if (this.env.node && !(input instanceof tf30.Tensor)) if (this.env.node && !(input instanceof tf31.Tensor))
return "input must be a tensor"; return "input must be a tensor";
try { try {
this.tf.getBackend(); this.tf.getBackend();
@ -13017,7 +13066,7 @@ var Human = class {
(_a = this.events) == null ? void 0 : _a.dispatchEvent(new Event(event)); (_a = this.events) == null ? void 0 : _a.dispatchEvent(new Event(event));
}); });
this.env = env; this.env = env;
config.wasmPath = tf30.version_core.includes("-") ? "https://vladmandic.github.io/tfjs/dist/" : `https://cdn.jsdelivr.net/npm/@tensorflow/tfjs-backend-wasm@${tf30.version_core}/dist/`; config.wasmPath = tf31.version_core.includes("-") ? "https://vladmandic.github.io/tfjs/dist/" : `https://cdn.jsdelivr.net/npm/@tensorflow/tfjs-backend-wasm@${tf31.version_core}/dist/`;
config.modelBasePath = env.browser ? "../models/" : "file://models/"; config.modelBasePath = env.browser ? "../models/" : "file://models/";
config.backend = env.browser ? "humangl" : "tensorflow"; config.backend = env.browser ? "humangl" : "tensorflow";
this.version = version; this.version = version;
@ -13026,7 +13075,7 @@ var Human = class {
Object.seal(this.config); Object.seal(this.config);
if (userConfig) if (userConfig)
this.config = mergeDeep(this.config, userConfig); this.config = mergeDeep(this.config, userConfig);
this.tf = tf30; this.tf = tf31;
this.state = "idle"; this.state = "idle";
__privateSet(this, _numTensors, 0); __privateSet(this, _numTensors, 0);
__privateSet(this, _analyzeMemoryLeaks, false); __privateSet(this, _analyzeMemoryLeaks, false);
@ -13092,7 +13141,7 @@ var Human = class {
log(`tfjs version: ${this.tf.version_core}`); log(`tfjs version: ${this.tf.version_core}`);
if (!await check(this)) if (!await check(this))
log("error: backend check failed"); log("error: backend check failed");
await tf30.ready(); await tf31.ready();
if (this.env.browser) { if (this.env.browser) {
if (this.config.debug) if (this.config.debug)
log("configuration:", this.config); log("configuration:", this.config);
@ -13291,7 +13340,7 @@ var Human = class {
return join2(faceRes, bodyRes, handRes, gestureRes, shape); return join2(faceRes, bodyRes, handRes, gestureRes, shape);
} }
}; };
tf30.dispose(img.tensor); tf31.dispose(img.tensor);
this.emit("detect"); this.emit("detect");
this.state = "idle"; this.state = "idle";
resolve(this.result); resolve(this.result);

149
dist/human.node-wasm.js vendored
View File

@ -188,6 +188,8 @@ var config = {
skipTime: 2500, skipTime: 2500,
minConfidence: 0.2, minConfidence: 0.2,
iouThreshold: 0.1, iouThreshold: 0.1,
cropFactor: 1.6,
mask: false,
return: false return: false
}, },
mesh: { mesh: {
@ -1342,7 +1344,7 @@ var Env = class {
var env = new Env(); var env = new Env();
// src/human.ts // src/human.ts
var tf30 = __toModule(require_tfjs_esm()); var tf31 = __toModule(require_tfjs_esm());
// package.json // package.json
var version = "2.5.1"; var version = "2.5.1";
@ -5670,9 +5672,8 @@ var model8 = null;
var inputSize5 = 0; var inputSize5 = 0;
var skipped7 = Number.MAX_SAFE_INTEGER; var skipped7 = Number.MAX_SAFE_INTEGER;
var lastTime6 = 0; var lastTime6 = 0;
var enlargeFact = 1.6;
async function predict6(input, config3) { async function predict6(input, config3) {
var _a, _b, _c, _d, _e, _f, _g, _h; var _a, _b, _c, _d, _e, _f, _g, _h, _i, _j, _k;
const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime6; const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime6;
const skipFrame = skipped7 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0); const skipFrame = skipped7 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) { if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
@ -5686,7 +5687,7 @@ async function predict6(input, config3) {
landmarks: possible.landmarks, landmarks: possible.landmarks,
confidence: possible.confidence confidence: possible.confidence
}; };
boxCache.push(squarifyBox(enlargeBox(scaleBoxCoordinates(box4, possibleBoxes.scaleFactor), Math.sqrt(enlargeFact)))); boxCache.push(squarifyBox(enlargeBox(scaleBoxCoordinates(box4, possibleBoxes.scaleFactor), Math.sqrt(((_c = config3.face.detector) == null ? void 0 : _c.cropFactor) || 1.6))));
} }
skipped7 = 0; skipped7 = 0;
} else { } else {
@ -5710,14 +5711,14 @@ async function predict6(input, config3) {
faceScore: 0, faceScore: 0,
annotations: {} annotations: {}
}; };
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, inputSize5); [angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, ((_e = config3.face.mesh) == null ? void 0 : _e.enabled) ? inputSize5 : size());
if ((_d = config3 == null ? void 0 : config3.filter) == null ? void 0 : _d.equalization) { if ((_f = config3 == null ? void 0 : config3.filter) == null ? void 0 : _f.equalization) {
const equilized = await histogramEqualization(face5.tensor); const equilized = await histogramEqualization(face5.tensor);
tf13.dispose(face5.tensor); tf13.dispose(face5.tensor);
face5.tensor = equilized; face5.tensor = equilized;
} }
face5.boxScore = Math.round(100 * box4.confidence) / 100; face5.boxScore = Math.round(100 * box4.confidence) / 100;
if (!((_e = config3.face.mesh) == null ? void 0 : _e.enabled)) { if (!((_g = config3.face.mesh) == null ? void 0 : _g.enabled)) {
face5.box = getClampedBox(box4, input); face5.box = getClampedBox(box4, input);
face5.boxRaw = getRawBox(box4, input); face5.boxRaw = getRawBox(box4, input);
face5.score = face5.boxScore; face5.score = face5.boxScore;
@ -5738,22 +5739,22 @@ async function predict6(input, config3) {
const coordsReshaped = tf13.reshape(contourCoords, [-1, 3]); const coordsReshaped = tf13.reshape(contourCoords, [-1, 3]);
let rawCoords = await coordsReshaped.array(); let rawCoords = await coordsReshaped.array();
tf13.dispose([contourCoords, coordsReshaped, confidence, contours]); tf13.dispose([contourCoords, coordsReshaped, confidence, contours]);
if (face5.faceScore < (((_f = config3.face.detector) == null ? void 0 : _f.minConfidence) || 1)) { if (face5.faceScore < (((_h = config3.face.detector) == null ? void 0 : _h.minConfidence) || 1)) {
box4.confidence = face5.faceScore; box4.confidence = face5.faceScore;
} else { } else {
if ((_g = config3.face.iris) == null ? void 0 : _g.enabled) if ((_i = config3.face.iris) == null ? void 0 : _i.enabled)
rawCoords = await augmentIris(rawCoords, face5.tensor, config3, inputSize5); rawCoords = await augmentIris(rawCoords, face5.tensor, config3, inputSize5);
face5.mesh = transformRawCoords(rawCoords, box4, angle, rotationMatrix, inputSize5); face5.mesh = transformRawCoords(rawCoords, box4, angle, rotationMatrix, inputSize5);
face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize5]); face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize5]);
for (const key of Object.keys(meshAnnotations)) for (const key of Object.keys(meshAnnotations))
face5.annotations[key] = meshAnnotations[key].map((index2) => face5.mesh[index2]); face5.annotations[key] = meshAnnotations[key].map((index2) => face5.mesh[index2]);
box4 = squarifyBox({ ...enlargeBox(calculateLandmarksBoundingBox(face5.mesh), enlargeFact), confidence: box4.confidence }); box4 = squarifyBox({ ...enlargeBox(calculateLandmarksBoundingBox(face5.mesh), ((_j = config3.face.detector) == null ? void 0 : _j.cropFactor) || 1.6), confidence: box4.confidence });
face5.box = getClampedBox(box4, input); face5.box = getClampedBox(box4, input);
face5.boxRaw = getRawBox(box4, input); face5.boxRaw = getRawBox(box4, input);
face5.score = face5.faceScore; face5.score = face5.faceScore;
newCache.push(box4); newCache.push(box4);
tf13.dispose(face5.tensor); tf13.dispose(face5.tensor);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_h = config3.face.detector) == null ? void 0 : _h.rotation, box4, input, inputSize5); [angle, rotationMatrix, face5.tensor] = correctFaceRotation((_k = config3.face.detector) == null ? void 0 : _k.rotation, box4, input, inputSize5);
} }
} }
faces.push(face5); faces.push(face5);
@ -10700,8 +10701,8 @@ async function process5(input, background, config3) {
if (!model14) if (!model14)
await load15(config3); await load15(config3);
const inputImage = await process2(input, config3); const inputImage = await process2(input, config3);
const width = ((_a = inputImage.canvas) == null ? void 0 : _a.width) || 0; const width = ((_a = inputImage.tensor) == null ? void 0 : _a.shape[2]) || 0;
const height = ((_b = inputImage.canvas) == null ? void 0 : _b.height) || 0; const height = ((_b = inputImage.tensor) == null ? void 0 : _b.shape[1]) || 0;
if (!inputImage.tensor) if (!inputImage.tensor)
return { data: [], canvas: null, alpha: null }; return { data: [], canvas: null, alpha: null };
const t = {}; const t = {};
@ -10758,7 +10759,7 @@ async function process5(input, background, config3) {
} }
Object.keys(t).forEach((tensor3) => tf25.dispose(t[tensor3])); Object.keys(t).forEach((tensor3) => tf25.dispose(t[tensor3]));
busy = false; busy = false;
return { data, canvas: mergedCanvas || compositeCanvas, alpha: alphaCanvas }; return { data, canvas: compositeCanvas, alpha: alphaCanvas };
} }
// src/models.ts // src/models.ts
@ -11577,7 +11578,46 @@ async function all(inCanvas2, result, drawOptions) {
} }
// src/face/face.ts // src/face/face.ts
var tf29 = __toModule(require_tfjs_esm());
// src/face/mask.ts
var tf28 = __toModule(require_tfjs_esm()); var tf28 = __toModule(require_tfjs_esm());
var expandFact = 0.1;
var alpha = 0.5;
function insidePoly(x, y, polygon) {
let inside = false;
let j = polygon.length - 1;
for (let i = 0; i < polygon.length; j = i++) {
if (polygon[i].y > y !== polygon[j].y > y && x < (polygon[j].x - polygon[i].x) * (y - polygon[i].y) / (polygon[j].y - polygon[i].y) + polygon[i].x)
inside = !inside;
}
return inside;
}
async function mask(face5) {
if (!face5.tensor)
return face5.tensor;
const width = face5.tensor.shape[2] || 0;
const height = face5.tensor.shape[1] || 0;
const buffer = await face5.tensor.buffer();
let silhouette = [];
for (const pt of meshAnnotations.silhouette)
silhouette.push({ x: (face5.mesh[pt][0] - face5.box[0]) / face5.box[2], y: (face5.mesh[pt][1] - face5.box[1]) / face5.box[3] });
if (expandFact && expandFact > 0)
silhouette = silhouette.map((pt) => ({ x: pt.x > 0.5 ? pt.x + expandFact : pt.x - expandFact, y: pt.y > 0.5 ? pt.y + expandFact : pt.y - expandFact }));
for (let x = 0; x < width; x++) {
for (let y = 0; y < height; y++) {
const inside = insidePoly(x / width, y / width, silhouette);
if (!inside) {
buffer.set(alpha * buffer.get(0, y, x, 0), 0, y, x, 0);
buffer.set(alpha * buffer.get(0, y, x, 1), 0, y, x, 1);
buffer.set(alpha * buffer.get(0, y, x, 2), 0, y, x, 2);
}
}
}
const output = buffer.toTensor();
tf28.dispose(buffer);
return output;
}
// src/face/angles.ts // src/face/angles.ts
var calculateGaze = (face5) => { var calculateGaze = (face5) => {
@ -11687,7 +11727,7 @@ var calculateFaceAngle = (face5, imageSize) => {
// src/face/face.ts // src/face/face.ts
var detectFace = async (parent, input) => { var detectFace = async (parent, input) => {
var _a, _b, _c, _d; var _a, _b, _c, _d, _e, _f, _g, _h, _i, _j, _k, _l, _m, _n, _o;
let timeStamp; let timeStamp;
let ageRes; let ageRes;
let gearRes; let gearRes;
@ -11712,44 +11752,49 @@ var detectFace = async (parent, input) => {
log("Face object is disposed:", faces[i].tensor); log("Face object is disposed:", faces[i].tensor);
continue; continue;
} }
const rotation = calculateFaceAngle(faces[i], [input.shape[2], input.shape[1]]); if ((_a = parent.config.face.detector) == null ? void 0 : _a.mask) {
const masked = await mask(faces[i]);
tf29.dispose(faces[i].tensor);
faces[i].tensor = masked;
}
const rotation = faces[i].mesh && faces[i].mesh.length > 200 ? calculateFaceAngle(faces[i], [input.shape[2], input.shape[1]]) : null;
parent.analyze("Start Emotion:"); parent.analyze("Start Emotion:");
if (parent.config.async) { if (parent.config.async) {
emotionRes = parent.config.face.emotion.enabled ? predict5(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; emotionRes = ((_b = parent.config.face.emotion) == null ? void 0 : _b.enabled) ? predict5(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = "run:emotion"; parent.state = "run:emotion";
timeStamp = now(); timeStamp = now();
emotionRes = parent.config.face.emotion.enabled ? await predict5(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; emotionRes = ((_c = parent.config.face.emotion) == null ? void 0 : _c.enabled) ? await predict5(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
parent.performance.emotion = env.perfadd ? (parent.performance.emotion || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.emotion = env.perfadd ? (parent.performance.emotion || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze("End Emotion:"); parent.analyze("End Emotion:");
parent.analyze("Start AntiSpoof:"); parent.analyze("Start AntiSpoof:");
if (parent.config.async) { if (parent.config.async) {
antispoofRes = parent.config.face.antispoof.enabled ? predict(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; antispoofRes = ((_d = parent.config.face.antispoof) == null ? void 0 : _d.enabled) ? predict(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = "run:antispoof"; parent.state = "run:antispoof";
timeStamp = now(); timeStamp = now();
antispoofRes = parent.config.face.antispoof.enabled ? await predict(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; antispoofRes = ((_e = parent.config.face.antispoof) == null ? void 0 : _e.enabled) ? await predict(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze("End AntiSpoof:"); parent.analyze("End AntiSpoof:");
parent.analyze("Start Liveness:"); parent.analyze("Start Liveness:");
if (parent.config.async) { if (parent.config.async) {
livenessRes = parent.config.face.liveness.enabled ? predict10(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; livenessRes = ((_f = parent.config.face.liveness) == null ? void 0 : _f.enabled) ? predict10(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = "run:liveness"; parent.state = "run:liveness";
timeStamp = now(); timeStamp = now();
livenessRes = parent.config.face.liveness.enabled ? await predict10(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; livenessRes = ((_g = parent.config.face.liveness) == null ? void 0 : _g.enabled) ? await predict10(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze("End Liveness:"); parent.analyze("End Liveness:");
parent.analyze("Start Description:"); parent.analyze("Start Description:");
if (parent.config.async) { if (parent.config.async) {
descRes = parent.config.face.description.enabled ? predict7(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; descRes = ((_h = parent.config.face.description) == null ? void 0 : _h.enabled) ? predict7(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = "run:description"; parent.state = "run:description";
timeStamp = now(); timeStamp = now();
descRes = parent.config.face.description.enabled ? await predict7(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; descRes = ((_i = parent.config.face.description) == null ? void 0 : _i.enabled) ? await predict7(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
parent.performance.description = env.perfadd ? (parent.performance.description || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.description = env.perfadd ? (parent.performance.description || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze("End Description:"); parent.analyze("End Description:");
@ -11757,13 +11802,13 @@ var detectFace = async (parent, input) => {
[ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes]); [ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes]);
} }
parent.analyze("Finish Face:"); parent.analyze("Finish Face:");
if (!parent.config.face.iris.enabled && ((_b = (_a = faces[i]) == null ? void 0 : _a.annotations) == null ? void 0 : _b.leftEyeIris) && ((_d = (_c = faces[i]) == null ? void 0 : _c.annotations) == null ? void 0 : _d.rightEyeIris)) { if (!((_j = parent.config.face.iris) == null ? void 0 : _j.enabled) && ((_l = (_k = faces[i]) == null ? void 0 : _k.annotations) == null ? void 0 : _l.leftEyeIris) && ((_n = (_m = faces[i]) == null ? void 0 : _m.annotations) == null ? void 0 : _n.rightEyeIris)) {
delete faces[i].annotations.leftEyeIris; delete faces[i].annotations.leftEyeIris;
delete faces[i].annotations.rightEyeIris; delete faces[i].annotations.rightEyeIris;
} }
const irisSize = faces[i].annotations && faces[i].annotations.leftEyeIris && faces[i].annotations.leftEyeIris[0] && faces[i].annotations.rightEyeIris && faces[i].annotations.rightEyeIris[0] && faces[i].annotations.leftEyeIris.length > 0 && faces[i].annotations.rightEyeIris.length > 0 && faces[i].annotations.leftEyeIris[0] !== null && faces[i].annotations.rightEyeIris[0] !== null ? Math.max(Math.abs(faces[i].annotations.leftEyeIris[3][0] - faces[i].annotations.leftEyeIris[1][0]), Math.abs(faces[i].annotations.rightEyeIris[4][1] - faces[i].annotations.rightEyeIris[2][1])) / input.shape[2] : 0; const irisSize = faces[i].annotations && faces[i].annotations.leftEyeIris && faces[i].annotations.leftEyeIris[0] && faces[i].annotations.rightEyeIris && faces[i].annotations.rightEyeIris[0] && faces[i].annotations.leftEyeIris.length > 0 && faces[i].annotations.rightEyeIris.length > 0 && faces[i].annotations.leftEyeIris[0] !== null && faces[i].annotations.rightEyeIris[0] !== null ? Math.max(Math.abs(faces[i].annotations.leftEyeIris[3][0] - faces[i].annotations.leftEyeIris[1][0]), Math.abs(faces[i].annotations.rightEyeIris[4][1] - faces[i].annotations.rightEyeIris[2][1])) / input.shape[2] : 0;
const tensor3 = parent.config.face.detector.return ? tf28.squeeze(faces[i].tensor) : null; const tensor3 = ((_o = parent.config.face.detector) == null ? void 0 : _o.return) ? tf29.squeeze(faces[i].tensor) : null;
tf28.dispose(faces[i].tensor); tf29.dispose(faces[i].tensor);
if (faces[i].tensor) if (faces[i].tensor)
delete faces[i].tensor; delete faces[i].tensor;
faceRes.push({ faceRes.push({
@ -11825,11 +11870,12 @@ var face2 = (res) => {
const gestures = []; const gestures = [];
for (let i = 0; i < res.length; i++) { for (let i = 0; i < res.length; i++) {
if (res[i].mesh && res[i].mesh.length > 450) { if (res[i].mesh && res[i].mesh.length > 450) {
const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2]; const zDiff = res[i].mesh[33][2] - res[i].mesh[263][2];
if (Math.abs(eyeFacing) < 10) const xDiff = res[i].mesh[33][0] - res[i].mesh[263][0];
if (Math.abs(zDiff / xDiff) <= 0.15)
gestures.push({ face: i, gesture: "facing center" }); gestures.push({ face: i, gesture: "facing center" });
else else
gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? "left" : "right"}` }); gestures.push({ face: i, gesture: `facing ${zDiff < 0 ? "left" : "right"}` });
const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]);
if (openLeft < 0.2) if (openLeft < 0.2)
gestures.push({ face: i, gesture: "blink left eye" }); gestures.push({ face: i, gesture: "blink left eye" });
@ -11993,18 +12039,21 @@ function calc2(newResult, config3) {
for (let i = 0; i < newResult.face.length; i++) { for (let i = 0; i < newResult.face.length; i++) {
const box4 = newResult.face[i].box.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].box[j] + b) / bufferedFactor); const box4 = newResult.face[i].box.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].box[j] + b) / bufferedFactor);
const boxRaw = newResult.face[i].boxRaw.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].boxRaw[j] + b) / bufferedFactor); const boxRaw = newResult.face[i].boxRaw.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].boxRaw[j] + b) / bufferedFactor);
const rotation = { matrix: [0, 0, 0, 0, 0, 0, 0, 0, 0], angle: { roll: 0, yaw: 0, pitch: 0 }, gaze: { bearing: 0, strength: 0 } }; if (newResult.face[i].rotation) {
rotation.matrix = (_g = newResult.face[i].rotation) == null ? void 0 : _g.matrix; const rotation = { matrix: [0, 0, 0, 0, 0, 0, 0, 0, 0], angle: { roll: 0, yaw: 0, pitch: 0 }, gaze: { bearing: 0, strength: 0 } };
rotation.angle = { rotation.matrix = (_g = newResult.face[i].rotation) == null ? void 0 : _g.matrix;
roll: ((bufferedFactor - 1) * (((_i = (_h = bufferedResult.face[i].rotation) == null ? void 0 : _h.angle) == null ? void 0 : _i.roll) || 0) + (((_k = (_j = newResult.face[i].rotation) == null ? void 0 : _j.angle) == null ? void 0 : _k.roll) || 0)) / bufferedFactor, rotation.angle = {
yaw: ((bufferedFactor - 1) * (((_m = (_l = bufferedResult.face[i].rotation) == null ? void 0 : _l.angle) == null ? void 0 : _m.yaw) || 0) + (((_o = (_n = newResult.face[i].rotation) == null ? void 0 : _n.angle) == null ? void 0 : _o.yaw) || 0)) / bufferedFactor, roll: ((bufferedFactor - 1) * (((_i = (_h = bufferedResult.face[i].rotation) == null ? void 0 : _h.angle) == null ? void 0 : _i.roll) || 0) + (((_k = (_j = newResult.face[i].rotation) == null ? void 0 : _j.angle) == null ? void 0 : _k.roll) || 0)) / bufferedFactor,
pitch: ((bufferedFactor - 1) * (((_q = (_p = bufferedResult.face[i].rotation) == null ? void 0 : _p.angle) == null ? void 0 : _q.pitch) || 0) + (((_s = (_r = newResult.face[i].rotation) == null ? void 0 : _r.angle) == null ? void 0 : _s.pitch) || 0)) / bufferedFactor yaw: ((bufferedFactor - 1) * (((_m = (_l = bufferedResult.face[i].rotation) == null ? void 0 : _l.angle) == null ? void 0 : _m.yaw) || 0) + (((_o = (_n = newResult.face[i].rotation) == null ? void 0 : _n.angle) == null ? void 0 : _o.yaw) || 0)) / bufferedFactor,
}; pitch: ((bufferedFactor - 1) * (((_q = (_p = bufferedResult.face[i].rotation) == null ? void 0 : _p.angle) == null ? void 0 : _q.pitch) || 0) + (((_s = (_r = newResult.face[i].rotation) == null ? void 0 : _r.angle) == null ? void 0 : _s.pitch) || 0)) / bufferedFactor
rotation.gaze = { };
bearing: ((bufferedFactor - 1) * (((_u = (_t = bufferedResult.face[i].rotation) == null ? void 0 : _t.gaze) == null ? void 0 : _u.bearing) || 0) + (((_w = (_v = newResult.face[i].rotation) == null ? void 0 : _v.gaze) == null ? void 0 : _w.bearing) || 0)) / bufferedFactor, rotation.gaze = {
strength: ((bufferedFactor - 1) * (((_y = (_x = bufferedResult.face[i].rotation) == null ? void 0 : _x.gaze) == null ? void 0 : _y.strength) || 0) + (((_A = (_z = newResult.face[i].rotation) == null ? void 0 : _z.gaze) == null ? void 0 : _A.strength) || 0)) / bufferedFactor bearing: ((bufferedFactor - 1) * (((_u = (_t = bufferedResult.face[i].rotation) == null ? void 0 : _t.gaze) == null ? void 0 : _u.bearing) || 0) + (((_w = (_v = newResult.face[i].rotation) == null ? void 0 : _v.gaze) == null ? void 0 : _w.bearing) || 0)) / bufferedFactor,
}; strength: ((bufferedFactor - 1) * (((_y = (_x = bufferedResult.face[i].rotation) == null ? void 0 : _x.gaze) == null ? void 0 : _y.strength) || 0) + (((_A = (_z = newResult.face[i].rotation) == null ? void 0 : _z.gaze) == null ? void 0 : _A.strength) || 0)) / bufferedFactor
bufferedResult.face[i] = { ...newResult.face[i], rotation, box: box4, boxRaw }; };
bufferedResult.face[i] = { ...newResult.face[i], rotation, box: box4, boxRaw };
}
bufferedResult.face[i] = { ...newResult.face[i], box: box4, boxRaw };
} }
} }
if (!bufferedResult.object || newResult.object.length !== bufferedResult.object.length) { if (!bufferedResult.object || newResult.object.length !== bufferedResult.object.length) {
@ -12857,7 +12906,7 @@ lBhEMohlFerLlBjEMohMVTEARDKCITsAk2AEgAAAkAAAAAAAAAAAAAAAAAAAAAAAASAAAAAAAAD/
2Q==`; 2Q==`;
// src/warmup.ts // src/warmup.ts
var tf29 = __toModule(require_tfjs_esm()); var tf30 = __toModule(require_tfjs_esm());
async function warmupBitmap(instance) { async function warmupBitmap(instance) {
const b64toBlob = (base64, type = "application/octet-stream") => fetch(`data:${type};base64,${base64}`).then((res2) => res2.blob()); const b64toBlob = (base64, type = "application/octet-stream") => fetch(`data:${type};base64,${base64}`).then((res2) => res2.blob());
let blob; let blob;
@ -12929,8 +12978,8 @@ async function warmupNode(instance) {
if (!img) if (!img)
return null; return null;
let res; let res;
if (typeof tf29["node"] !== "undefined") { if (typeof tf30["node"] !== "undefined") {
const data = tf29["node"].decodeJpeg(img); const data = tf30["node"].decodeJpeg(img);
const expanded = data.expandDims(0); const expanded = data.expandDims(0);
instance.tf.dispose(data); instance.tf.dispose(data);
res = await instance.detect(expanded, instance.config); res = await instance.detect(expanded, instance.config);
@ -13000,7 +13049,7 @@ var Human = class {
return null; return null;
if (!input) if (!input)
return "input is not defined"; return "input is not defined";
if (this.env.node && !(input instanceof tf30.Tensor)) if (this.env.node && !(input instanceof tf31.Tensor))
return "input must be a tensor"; return "input must be a tensor";
try { try {
this.tf.getBackend(); this.tf.getBackend();
@ -13018,7 +13067,7 @@ var Human = class {
(_a = this.events) == null ? void 0 : _a.dispatchEvent(new Event(event)); (_a = this.events) == null ? void 0 : _a.dispatchEvent(new Event(event));
}); });
this.env = env; this.env = env;
config.wasmPath = tf30.version_core.includes("-") ? "https://vladmandic.github.io/tfjs/dist/" : `https://cdn.jsdelivr.net/npm/@tensorflow/tfjs-backend-wasm@${tf30.version_core}/dist/`; config.wasmPath = tf31.version_core.includes("-") ? "https://vladmandic.github.io/tfjs/dist/" : `https://cdn.jsdelivr.net/npm/@tensorflow/tfjs-backend-wasm@${tf31.version_core}/dist/`;
config.modelBasePath = env.browser ? "../models/" : "file://models/"; config.modelBasePath = env.browser ? "../models/" : "file://models/";
config.backend = env.browser ? "humangl" : "tensorflow"; config.backend = env.browser ? "humangl" : "tensorflow";
this.version = version; this.version = version;
@ -13027,7 +13076,7 @@ var Human = class {
Object.seal(this.config); Object.seal(this.config);
if (userConfig) if (userConfig)
this.config = mergeDeep(this.config, userConfig); this.config = mergeDeep(this.config, userConfig);
this.tf = tf30; this.tf = tf31;
this.state = "idle"; this.state = "idle";
__privateSet(this, _numTensors, 0); __privateSet(this, _numTensors, 0);
__privateSet(this, _analyzeMemoryLeaks, false); __privateSet(this, _analyzeMemoryLeaks, false);
@ -13093,7 +13142,7 @@ var Human = class {
log(`tfjs version: ${this.tf.version_core}`); log(`tfjs version: ${this.tf.version_core}`);
if (!await check(this)) if (!await check(this))
log("error: backend check failed"); log("error: backend check failed");
await tf30.ready(); await tf31.ready();
if (this.env.browser) { if (this.env.browser) {
if (this.config.debug) if (this.config.debug)
log("configuration:", this.config); log("configuration:", this.config);
@ -13292,7 +13341,7 @@ var Human = class {
return join2(faceRes, bodyRes, handRes, gestureRes, shape); return join2(faceRes, bodyRes, handRes, gestureRes, shape);
} }
}; };
tf30.dispose(img.tensor); tf31.dispose(img.tensor);
this.emit("detect"); this.emit("detect");
this.state = "idle"; this.state = "idle";
resolve(this.result); resolve(this.result);

149
dist/human.node.js vendored
View File

@ -187,6 +187,8 @@ var config = {
skipTime: 2500, skipTime: 2500,
minConfidence: 0.2, minConfidence: 0.2,
iouThreshold: 0.1, iouThreshold: 0.1,
cropFactor: 1.6,
mask: false,
return: false return: false
}, },
mesh: { mesh: {
@ -1341,7 +1343,7 @@ var Env = class {
var env = new Env(); var env = new Env();
// src/human.ts // src/human.ts
var tf30 = __toModule(require_tfjs_esm()); var tf31 = __toModule(require_tfjs_esm());
// package.json // package.json
var version = "2.5.1"; var version = "2.5.1";
@ -5669,9 +5671,8 @@ var model8 = null;
var inputSize5 = 0; var inputSize5 = 0;
var skipped7 = Number.MAX_SAFE_INTEGER; var skipped7 = Number.MAX_SAFE_INTEGER;
var lastTime6 = 0; var lastTime6 = 0;
var enlargeFact = 1.6;
async function predict6(input, config3) { async function predict6(input, config3) {
var _a, _b, _c, _d, _e, _f, _g, _h; var _a, _b, _c, _d, _e, _f, _g, _h, _i, _j, _k;
const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime6; const skipTime = (((_a = config3.face.detector) == null ? void 0 : _a.skipTime) || 0) > now() - lastTime6;
const skipFrame = skipped7 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0); const skipFrame = skipped7 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) { if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
@ -5685,7 +5686,7 @@ async function predict6(input, config3) {
landmarks: possible.landmarks, landmarks: possible.landmarks,
confidence: possible.confidence confidence: possible.confidence
}; };
boxCache.push(squarifyBox(enlargeBox(scaleBoxCoordinates(box4, possibleBoxes.scaleFactor), Math.sqrt(enlargeFact)))); boxCache.push(squarifyBox(enlargeBox(scaleBoxCoordinates(box4, possibleBoxes.scaleFactor), Math.sqrt(((_c = config3.face.detector) == null ? void 0 : _c.cropFactor) || 1.6))));
} }
skipped7 = 0; skipped7 = 0;
} else { } else {
@ -5709,14 +5710,14 @@ async function predict6(input, config3) {
faceScore: 0, faceScore: 0,
annotations: {} annotations: {}
}; };
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, inputSize5); [angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, ((_e = config3.face.mesh) == null ? void 0 : _e.enabled) ? inputSize5 : size());
if ((_d = config3 == null ? void 0 : config3.filter) == null ? void 0 : _d.equalization) { if ((_f = config3 == null ? void 0 : config3.filter) == null ? void 0 : _f.equalization) {
const equilized = await histogramEqualization(face5.tensor); const equilized = await histogramEqualization(face5.tensor);
tf13.dispose(face5.tensor); tf13.dispose(face5.tensor);
face5.tensor = equilized; face5.tensor = equilized;
} }
face5.boxScore = Math.round(100 * box4.confidence) / 100; face5.boxScore = Math.round(100 * box4.confidence) / 100;
if (!((_e = config3.face.mesh) == null ? void 0 : _e.enabled)) { if (!((_g = config3.face.mesh) == null ? void 0 : _g.enabled)) {
face5.box = getClampedBox(box4, input); face5.box = getClampedBox(box4, input);
face5.boxRaw = getRawBox(box4, input); face5.boxRaw = getRawBox(box4, input);
face5.score = face5.boxScore; face5.score = face5.boxScore;
@ -5737,22 +5738,22 @@ async function predict6(input, config3) {
const coordsReshaped = tf13.reshape(contourCoords, [-1, 3]); const coordsReshaped = tf13.reshape(contourCoords, [-1, 3]);
let rawCoords = await coordsReshaped.array(); let rawCoords = await coordsReshaped.array();
tf13.dispose([contourCoords, coordsReshaped, confidence, contours]); tf13.dispose([contourCoords, coordsReshaped, confidence, contours]);
if (face5.faceScore < (((_f = config3.face.detector) == null ? void 0 : _f.minConfidence) || 1)) { if (face5.faceScore < (((_h = config3.face.detector) == null ? void 0 : _h.minConfidence) || 1)) {
box4.confidence = face5.faceScore; box4.confidence = face5.faceScore;
} else { } else {
if ((_g = config3.face.iris) == null ? void 0 : _g.enabled) if ((_i = config3.face.iris) == null ? void 0 : _i.enabled)
rawCoords = await augmentIris(rawCoords, face5.tensor, config3, inputSize5); rawCoords = await augmentIris(rawCoords, face5.tensor, config3, inputSize5);
face5.mesh = transformRawCoords(rawCoords, box4, angle, rotationMatrix, inputSize5); face5.mesh = transformRawCoords(rawCoords, box4, angle, rotationMatrix, inputSize5);
face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize5]); face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize5]);
for (const key of Object.keys(meshAnnotations)) for (const key of Object.keys(meshAnnotations))
face5.annotations[key] = meshAnnotations[key].map((index2) => face5.mesh[index2]); face5.annotations[key] = meshAnnotations[key].map((index2) => face5.mesh[index2]);
box4 = squarifyBox({ ...enlargeBox(calculateLandmarksBoundingBox(face5.mesh), enlargeFact), confidence: box4.confidence }); box4 = squarifyBox({ ...enlargeBox(calculateLandmarksBoundingBox(face5.mesh), ((_j = config3.face.detector) == null ? void 0 : _j.cropFactor) || 1.6), confidence: box4.confidence });
face5.box = getClampedBox(box4, input); face5.box = getClampedBox(box4, input);
face5.boxRaw = getRawBox(box4, input); face5.boxRaw = getRawBox(box4, input);
face5.score = face5.faceScore; face5.score = face5.faceScore;
newCache.push(box4); newCache.push(box4);
tf13.dispose(face5.tensor); tf13.dispose(face5.tensor);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_h = config3.face.detector) == null ? void 0 : _h.rotation, box4, input, inputSize5); [angle, rotationMatrix, face5.tensor] = correctFaceRotation((_k = config3.face.detector) == null ? void 0 : _k.rotation, box4, input, inputSize5);
} }
} }
faces.push(face5); faces.push(face5);
@ -10699,8 +10700,8 @@ async function process5(input, background, config3) {
if (!model14) if (!model14)
await load15(config3); await load15(config3);
const inputImage = await process2(input, config3); const inputImage = await process2(input, config3);
const width = ((_a = inputImage.canvas) == null ? void 0 : _a.width) || 0; const width = ((_a = inputImage.tensor) == null ? void 0 : _a.shape[2]) || 0;
const height = ((_b = inputImage.canvas) == null ? void 0 : _b.height) || 0; const height = ((_b = inputImage.tensor) == null ? void 0 : _b.shape[1]) || 0;
if (!inputImage.tensor) if (!inputImage.tensor)
return { data: [], canvas: null, alpha: null }; return { data: [], canvas: null, alpha: null };
const t = {}; const t = {};
@ -10757,7 +10758,7 @@ async function process5(input, background, config3) {
} }
Object.keys(t).forEach((tensor3) => tf25.dispose(t[tensor3])); Object.keys(t).forEach((tensor3) => tf25.dispose(t[tensor3]));
busy = false; busy = false;
return { data, canvas: mergedCanvas || compositeCanvas, alpha: alphaCanvas }; return { data, canvas: compositeCanvas, alpha: alphaCanvas };
} }
// src/models.ts // src/models.ts
@ -11576,7 +11577,46 @@ async function all(inCanvas2, result, drawOptions) {
} }
// src/face/face.ts // src/face/face.ts
var tf29 = __toModule(require_tfjs_esm());
// src/face/mask.ts
var tf28 = __toModule(require_tfjs_esm()); var tf28 = __toModule(require_tfjs_esm());
var expandFact = 0.1;
var alpha = 0.5;
function insidePoly(x, y, polygon) {
let inside = false;
let j = polygon.length - 1;
for (let i = 0; i < polygon.length; j = i++) {
if (polygon[i].y > y !== polygon[j].y > y && x < (polygon[j].x - polygon[i].x) * (y - polygon[i].y) / (polygon[j].y - polygon[i].y) + polygon[i].x)
inside = !inside;
}
return inside;
}
async function mask(face5) {
if (!face5.tensor)
return face5.tensor;
const width = face5.tensor.shape[2] || 0;
const height = face5.tensor.shape[1] || 0;
const buffer = await face5.tensor.buffer();
let silhouette = [];
for (const pt of meshAnnotations.silhouette)
silhouette.push({ x: (face5.mesh[pt][0] - face5.box[0]) / face5.box[2], y: (face5.mesh[pt][1] - face5.box[1]) / face5.box[3] });
if (expandFact && expandFact > 0)
silhouette = silhouette.map((pt) => ({ x: pt.x > 0.5 ? pt.x + expandFact : pt.x - expandFact, y: pt.y > 0.5 ? pt.y + expandFact : pt.y - expandFact }));
for (let x = 0; x < width; x++) {
for (let y = 0; y < height; y++) {
const inside = insidePoly(x / width, y / width, silhouette);
if (!inside) {
buffer.set(alpha * buffer.get(0, y, x, 0), 0, y, x, 0);
buffer.set(alpha * buffer.get(0, y, x, 1), 0, y, x, 1);
buffer.set(alpha * buffer.get(0, y, x, 2), 0, y, x, 2);
}
}
}
const output = buffer.toTensor();
tf28.dispose(buffer);
return output;
}
// src/face/angles.ts // src/face/angles.ts
var calculateGaze = (face5) => { var calculateGaze = (face5) => {
@ -11686,7 +11726,7 @@ var calculateFaceAngle = (face5, imageSize) => {
// src/face/face.ts // src/face/face.ts
var detectFace = async (parent, input) => { var detectFace = async (parent, input) => {
var _a, _b, _c, _d; var _a, _b, _c, _d, _e, _f, _g, _h, _i, _j, _k, _l, _m, _n, _o;
let timeStamp; let timeStamp;
let ageRes; let ageRes;
let gearRes; let gearRes;
@ -11711,44 +11751,49 @@ var detectFace = async (parent, input) => {
log("Face object is disposed:", faces[i].tensor); log("Face object is disposed:", faces[i].tensor);
continue; continue;
} }
const rotation = calculateFaceAngle(faces[i], [input.shape[2], input.shape[1]]); if ((_a = parent.config.face.detector) == null ? void 0 : _a.mask) {
const masked = await mask(faces[i]);
tf29.dispose(faces[i].tensor);
faces[i].tensor = masked;
}
const rotation = faces[i].mesh && faces[i].mesh.length > 200 ? calculateFaceAngle(faces[i], [input.shape[2], input.shape[1]]) : null;
parent.analyze("Start Emotion:"); parent.analyze("Start Emotion:");
if (parent.config.async) { if (parent.config.async) {
emotionRes = parent.config.face.emotion.enabled ? predict5(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; emotionRes = ((_b = parent.config.face.emotion) == null ? void 0 : _b.enabled) ? predict5(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = "run:emotion"; parent.state = "run:emotion";
timeStamp = now(); timeStamp = now();
emotionRes = parent.config.face.emotion.enabled ? await predict5(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; emotionRes = ((_c = parent.config.face.emotion) == null ? void 0 : _c.enabled) ? await predict5(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
parent.performance.emotion = env.perfadd ? (parent.performance.emotion || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.emotion = env.perfadd ? (parent.performance.emotion || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze("End Emotion:"); parent.analyze("End Emotion:");
parent.analyze("Start AntiSpoof:"); parent.analyze("Start AntiSpoof:");
if (parent.config.async) { if (parent.config.async) {
antispoofRes = parent.config.face.antispoof.enabled ? predict(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; antispoofRes = ((_d = parent.config.face.antispoof) == null ? void 0 : _d.enabled) ? predict(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = "run:antispoof"; parent.state = "run:antispoof";
timeStamp = now(); timeStamp = now();
antispoofRes = parent.config.face.antispoof.enabled ? await predict(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; antispoofRes = ((_e = parent.config.face.antispoof) == null ? void 0 : _e.enabled) ? await predict(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze("End AntiSpoof:"); parent.analyze("End AntiSpoof:");
parent.analyze("Start Liveness:"); parent.analyze("Start Liveness:");
if (parent.config.async) { if (parent.config.async) {
livenessRes = parent.config.face.liveness.enabled ? predict10(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; livenessRes = ((_f = parent.config.face.liveness) == null ? void 0 : _f.enabled) ? predict10(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = "run:liveness"; parent.state = "run:liveness";
timeStamp = now(); timeStamp = now();
livenessRes = parent.config.face.liveness.enabled ? await predict10(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; livenessRes = ((_g = parent.config.face.liveness) == null ? void 0 : _g.enabled) ? await predict10(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze("End Liveness:"); parent.analyze("End Liveness:");
parent.analyze("Start Description:"); parent.analyze("Start Description:");
if (parent.config.async) { if (parent.config.async) {
descRes = parent.config.face.description.enabled ? predict7(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; descRes = ((_h = parent.config.face.description) == null ? void 0 : _h.enabled) ? predict7(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = "run:description"; parent.state = "run:description";
timeStamp = now(); timeStamp = now();
descRes = parent.config.face.description.enabled ? await predict7(faces[i].tensor || tf28.tensor([]), parent.config, i, faces.length) : null; descRes = ((_i = parent.config.face.description) == null ? void 0 : _i.enabled) ? await predict7(faces[i].tensor || tf29.tensor([]), parent.config, i, faces.length) : null;
parent.performance.description = env.perfadd ? (parent.performance.description || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.description = env.perfadd ? (parent.performance.description || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze("End Description:"); parent.analyze("End Description:");
@ -11756,13 +11801,13 @@ var detectFace = async (parent, input) => {
[ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes]); [ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes]);
} }
parent.analyze("Finish Face:"); parent.analyze("Finish Face:");
if (!parent.config.face.iris.enabled && ((_b = (_a = faces[i]) == null ? void 0 : _a.annotations) == null ? void 0 : _b.leftEyeIris) && ((_d = (_c = faces[i]) == null ? void 0 : _c.annotations) == null ? void 0 : _d.rightEyeIris)) { if (!((_j = parent.config.face.iris) == null ? void 0 : _j.enabled) && ((_l = (_k = faces[i]) == null ? void 0 : _k.annotations) == null ? void 0 : _l.leftEyeIris) && ((_n = (_m = faces[i]) == null ? void 0 : _m.annotations) == null ? void 0 : _n.rightEyeIris)) {
delete faces[i].annotations.leftEyeIris; delete faces[i].annotations.leftEyeIris;
delete faces[i].annotations.rightEyeIris; delete faces[i].annotations.rightEyeIris;
} }
const irisSize = faces[i].annotations && faces[i].annotations.leftEyeIris && faces[i].annotations.leftEyeIris[0] && faces[i].annotations.rightEyeIris && faces[i].annotations.rightEyeIris[0] && faces[i].annotations.leftEyeIris.length > 0 && faces[i].annotations.rightEyeIris.length > 0 && faces[i].annotations.leftEyeIris[0] !== null && faces[i].annotations.rightEyeIris[0] !== null ? Math.max(Math.abs(faces[i].annotations.leftEyeIris[3][0] - faces[i].annotations.leftEyeIris[1][0]), Math.abs(faces[i].annotations.rightEyeIris[4][1] - faces[i].annotations.rightEyeIris[2][1])) / input.shape[2] : 0; const irisSize = faces[i].annotations && faces[i].annotations.leftEyeIris && faces[i].annotations.leftEyeIris[0] && faces[i].annotations.rightEyeIris && faces[i].annotations.rightEyeIris[0] && faces[i].annotations.leftEyeIris.length > 0 && faces[i].annotations.rightEyeIris.length > 0 && faces[i].annotations.leftEyeIris[0] !== null && faces[i].annotations.rightEyeIris[0] !== null ? Math.max(Math.abs(faces[i].annotations.leftEyeIris[3][0] - faces[i].annotations.leftEyeIris[1][0]), Math.abs(faces[i].annotations.rightEyeIris[4][1] - faces[i].annotations.rightEyeIris[2][1])) / input.shape[2] : 0;
const tensor3 = parent.config.face.detector.return ? tf28.squeeze(faces[i].tensor) : null; const tensor3 = ((_o = parent.config.face.detector) == null ? void 0 : _o.return) ? tf29.squeeze(faces[i].tensor) : null;
tf28.dispose(faces[i].tensor); tf29.dispose(faces[i].tensor);
if (faces[i].tensor) if (faces[i].tensor)
delete faces[i].tensor; delete faces[i].tensor;
faceRes.push({ faceRes.push({
@ -11824,11 +11869,12 @@ var face2 = (res) => {
const gestures = []; const gestures = [];
for (let i = 0; i < res.length; i++) { for (let i = 0; i < res.length; i++) {
if (res[i].mesh && res[i].mesh.length > 450) { if (res[i].mesh && res[i].mesh.length > 450) {
const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2]; const zDiff = res[i].mesh[33][2] - res[i].mesh[263][2];
if (Math.abs(eyeFacing) < 10) const xDiff = res[i].mesh[33][0] - res[i].mesh[263][0];
if (Math.abs(zDiff / xDiff) <= 0.15)
gestures.push({ face: i, gesture: "facing center" }); gestures.push({ face: i, gesture: "facing center" });
else else
gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? "left" : "right"}` }); gestures.push({ face: i, gesture: `facing ${zDiff < 0 ? "left" : "right"}` });
const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]);
if (openLeft < 0.2) if (openLeft < 0.2)
gestures.push({ face: i, gesture: "blink left eye" }); gestures.push({ face: i, gesture: "blink left eye" });
@ -11992,18 +12038,21 @@ function calc2(newResult, config3) {
for (let i = 0; i < newResult.face.length; i++) { for (let i = 0; i < newResult.face.length; i++) {
const box4 = newResult.face[i].box.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].box[j] + b) / bufferedFactor); const box4 = newResult.face[i].box.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].box[j] + b) / bufferedFactor);
const boxRaw = newResult.face[i].boxRaw.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].boxRaw[j] + b) / bufferedFactor); const boxRaw = newResult.face[i].boxRaw.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].boxRaw[j] + b) / bufferedFactor);
const rotation = { matrix: [0, 0, 0, 0, 0, 0, 0, 0, 0], angle: { roll: 0, yaw: 0, pitch: 0 }, gaze: { bearing: 0, strength: 0 } }; if (newResult.face[i].rotation) {
rotation.matrix = (_g = newResult.face[i].rotation) == null ? void 0 : _g.matrix; const rotation = { matrix: [0, 0, 0, 0, 0, 0, 0, 0, 0], angle: { roll: 0, yaw: 0, pitch: 0 }, gaze: { bearing: 0, strength: 0 } };
rotation.angle = { rotation.matrix = (_g = newResult.face[i].rotation) == null ? void 0 : _g.matrix;
roll: ((bufferedFactor - 1) * (((_i = (_h = bufferedResult.face[i].rotation) == null ? void 0 : _h.angle) == null ? void 0 : _i.roll) || 0) + (((_k = (_j = newResult.face[i].rotation) == null ? void 0 : _j.angle) == null ? void 0 : _k.roll) || 0)) / bufferedFactor, rotation.angle = {
yaw: ((bufferedFactor - 1) * (((_m = (_l = bufferedResult.face[i].rotation) == null ? void 0 : _l.angle) == null ? void 0 : _m.yaw) || 0) + (((_o = (_n = newResult.face[i].rotation) == null ? void 0 : _n.angle) == null ? void 0 : _o.yaw) || 0)) / bufferedFactor, roll: ((bufferedFactor - 1) * (((_i = (_h = bufferedResult.face[i].rotation) == null ? void 0 : _h.angle) == null ? void 0 : _i.roll) || 0) + (((_k = (_j = newResult.face[i].rotation) == null ? void 0 : _j.angle) == null ? void 0 : _k.roll) || 0)) / bufferedFactor,
pitch: ((bufferedFactor - 1) * (((_q = (_p = bufferedResult.face[i].rotation) == null ? void 0 : _p.angle) == null ? void 0 : _q.pitch) || 0) + (((_s = (_r = newResult.face[i].rotation) == null ? void 0 : _r.angle) == null ? void 0 : _s.pitch) || 0)) / bufferedFactor yaw: ((bufferedFactor - 1) * (((_m = (_l = bufferedResult.face[i].rotation) == null ? void 0 : _l.angle) == null ? void 0 : _m.yaw) || 0) + (((_o = (_n = newResult.face[i].rotation) == null ? void 0 : _n.angle) == null ? void 0 : _o.yaw) || 0)) / bufferedFactor,
}; pitch: ((bufferedFactor - 1) * (((_q = (_p = bufferedResult.face[i].rotation) == null ? void 0 : _p.angle) == null ? void 0 : _q.pitch) || 0) + (((_s = (_r = newResult.face[i].rotation) == null ? void 0 : _r.angle) == null ? void 0 : _s.pitch) || 0)) / bufferedFactor
rotation.gaze = { };
bearing: ((bufferedFactor - 1) * (((_u = (_t = bufferedResult.face[i].rotation) == null ? void 0 : _t.gaze) == null ? void 0 : _u.bearing) || 0) + (((_w = (_v = newResult.face[i].rotation) == null ? void 0 : _v.gaze) == null ? void 0 : _w.bearing) || 0)) / bufferedFactor, rotation.gaze = {
strength: ((bufferedFactor - 1) * (((_y = (_x = bufferedResult.face[i].rotation) == null ? void 0 : _x.gaze) == null ? void 0 : _y.strength) || 0) + (((_A = (_z = newResult.face[i].rotation) == null ? void 0 : _z.gaze) == null ? void 0 : _A.strength) || 0)) / bufferedFactor bearing: ((bufferedFactor - 1) * (((_u = (_t = bufferedResult.face[i].rotation) == null ? void 0 : _t.gaze) == null ? void 0 : _u.bearing) || 0) + (((_w = (_v = newResult.face[i].rotation) == null ? void 0 : _v.gaze) == null ? void 0 : _w.bearing) || 0)) / bufferedFactor,
}; strength: ((bufferedFactor - 1) * (((_y = (_x = bufferedResult.face[i].rotation) == null ? void 0 : _x.gaze) == null ? void 0 : _y.strength) || 0) + (((_A = (_z = newResult.face[i].rotation) == null ? void 0 : _z.gaze) == null ? void 0 : _A.strength) || 0)) / bufferedFactor
bufferedResult.face[i] = { ...newResult.face[i], rotation, box: box4, boxRaw }; };
bufferedResult.face[i] = { ...newResult.face[i], rotation, box: box4, boxRaw };
}
bufferedResult.face[i] = { ...newResult.face[i], box: box4, boxRaw };
} }
} }
if (!bufferedResult.object || newResult.object.length !== bufferedResult.object.length) { if (!bufferedResult.object || newResult.object.length !== bufferedResult.object.length) {
@ -12856,7 +12905,7 @@ lBhEMohlFerLlBjEMohMVTEARDKCITsAk2AEgAAAkAAAAAAAAAAAAAAAAAAAAAAAASAAAAAAAAD/
2Q==`; 2Q==`;
// src/warmup.ts // src/warmup.ts
var tf29 = __toModule(require_tfjs_esm()); var tf30 = __toModule(require_tfjs_esm());
async function warmupBitmap(instance) { async function warmupBitmap(instance) {
const b64toBlob = (base64, type = "application/octet-stream") => fetch(`data:${type};base64,${base64}`).then((res2) => res2.blob()); const b64toBlob = (base64, type = "application/octet-stream") => fetch(`data:${type};base64,${base64}`).then((res2) => res2.blob());
let blob; let blob;
@ -12928,8 +12977,8 @@ async function warmupNode(instance) {
if (!img) if (!img)
return null; return null;
let res; let res;
if (typeof tf29["node"] !== "undefined") { if (typeof tf30["node"] !== "undefined") {
const data = tf29["node"].decodeJpeg(img); const data = tf30["node"].decodeJpeg(img);
const expanded = data.expandDims(0); const expanded = data.expandDims(0);
instance.tf.dispose(data); instance.tf.dispose(data);
res = await instance.detect(expanded, instance.config); res = await instance.detect(expanded, instance.config);
@ -12999,7 +13048,7 @@ var Human = class {
return null; return null;
if (!input) if (!input)
return "input is not defined"; return "input is not defined";
if (this.env.node && !(input instanceof tf30.Tensor)) if (this.env.node && !(input instanceof tf31.Tensor))
return "input must be a tensor"; return "input must be a tensor";
try { try {
this.tf.getBackend(); this.tf.getBackend();
@ -13017,7 +13066,7 @@ var Human = class {
(_a = this.events) == null ? void 0 : _a.dispatchEvent(new Event(event)); (_a = this.events) == null ? void 0 : _a.dispatchEvent(new Event(event));
}); });
this.env = env; this.env = env;
config.wasmPath = tf30.version_core.includes("-") ? "https://vladmandic.github.io/tfjs/dist/" : `https://cdn.jsdelivr.net/npm/@tensorflow/tfjs-backend-wasm@${tf30.version_core}/dist/`; config.wasmPath = tf31.version_core.includes("-") ? "https://vladmandic.github.io/tfjs/dist/" : `https://cdn.jsdelivr.net/npm/@tensorflow/tfjs-backend-wasm@${tf31.version_core}/dist/`;
config.modelBasePath = env.browser ? "../models/" : "file://models/"; config.modelBasePath = env.browser ? "../models/" : "file://models/";
config.backend = env.browser ? "humangl" : "tensorflow"; config.backend = env.browser ? "humangl" : "tensorflow";
this.version = version; this.version = version;
@ -13026,7 +13075,7 @@ var Human = class {
Object.seal(this.config); Object.seal(this.config);
if (userConfig) if (userConfig)
this.config = mergeDeep(this.config, userConfig); this.config = mergeDeep(this.config, userConfig);
this.tf = tf30; this.tf = tf31;
this.state = "idle"; this.state = "idle";
__privateSet(this, _numTensors, 0); __privateSet(this, _numTensors, 0);
__privateSet(this, _analyzeMemoryLeaks, false); __privateSet(this, _analyzeMemoryLeaks, false);
@ -13092,7 +13141,7 @@ var Human = class {
log(`tfjs version: ${this.tf.version_core}`); log(`tfjs version: ${this.tf.version_core}`);
if (!await check(this)) if (!await check(this))
log("error: backend check failed"); log("error: backend check failed");
await tf30.ready(); await tf31.ready();
if (this.env.browser) { if (this.env.browser) {
if (this.config.debug) if (this.config.debug)
log("configuration:", this.config); log("configuration:", this.config);
@ -13291,7 +13340,7 @@ var Human = class {
return join2(faceRes, bodyRes, handRes, gestureRes, shape); return join2(faceRes, bodyRes, handRes, gestureRes, shape);
} }
}; };
tf30.dispose(img.tensor); tf31.dispose(img.tensor);
this.emit("detect"); this.emit("detect");
this.state = "idle"; this.state = "idle";
resolve(this.result); resolve(this.result);

10
src/config.ts
View File

@ -23,6 +23,14 @@ export interface FaceDetectorConfig extends GenericConfig {
minConfidence: number, minConfidence: number,
/** @property minimum overlap between two detected faces before one is discarded */ /** @property minimum overlap between two detected faces before one is discarded */
iouThreshold: number, iouThreshold: number,
/** @property factor used to expand detected face before further analysis
* - default: 1.6
* - for high-quality inputs can be reduced to increase precision
* - for video inputs or low-quality inputs can be increased to allow for more flexible tracking
*/
cropFactor: number,
/** @property should child models perform on masked image of a face */
mask: boolean,
/** @property should face detection return face tensor to be used in some other extenrnal model? */ /** @property should face detection return face tensor to be used in some other extenrnal model? */
return: boolean, return: boolean,
} }
@ -314,6 +322,8 @@ const config: Config = {
skipTime: 2500, skipTime: 2500,
minConfidence: 0.2, minConfidence: 0.2,
iouThreshold: 0.1, iouThreshold: 0.1,
cropFactor: 1.6,
mask: false,
return: false, return: false,
}, },
mesh: { mesh: {

1
src/face/blazeface.ts
View File

@ -17,7 +17,6 @@ let anchorsData: [number, number][] = [];
let anchors: Tensor | null = null; let anchors: Tensor | null = null;
let inputSize = 0; let inputSize = 0;
// export const size = () => (model && model.inputs[0].shape ? model.inputs[0].shape[2] : 0);
export const size = () => inputSize; export const size = () => inputSize;
export async function load(config: Config): Promise<GraphModel> { export async function load(config: Config): Promise<GraphModel> {

34
src/face/face.ts
View File

@ -9,13 +9,15 @@ import * as tf from '../../dist/tfjs.esm.js';
import * as facemesh from './facemesh'; import * as facemesh from './facemesh';
import * as emotion from '../gear/emotion'; import * as emotion from '../gear/emotion';
import * as faceres from './faceres'; import * as faceres from './faceres';
import * as mask from './mask';
import * as antispoof from './antispoof'; import * as antispoof from './antispoof';
import * as liveness from './liveness'; import * as liveness from './liveness';
import type { FaceResult } from '../result'; import type { FaceResult } from '../result';
import type { Tensor } from '../tfjs/types'; import type { Tensor } from '../tfjs/types';
import type { Human } from '../human';
import { calculateFaceAngle } from './angles'; import { calculateFaceAngle } from './angles';
export const detectFace = async (parent /* instance of human */, input: Tensor): Promise<FaceResult[]> => { export const detectFace = async (parent: Human /* instance of human */, input: Tensor): Promise<FaceResult[]> => {
// run facemesh, includes blazeface and iris // run facemesh, includes blazeface and iris
// eslint-disable-next-line no-async-promise-executor // eslint-disable-next-line no-async-promise-executor
let timeStamp; let timeStamp;
@ -46,16 +48,24 @@ export const detectFace = async (parent /* instance of human */, input: Tensor):
continue; continue;
} }
const rotation = calculateFaceAngle(faces[i], [input.shape[2], input.shape[1]]); // optional face mask
if (parent.config.face.detector?.mask) {
const masked = await mask.mask(faces[i]);
tf.dispose(faces[i].tensor);
faces[i].tensor = masked as Tensor;
}
// calculate face angles
const rotation = faces[i].mesh && (faces[i].mesh.length > 200) ? calculateFaceAngle(faces[i], [input.shape[2], input.shape[1]]) : null;
// run emotion, inherits face from blazeface // run emotion, inherits face from blazeface
parent.analyze('Start Emotion:'); parent.analyze('Start Emotion:');
if (parent.config.async) { if (parent.config.async) {
emotionRes = parent.config.face.emotion.enabled ? emotion.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : null; emotionRes = parent.config.face.emotion?.enabled ? emotion.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = 'run:emotion'; parent.state = 'run:emotion';
timeStamp = now(); timeStamp = now();
emotionRes = parent.config.face.emotion.enabled ? await emotion.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : null; emotionRes = parent.config.face.emotion?.enabled ? await emotion.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : null;
parent.performance.emotion = env.perfadd ? (parent.performance.emotion || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.emotion = env.perfadd ? (parent.performance.emotion || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze('End Emotion:'); parent.analyze('End Emotion:');
@ -63,11 +73,11 @@ export const detectFace = async (parent /* instance of human */, input: Tensor):
// run antispoof, inherits face from blazeface // run antispoof, inherits face from blazeface
parent.analyze('Start AntiSpoof:'); parent.analyze('Start AntiSpoof:');
if (parent.config.async) { if (parent.config.async) {
antispoofRes = parent.config.face.antispoof.enabled ? antispoof.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : null; antispoofRes = parent.config.face.antispoof?.enabled ? antispoof.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = 'run:antispoof'; parent.state = 'run:antispoof';
timeStamp = now(); timeStamp = now();
antispoofRes = parent.config.face.antispoof.enabled ? await antispoof.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : null; antispoofRes = parent.config.face.antispoof?.enabled ? await antispoof.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : null;
parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze('End AntiSpoof:'); parent.analyze('End AntiSpoof:');
@ -75,11 +85,11 @@ export const detectFace = async (parent /* instance of human */, input: Tensor):
// run liveness, inherits face from blazeface // run liveness, inherits face from blazeface
parent.analyze('Start Liveness:'); parent.analyze('Start Liveness:');
if (parent.config.async) { if (parent.config.async) {
livenessRes = parent.config.face.liveness.enabled ? liveness.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : null; livenessRes = parent.config.face.liveness?.enabled ? liveness.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = 'run:liveness'; parent.state = 'run:liveness';
timeStamp = now(); timeStamp = now();
livenessRes = parent.config.face.liveness.enabled ? await liveness.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : null; livenessRes = parent.config.face.liveness?.enabled ? await liveness.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : null;
parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.antispoof = env.perfadd ? (parent.performance.antispoof || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze('End Liveness:'); parent.analyze('End Liveness:');
@ -101,11 +111,11 @@ export const detectFace = async (parent /* instance of human */, input: Tensor):
// run emotion, inherits face from blazeface // run emotion, inherits face from blazeface
parent.analyze('Start Description:'); parent.analyze('Start Description:');
if (parent.config.async) { if (parent.config.async) {
descRes = parent.config.face.description.enabled ? faceres.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : null; descRes = parent.config.face.description?.enabled ? faceres.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : null;
} else { } else {
parent.state = 'run:description'; parent.state = 'run:description';
timeStamp = now(); timeStamp = now();
descRes = parent.config.face.description.enabled ? await faceres.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : null; descRes = parent.config.face.description?.enabled ? await faceres.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : null;
parent.performance.description = env.perfadd ? (parent.performance.description || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp); parent.performance.description = env.perfadd ? (parent.performance.description || 0) + Math.trunc(now() - timeStamp) : Math.trunc(now() - timeStamp);
} }
parent.analyze('End Description:'); parent.analyze('End Description:');
@ -119,7 +129,7 @@ export const detectFace = async (parent /* instance of human */, input: Tensor):
// calculate iris distance // calculate iris distance
// iris: array[ center, left, top, right, bottom] // iris: array[ center, left, top, right, bottom]
if (!parent.config.face.iris.enabled && faces[i]?.annotations?.leftEyeIris && faces[i]?.annotations?.rightEyeIris) { if (!parent.config.face.iris?.enabled && faces[i]?.annotations?.leftEyeIris && faces[i]?.annotations?.rightEyeIris) {
delete faces[i].annotations.leftEyeIris; delete faces[i].annotations.leftEyeIris;
delete faces[i].annotations.rightEyeIris; delete faces[i].annotations.rightEyeIris;
} }
@ -130,7 +140,7 @@ export const detectFace = async (parent /* instance of human */, input: Tensor):
: 0; // note: average human iris size is 11.7mm : 0; // note: average human iris size is 11.7mm
// optionally return tensor // optionally return tensor
const tensor = parent.config.face.detector.return ? tf.squeeze(faces[i].tensor) : null; const tensor = parent.config.face.detector?.return ? tf.squeeze(faces[i].tensor) : null;
// dispose original face tensor // dispose original face tensor
tf.dispose(faces[i].tensor); tf.dispose(faces[i].tensor);
// delete temp face image // delete temp face image

8
src/face/facemesh.ts
View File

@ -25,11 +25,9 @@ let model: GraphModel | null = null;
let inputSize = 0; let inputSize = 0;
let skipped = Number.MAX_SAFE_INTEGER; let skipped = Number.MAX_SAFE_INTEGER;
let lastTime = 0; let lastTime = 0;
const enlargeFact = 1.6;
export async function predict(input: Tensor, config: Config): Promise<FaceResult[]> { export async function predict(input: Tensor, config: Config): Promise<FaceResult[]> {
// reset cached boxes // reset cached boxes
const skipTime = (config.face.detector?.skipTime || 0) > (now() - lastTime); const skipTime = (config.face.detector?.skipTime || 0) > (now() - lastTime);
const skipFrame = skipped < (config.face.detector?.skipFrames || 0); const skipFrame = skipped < (config.face.detector?.skipFrames || 0);
if (!config.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) { if (!config.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
@ -43,7 +41,7 @@ export async function predict(input: Tensor, config: Config): Promise<FaceResult
landmarks: possible.landmarks, landmarks: possible.landmarks,
confidence: possible.confidence, confidence: possible.confidence,
}; };
boxCache.push(util.squarifyBox(util.enlargeBox(util.scaleBoxCoordinates(box, possibleBoxes.scaleFactor), Math.sqrt(enlargeFact)))); boxCache.push(util.squarifyBox(util.enlargeBox(util.scaleBoxCoordinates(box, possibleBoxes.scaleFactor), Math.sqrt(config.face.detector?.cropFactor || 1.6))));
} }
skipped = 0; skipped = 0;
} else { } else {
@ -68,7 +66,7 @@ export async function predict(input: Tensor, config: Config): Promise<FaceResult
annotations: {}, annotations: {},
}; };
[angle, rotationMatrix, face.tensor] = util.correctFaceRotation(false && config.face.detector?.rotation, box, input, inputSize); // optional rotate based on detector data // disabled [angle, rotationMatrix, face.tensor] = util.correctFaceRotation(false && config.face.detector?.rotation, box, input, config.face.mesh?.enabled ? inputSize : blazeface.size()); // optional rotate based on detector data
if (config?.filter?.equalization) { if (config?.filter?.equalization) {
const equilized = await histogramEqualization(face.tensor as Tensor); const equilized = await histogramEqualization(face.tensor as Tensor);
tf.dispose(face.tensor); tf.dispose(face.tensor);
@ -101,7 +99,7 @@ export async function predict(input: Tensor, config: Config): Promise<FaceResult
face.mesh = util.transformRawCoords(rawCoords, box, angle, rotationMatrix, inputSize); // get processed mesh face.mesh = util.transformRawCoords(rawCoords, box, angle, rotationMatrix, inputSize); // get processed mesh
face.meshRaw = face.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize]); face.meshRaw = face.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize]);
for (const key of Object.keys(coords.meshAnnotations)) face.annotations[key] = coords.meshAnnotations[key].map((index) => face.mesh[index]); // add annotations for (const key of Object.keys(coords.meshAnnotations)) face.annotations[key] = coords.meshAnnotations[key].map((index) => face.mesh[index]); // add annotations
box = util.squarifyBox({ ...util.enlargeBox(util.calculateLandmarksBoundingBox(face.mesh), enlargeFact), confidence: box.confidence }); // redefine box with mesh calculated one box = util.squarifyBox({ ...util.enlargeBox(util.calculateLandmarksBoundingBox(face.mesh), (config.face.detector?.cropFactor || 1.6)), confidence: box.confidence }); // redefine box with mesh calculated one
face.box = util.getClampedBox(box, input); // update detected box with box around the face mesh face.box = util.getClampedBox(box, input); // update detected box with box around the face mesh
face.boxRaw = util.getRawBox(box, input); face.boxRaw = util.getRawBox(box, input);
face.score = face.faceScore; face.score = face.faceScore;

23
src/face/faceres.ts
View File

@ -39,22 +39,17 @@ export async function load(config: Config): Promise<GraphModel> {
export function enhance(input): Tensor { export function enhance(input): Tensor {
const tensor = (input.image || input.tensor || input) as Tensor; // input received from detector is already normalized to 0..1, input is also assumed to be straightened const tensor = (input.image || input.tensor || input) as Tensor; // input received from detector is already normalized to 0..1, input is also assumed to be straightened
if (!model?.inputs[0].shape) return tensor; // model has no shape so no point continuing if (!model?.inputs[0].shape) return tensor; // model has no shape so no point continuing
// do a tight crop of image and resize it to fit the model
const crop = tf.image.resizeBilinear(tensor, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); const crop = tf.image.resizeBilinear(tensor, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);
const norm = tf.mul(crop, 255); const norm = tf.mul(crop, 255);
tf.dispose(crop); tf.dispose(crop);
return norm; return norm;
/* /*
// do a tight crop of image and resize it to fit the model
const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right
const crop = (tensor.shape.length === 3) const crop = (tensor.shape.length === 3)
? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing
: tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]); : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);
*/ */
/*
// just resize to fit the embedding model instead of cropping
const crop = tf.image.resizeBilinear(tensor, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);
*/
/* /*
// convert to black&white to avoid colorization impact // convert to black&white to avoid colorization impact
const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html
@ -65,22 +60,6 @@ export function enhance(input): Tensor {
const grayscale = tf.addN([redNorm, greenNorm, blueNorm]); const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);
const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4); const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);
*/ */
/*
// increase image pseudo-contrast 100%
// (or do it per-channel so mean is done on each channel)
// (or calculate histogram and do it based on histogram)
const mean = merge.mean();
const factor = 2;
const contrast = merge.sub(mean).mul(factor).add(mean);
*/
/*
// normalize brightness from 0..1
// silly way of creating pseudo-hdr of image
const darken = crop.sub(crop.min());
const lighten = darken.div(darken.max());
*/
} }
export async function predict(image: Tensor, config: Config, idx, count) { export async function predict(image: Tensor, config: Config, idx, count) {

40
src/face/mask.ts Normal file
View File

@ -0,0 +1,40 @@
import type { Tensor } from '../tfjs/types';
import type { FaceResult } from '../result';
import * as tf from '../../dist/tfjs.esm.js';
import { meshAnnotations } from './facemeshcoords';
const expandFact = 0.1;
const alpha = 0.5;
// point inclusion in polygon based on https://wrf.ecse.rpi.edu/Research/Short_Notes/pnpoly.html
function insidePoly(x: number, y: number, polygon: Array<{ x: number, y: number }>): boolean {
let inside = false;
let j = polygon.length - 1;
for (let i = 0; i < polygon.length; j = i++) {
if (((polygon[i].y > y) !== (polygon[j].y > y)) && (x < (polygon[j].x - polygon[i].x) * (y - polygon[i].y) / (polygon[j].y - polygon[i].y) + polygon[i].x)) inside = !inside;
}
return inside;
}
export async function mask(face: FaceResult): Promise<Tensor | undefined> {
if (!face.tensor) return face.tensor;
const width = face.tensor.shape[2] || 0;
const height = face.tensor.shape[1] || 0;
const buffer = await face.tensor.buffer();
let silhouette: Array<{ x: number, y: number }> = [];
for (const pt of meshAnnotations.silhouette) silhouette.push({ x: (face.mesh[pt][0] - face.box[0]) / face.box[2], y: (face.mesh[pt][1] - face.box[1]) / face.box[3] }); // add all silhouette points scaled to local box
if (expandFact && expandFact > 0) silhouette = silhouette.map((pt) => ({ x: pt.x > 0.5 ? pt.x + expandFact : pt.x - expandFact, y: pt.y > 0.5 ? pt.y + expandFact : pt.y - expandFact })); // expand silhouette
for (let x = 0; x < width; x++) {
for (let y = 0; y < height; y++) {
const inside = insidePoly(x / width, y / width, silhouette);
if (!inside) {
buffer.set(alpha * buffer.get(0, y, x, 0), 0, y, x, 0);
buffer.set(alpha * buffer.get(0, y, x, 1), 0, y, x, 1);
buffer.set(alpha * buffer.get(0, y, x, 2), 0, y, x, 2);
}
}
}
const output = buffer.toTensor();
tf.dispose(buffer);
return output;
}

7
src/gesture/gesture.ts
View File

@ -66,9 +66,10 @@ export const face = (res): GestureResult[] => {
const gestures: Array<{ face: number, gesture: FaceGesture }> = []; const gestures: Array<{ face: number, gesture: FaceGesture }> = [];
for (let i = 0; i < res.length; i++) { for (let i = 0; i < res.length; i++) {
if (res[i].mesh && res[i].mesh.length > 450) { if (res[i].mesh && res[i].mesh.length > 450) {
const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2]; const zDiff = res[i].mesh[33][2] - res[i].mesh[263][2];
if (Math.abs(eyeFacing) < 10) gestures.push({ face: i, gesture: 'facing center' }); const xDiff = res[i].mesh[33][0] - res[i].mesh[263][0];
else gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? 'left' : 'right'}` }); if (Math.abs(zDiff / xDiff) <= 0.15) gestures.push({ face: i, gesture: 'facing center' });
else gestures.push({ face: i, gesture: `facing ${zDiff < 0 ? 'left' : 'right'}` });
const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); // center of eye inner lid y coord div center of wider eye border y coord const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); // center of eye inner lid y coord div center of wider eye border y coord
if (openLeft < 0.2) gestures.push({ face: i, gesture: 'blink left eye' }); if (openLeft < 0.2) gestures.push({ face: i, gesture: 'blink left eye' });
const openRight = Math.abs(res[i].mesh[145][1] - res[i].mesh[159][1]) / Math.abs(res[i].mesh[223][1] - res[i].mesh[230][1]); // center of eye inner lid y coord div center of wider eye border y coord const openRight = Math.abs(res[i].mesh[145][1] - res[i].mesh[159][1]) / Math.abs(res[i].mesh[223][1] - res[i].mesh[230][1]); // center of eye inner lid y coord div center of wider eye border y coord

2
src/human.ts
View File

@ -253,7 +253,7 @@ export class Human {
* - `canvas` as canvas which is input image filtered with segementation data and optionally merged with background image. canvas alpha values are set to segmentation values for easy merging * - `canvas` as canvas which is input image filtered with segementation data and optionally merged with background image. canvas alpha values are set to segmentation values for easy merging
* - `alpha` as grayscale canvas that represents segmentation alpha values * - `alpha` as grayscale canvas that represents segmentation alpha values
*/ */
async segmentation(input: Input, background?: Input): Promise<{ data: number[], canvas: HTMLCanvasElement | OffscreenCanvas | null, alpha: HTMLCanvasElement | OffscreenCanvas | null }> { async segmentation(input: Input, background?: Input): Promise<{ data: number[] | Tensor, canvas: HTMLCanvasElement | OffscreenCanvas | null, alpha: HTMLCanvasElement | OffscreenCanvas | null }> {
return segmentation.process(input, background, this.config); return segmentation.process(input, background, this.config);
} }

2
src/result.ts
View File

@ -54,7 +54,7 @@ export interface FaceResult {
angle: { roll: number, yaw: number, pitch: number }, angle: { roll: number, yaw: number, pitch: number },
matrix: [number, number, number, number, number, number, number, number, number], matrix: [number, number, number, number, number, number, number, number, number],
gaze: { bearing: number, strength: number }, gaze: { bearing: number, strength: number },
} } | null,
/** detected face as tensor that can be used in further pipelines */ /** detected face as tensor that can be used in further pipelines */
tensor?: Tensor, tensor?: Tensor,
} }

12
src/segmentation/segmentation.ts
View File

@ -12,7 +12,7 @@ import * as image from '../image/image';
import type { GraphModel, Tensor } from '../tfjs/types'; import type { GraphModel, Tensor } from '../tfjs/types';
import type { Config } from '../config'; import type { Config } from '../config';
import { env } from '../util/env'; import { env } from '../util/env';
import type { Input } from '../exports'; import type { Input, AnyCanvas } from '../exports';
let model: GraphModel; let model: GraphModel;
let busy = false; let busy = false;
@ -27,13 +27,13 @@ export async function load(config: Config): Promise<GraphModel> {
} }
export async function process(input: Input, background: Input | undefined, config: Config) export async function process(input: Input, background: Input | undefined, config: Config)
: Promise<{ data: Array<number>, canvas: HTMLCanvasElement | OffscreenCanvas | null, alpha: HTMLCanvasElement | OffscreenCanvas | null }> { : Promise<{ data: Array<number> | Tensor, canvas: AnyCanvas | null, alpha: AnyCanvas | null }> {
if (busy) return { data: [], canvas: null, alpha: null }; if (busy) return { data: [], canvas: null, alpha: null };
busy = true; busy = true;
if (!model) await load(config); if (!model) await load(config);
const inputImage = await image.process(input, config); const inputImage = await image.process(input, config);
const width = inputImage.canvas?.width || 0; const width = inputImage.tensor?.shape[2] || 0;
const height = inputImage.canvas?.height || 0; const height = inputImage.tensor?.shape[1] || 0;
if (!inputImage.tensor) return { data: [], canvas: null, alpha: null }; if (!inputImage.tensor) return { data: [], canvas: null, alpha: null };
const t: Record<string, Tensor> = {}; const t: Record<string, Tensor> = {};
@ -94,6 +94,6 @@ export async function process(input: Input, background: Input | undefined, confi
Object.keys(t).forEach((tensor) => tf.dispose(t[tensor])); Object.keys(t).forEach((tensor) => tf.dispose(t[tensor]));
busy = false; busy = false;
// return { data, canvas: mergedCanvas || compositeCanvas, alpha: alphaCanvas };
return { data, canvas: mergedCanvas || compositeCanvas, alpha: alphaCanvas }; return { data, canvas: compositeCanvas, alpha: alphaCanvas };
} }

3
src/tfjs/backend.ts
View File

@ -1,5 +1,6 @@
/** TFJS backend initialization and customization */ /** TFJS backend initialization and customization */
import type { Human } from '../human';
import { log, now } from '../util/util'; import { log, now } from '../util/util';
import { env } from '../util/env'; import { env } from '../util/env';
import * as humangl from './humangl'; import * as humangl from './humangl';
@ -26,7 +27,7 @@ function registerCustomOps() {
} }
} }
export async function check(instance, force = false) { export async function check(instance: Human, force = false) {
instance.state = 'backend'; instance.state = 'backend';
if (force || env.initial || (instance.config.backend && (instance.config.backend.length > 0) && (tf.getBackend() !== instance.config.backend))) { if (force || env.initial || (instance.config.backend && (instance.config.backend.length > 0) && (tf.getBackend() !== instance.config.backend))) {
const timeStamp = now(); const timeStamp = now();

3
src/tfjs/humangl.ts
View File

@ -1,5 +1,6 @@
/** TFJS custom backend registration */ /** TFJS custom backend registration */
import type { Human } from '../human';
import { log } from '../util/util'; import { log } from '../util/util';
import * as tf from '../../dist/tfjs.esm.js'; import * as tf from '../../dist/tfjs.esm.js';
import * as image from '../image/image'; import * as image from '../image/image';
@ -40,7 +41,7 @@ function extensions(): void {
* *
* @returns void * @returns void
*/ */
export async function register(instance): Promise<void> { export async function register(instance: Human): Promise<void> {
// force backend reload if gl context is not valid // force backend reload if gl context is not valid
if (instance.config.backend !== 'humangl') return; if (instance.config.backend !== 'humangl') return;
if ((config.name in tf.engine().registry) && (!config.gl || !config.gl.getParameter(config.gl.VERSION))) { if ((config.name in tf.engine().registry) && (!config.gl || !config.gl.getParameter(config.gl.VERSION))) {

37
src/util/interpolate.ts
View File

@ -114,23 +114,26 @@ export function calc(newResult: Result, config: Config): Result {
.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].box[j] + b) / bufferedFactor)) as Box; .map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].box[j] + b) / bufferedFactor)) as Box;
const boxRaw = (newResult.face[i].boxRaw // update boxRaw const boxRaw = (newResult.face[i].boxRaw // update boxRaw
.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].boxRaw[j] + b) / bufferedFactor)) as Box; .map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].boxRaw[j] + b) / bufferedFactor)) as Box;
const rotation: { if (newResult.face[i].rotation) {
matrix: [number, number, number, number, number, number, number, number, number], const rotation: {
angle: { roll: number, yaw: number, pitch: number }, matrix: [number, number, number, number, number, number, number, number, number],
gaze: { bearing: number, strength: number } angle: { roll: number, yaw: number, pitch: number },
} = { matrix: [0, 0, 0, 0, 0, 0, 0, 0, 0], angle: { roll: 0, yaw: 0, pitch: 0 }, gaze: { bearing: 0, strength: 0 } }; gaze: { bearing: number, strength: number }
rotation.matrix = newResult.face[i].rotation?.matrix as [number, number, number, number, number, number, number, number, number]; } = { matrix: [0, 0, 0, 0, 0, 0, 0, 0, 0], angle: { roll: 0, yaw: 0, pitch: 0 }, gaze: { bearing: 0, strength: 0 } };
rotation.angle = { rotation.matrix = newResult.face[i].rotation?.matrix as [number, number, number, number, number, number, number, number, number];
roll: ((bufferedFactor - 1) * (bufferedResult.face[i].rotation?.angle?.roll || 0) + (newResult.face[i].rotation?.angle?.roll || 0)) / bufferedFactor, rotation.angle = {
yaw: ((bufferedFactor - 1) * (bufferedResult.face[i].rotation?.angle?.yaw || 0) + (newResult.face[i].rotation?.angle?.yaw || 0)) / bufferedFactor, roll: ((bufferedFactor - 1) * (bufferedResult.face[i].rotation?.angle?.roll || 0) + (newResult.face[i].rotation?.angle?.roll || 0)) / bufferedFactor,
pitch: ((bufferedFactor - 1) * (bufferedResult.face[i].rotation?.angle?.pitch || 0) + (newResult.face[i].rotation?.angle?.pitch || 0)) / bufferedFactor, yaw: ((bufferedFactor - 1) * (bufferedResult.face[i].rotation?.angle?.yaw || 0) + (newResult.face[i].rotation?.angle?.yaw || 0)) / bufferedFactor,
}; pitch: ((bufferedFactor - 1) * (bufferedResult.face[i].rotation?.angle?.pitch || 0) + (newResult.face[i].rotation?.angle?.pitch || 0)) / bufferedFactor,
rotation.gaze = { };
// not fully correct due projection on circle, also causes wrap-around draw on jump from negative to positive rotation.gaze = {
bearing: ((bufferedFactor - 1) * (bufferedResult.face[i].rotation?.gaze?.bearing || 0) + (newResult.face[i].rotation?.gaze?.bearing || 0)) / bufferedFactor, // not fully correct due projection on circle, also causes wrap-around draw on jump from negative to positive
strength: ((bufferedFactor - 1) * (bufferedResult.face[i].rotation?.gaze?.strength || 0) + (newResult.face[i].rotation?.gaze?.strength || 0)) / bufferedFactor, bearing: ((bufferedFactor - 1) * (bufferedResult.face[i].rotation?.gaze?.bearing || 0) + (newResult.face[i].rotation?.gaze?.bearing || 0)) / bufferedFactor,
}; strength: ((bufferedFactor - 1) * (bufferedResult.face[i].rotation?.gaze?.strength || 0) + (newResult.face[i].rotation?.gaze?.strength || 0)) / bufferedFactor,
bufferedResult.face[i] = { ...newResult.face[i], rotation, box, boxRaw }; // shallow clone plus updated values };
bufferedResult.face[i] = { ...newResult.face[i], rotation, box, boxRaw }; // shallow clone plus updated values
}
bufferedResult.face[i] = { ...newResult.face[i], box, boxRaw }; // shallow clone plus updated values
} }
} }

12
src/warmup.ts
View File

@ -8,9 +8,11 @@ import * as tf from '../dist/tfjs.esm.js';
import * as image from './image/image'; import * as image from './image/image';
import type { Config } from './config'; import type { Config } from './config';
import type { Result } from './result'; import type { Result } from './result';
import type { Human } from './human';
import type { Tensor } from './tfjs/types';
import { env } from './util/env'; import { env } from './util/env';
async function warmupBitmap(instance) { async function warmupBitmap(instance: Human) {
const b64toBlob = (base64: string, type = 'application/octet-stream') => fetch(`data:${type};base64,${base64}`).then((res) => res.blob()); const b64toBlob = (base64: string, type = 'application/octet-stream') => fetch(`data:${type};base64,${base64}`).then((res) => res.blob());
let blob; let blob;
let res; let res;
@ -28,7 +30,7 @@ async function warmupBitmap(instance) {
return res; return res;
} }
async function warmupCanvas(instance) { async function warmupCanvas(instance: Human) {
return new Promise((resolve) => { return new Promise((resolve) => {
let src; let src;
// let size = 0; // let size = 0;
@ -60,7 +62,7 @@ async function warmupCanvas(instance) {
if (ctx) ctx.drawImage(img, 0, 0); if (ctx) ctx.drawImage(img, 0, 0);
// const data = ctx?.getImageData(0, 0, canvas.height, canvas.width); // const data = ctx?.getImageData(0, 0, canvas.height, canvas.width);
const tensor = await instance.image(canvas); const tensor = await instance.image(canvas);
const res = await instance.detect(tensor.tensor, instance.config); const res = await instance.detect(tensor.tensor as Tensor, instance.config);
resolve(res); resolve(res);
} }
}; };
@ -69,7 +71,7 @@ async function warmupCanvas(instance) {
}); });
} }
async function warmupNode(instance) { async function warmupNode(instance: Human) {
const atob = (str: string) => Buffer.from(str, 'base64'); const atob = (str: string) => Buffer.from(str, 'base64');
let img; let img;
if (instance.config.warmup === 'face') img = atob(sample.face); if (instance.config.warmup === 'face') img = atob(sample.face);
@ -101,7 +103,7 @@ async function warmupNode(instance) {
* - only used for `webgl` and `humangl` backends * - only used for `webgl` and `humangl` backends
* @param userConfig?: Config * @param userConfig?: Config
*/ */
export async function warmup(instance, userConfig?: Partial<Config>): Promise<Result | { error }> { export async function warmup(instance: Human, userConfig?: Partial<Config>): Promise<Result | { error }> {
const t0 = now(); const t0 = now();
instance.state = 'warmup'; instance.state = 'warmup';
if (userConfig) instance.config = mergeDeep(instance.config, userConfig) as Config; if (userConfig) instance.config = mergeDeep(instance.config, userConfig) as Config;

468
test/build.log
View File

@ -1,26 +1,442 @@
2021-11-11 16:47:37 INFO:  @vladmandic/human version 2.5.1 2021-11-12 14:30:03 INFO:  @vladmandic/human version 2.5.1
2021-11-11 16:47:37 INFO:  User: vlado Platform: linux Arch: x64 Node: v17.0.1 2021-11-12 14:30:03 INFO:  User: vlado Platform: linux Arch: x64 Node: v17.0.1
2021-11-11 16:47:37 INFO:  Application: {"name":"@vladmandic/human","version":"2.5.1"} 2021-11-12 14:30:03 INFO:  Application: {"name":"@vladmandic/human","version":"2.5.1"}
2021-11-11 16:47:37 INFO:  Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true} 2021-11-12 14:30:03 INFO:  Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true}
2021-11-11 16:47:37 INFO:  Toolchain: {"build":"0.6.3","esbuild":"0.13.13","typescript":"4.4.4","typedoc":"0.22.8","eslint":"8.2.0"} 2021-11-12 14:30:03 INFO:  Toolchain: {"build":"0.6.3","esbuild":"0.13.13","typescript":"4.4.4","typedoc":"0.22.8","eslint":"8.2.0"}
2021-11-11 16:47:37 INFO:  Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]} 2021-11-12 14:30:03 INFO:  Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]}
2021-11-11 16:47:37 STATE: Clean: {"locations":["dist/*","types/*","typedoc/*"]} 2021-11-12 14:30:03 STATE: Clean: {"locations":["dist/*","types/*","typedoc/*"]}
2021-11-11 16:47:37 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":1275} 2021-11-12 14:30:03 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":1275}
2021-11-11 16:47:37 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":57,"inputBytes":528202,"outputBytes":445886} 2021-11-12 14:30:03 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":58,"inputBytes":530476,"outputBytes":448124}
2021-11-11 16:47:37 STATE: Compile: {"name":"tfjs/nodejs/gpu","format":"cjs","platform":"node","input":"tfjs/tf-node-gpu.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":1283} 2021-11-12 14:30:03 STATE: Compile: {"name":"tfjs/nodejs/gpu","format":"cjs","platform":"node","input":"tfjs/tf-node-gpu.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":1283}
2021-11-11 16:47:38 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":57,"inputBytes":528210,"outputBytes":445890} 2021-11-12 14:30:03 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":58,"inputBytes":530484,"outputBytes":448128}
2021-11-11 16:47:38 STATE: Compile: {"name":"tfjs/nodejs/wasm","format":"cjs","platform":"node","input":"tfjs/tf-node-wasm.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":149,"outputBytes":1350} 2021-11-12 14:30:03 STATE: Compile: {"name":"tfjs/nodejs/wasm","format":"cjs","platform":"node","input":"tfjs/tf-node-wasm.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":149,"outputBytes":1350}
2021-11-11 16:47:38 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":57,"inputBytes":528277,"outputBytes":445962} 2021-11-12 14:30:03 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530551,"outputBytes":448200}
2021-11-11 16:47:38 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":1652} 2021-11-12 14:30:03 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":1652}
2021-11-11 16:47:38 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2326,"outputBytes":912} 2021-11-12 14:30:03 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2326,"outputBytes":912}
2021-11-11 16:47:38 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":57,"inputBytes":527839,"outputBytes":447984} 2021-11-12 14:30:03 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":58,"inputBytes":530113,"outputBytes":450203}
2021-11-11 16:47:38 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2562703,"outputBytes":2497652} 2021-11-12 14:30:04 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2562703,"outputBytes":2497652}
2021-11-11 16:47:39 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":57,"inputBytes":3024579,"outputBytes":1614926} 2021-11-12 14:30:04 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":58,"inputBytes":3026853,"outputBytes":1616094}
2021-11-11 16:47:39 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":57,"inputBytes":3024579,"outputBytes":2951207} 2021-11-12 14:30:05 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":58,"inputBytes":3026853,"outputBytes":2953742}
2021-11-11 16:48:01 STATE: Typings: {"input":"src/human.ts","output":"types","files":50} 2021-11-12 14:30:26 STATE: Typings: {"input":"src/human.ts","output":"types","files":50}
2021-11-11 16:48:08 STATE: TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":50,"generated":true} 2021-11-12 14:30:33 STATE: TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":50,"generated":true}
2021-11-11 16:48:08 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":5801,"outputBytes":3822} 2021-11-12 14:30:33 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":5801,"outputBytes":3822}
2021-11-11 16:48:08 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":13584,"outputBytes":10354} 2021-11-12 14:30:33 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":14654,"outputBytes":11518}
2021-11-11 16:48:46 STATE: Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":90,"errors":0,"warnings":0} 2021-11-12 14:31:12 STATE: Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":91,"errors":0,"warnings":0}
2021-11-11 16:48:47 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"} 2021-11-12 14:31:13 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"}
2021-11-11 16:48:47 INFO:  Done... 2021-11-12 14:31:13 INFO:  Done...
2021-11-12 14:46:41 INFO:  @vladmandic/human version 2.5.1
2021-11-12 14:46:41 INFO:  User: vlado Platform: linux Arch: x64 Node: v17.0.1
2021-11-12 14:46:41 INFO:  Application: {"name":"@vladmandic/human","version":"2.5.1"}
2021-11-12 14:46:41 INFO:  Environment: {"profile":"development","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true}
2021-11-12 14:46:41 INFO:  Toolchain: {"build":"0.6.3","esbuild":"0.13.13","typescript":"4.4.4","typedoc":"0.22.8","eslint":"8.2.0"}
2021-11-12 14:46:41 INFO:  Build: {"profile":"development","steps":["serve","watch","compile"]}
2021-11-12 14:46:41 STATE: WebServer: {"ssl":false,"port":10030,"root":"."}
2021-11-12 14:46:41 STATE: WebServer: {"ssl":true,"port":10031,"root":".","sslKey":"node_modules/@vladmandic/build/cert/https.key","sslCrt":"node_modules/@vladmandic/build/cert/https.crt"}
2021-11-12 14:46:41 STATE: Watch: {"locations":["src/**","README.md","src/**/*","tfjs/**/*","demo/**/*.ts"]}
2021-11-12 14:46:41 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":1275}
2021-11-12 14:46:41 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":58,"inputBytes":530476,"outputBytes":448124}
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2021-11-12 14:46:41 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":58,"inputBytes":530484,"outputBytes":448128}
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2021-11-12 14:46:41 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530551,"outputBytes":448200}
2021-11-12 14:46:41 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":1652}
2021-11-12 14:46:41 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2326,"outputBytes":912}
2021-11-12 14:46:41 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":58,"inputBytes":530113,"outputBytes":450203}
2021-11-12 14:46:41 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2562703,"outputBytes":2497652}
2021-11-12 14:46:42 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":58,"inputBytes":3026853,"outputBytes":1616094}
2021-11-12 14:46:42 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":58,"inputBytes":3026853,"outputBytes":2953742}
2021-11-12 14:46:42 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":5801,"outputBytes":3822}
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2021-11-12 14:46:42 INFO:  Listening...
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2021-11-12 14:46:53 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":2955780,"url":"/models/facemesh.bin","remote":"::ffff:192.168.0.200"}
2021-11-12 14:46:53 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":5431368,"url":"/models/handlandmark-full.bin","remote":"::ffff:192.168.0.200"}
2021-11-12 14:46:53 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":2599092,"url":"/models/iris.bin","remote":"::ffff:192.168.0.200"}
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2021-11-12 14:48:47 INFO:  Watch: {"event":"modify","input":"demo/typescript/index.ts"}
2021-11-12 14:48:47 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":1275}
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2021-11-12 14:48:48 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":58,"inputBytes":530484,"outputBytes":448128}
2021-11-12 14:48:48 STATE: Compile: {"name":"tfjs/nodejs/wasm","format":"cjs","platform":"node","input":"tfjs/tf-node-wasm.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":149,"outputBytes":1350}
2021-11-12 14:48:48 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530551,"outputBytes":448200}
2021-11-12 14:48:48 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":1652}
2021-11-12 14:48:48 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2326,"outputBytes":912}
2021-11-12 14:48:48 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":58,"inputBytes":530113,"outputBytes":450203}
2021-11-12 14:48:48 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2562703,"outputBytes":2497652}
2021-11-12 14:48:49 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":58,"inputBytes":3026853,"outputBytes":1616094}
2021-11-12 14:48:49 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":58,"inputBytes":3026853,"outputBytes":2953742}
2021-11-12 14:48:49 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6537,"outputBytes":4437}
2021-11-12 14:48:49 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":14654,"outputBytes":11518}
2021-11-12 14:48:52 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/html","size":1953,"url":"/demo/typescript/index.html","remote":"::ffff:192.168.0.200"}
2021-11-12 14:48:52 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":4437,"url":"/demo/typescript/index.js","remote":"::ffff:192.168.0.200"}
2021-11-12 14:48:52 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"font/woff2","size":181500,"url":"/assets/lato-light.woff2","remote":"::ffff:192.168.0.200"}
2021-11-12 14:48:52 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":2953742,"url":"/dist/human.esm.js","remote":"::ffff:192.168.0.200"}
2021-11-12 14:48:53 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":9507,"url":"/demo/typescript/index.js.map","remote":"::ffff:192.168.0.200"}
2021-11-12 14:48:53 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":4790781,"url":"/dist/human.esm.js.map","remote":"::ffff:192.168.0.200"}
2021-11-12 14:48:53 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"image/x-icon","size":261950,"url":"/favicon.ico","remote":"::ffff:192.168.0.200"}
2021-11-12 14:51:48 INFO:  Watch: {"event":"modify","input":"src/face/facemesh.ts"}
2021-11-12 14:51:48 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":1275}
2021-11-12 14:51:48 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":58,"inputBytes":530466,"outputBytes":448126}
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2021-11-12 14:51:48 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":58,"inputBytes":530474,"outputBytes":448130}
2021-11-12 14:51:48 STATE: Compile: {"name":"tfjs/nodejs/wasm","format":"cjs","platform":"node","input":"tfjs/tf-node-wasm.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":149,"outputBytes":1350}
2021-11-12 14:51:48 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530541,"outputBytes":448202}
2021-11-12 14:51:48 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":1652}
2021-11-12 14:51:48 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2326,"outputBytes":912}
2021-11-12 14:51:48 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":58,"inputBytes":530103,"outputBytes":450205}
2021-11-12 14:51:49 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2562703,"outputBytes":2497652}
2021-11-12 14:51:49 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":58,"inputBytes":3026843,"outputBytes":1616094}
2021-11-12 14:51:49 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":58,"inputBytes":3026843,"outputBytes":2953744}
2021-11-12 14:51:49 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6537,"outputBytes":4437}
2021-11-12 14:51:49 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":14654,"outputBytes":11518}
2021-11-12 14:51:50 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/html","size":1953,"url":"/demo/typescript/index.html","remote":"::ffff:192.168.0.200"}
2021-11-12 14:51:50 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":4437,"url":"/demo/typescript/index.js","remote":"::ffff:192.168.0.200"}
2021-11-12 14:51:50 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"font/woff2","size":181500,"url":"/assets/lato-light.woff2","remote":"::ffff:192.168.0.200"}
2021-11-12 14:51:50 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":2953744,"url":"/dist/human.esm.js","remote":"::ffff:192.168.0.200"}
2021-11-12 14:51:50 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":9507,"url":"/demo/typescript/index.js.map","remote":"::ffff:192.168.0.200"}
2021-11-12 14:51:50 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":4790771,"url":"/dist/human.esm.js.map","remote":"::ffff:192.168.0.200"}
2021-11-12 14:51:50 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"image/x-icon","size":261950,"url":"/favicon.ico","remote":"::ffff:192.168.0.200"}
2021-11-12 14:54:07 INFO:  Watch: {"event":"modify","input":"src/face/facemesh.ts"}
2021-11-12 14:54:07 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":1275}
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2021-11-12 14:54:08 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":58,"inputBytes":530500,"outputBytes":448157}
2021-11-12 14:54:08 STATE: Compile: {"name":"tfjs/nodejs/wasm","format":"cjs","platform":"node","input":"tfjs/tf-node-wasm.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":149,"outputBytes":1350}
2021-11-12 14:54:08 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530567,"outputBytes":448229}
2021-11-12 14:54:08 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":1652}
2021-11-12 14:54:08 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2326,"outputBytes":912}
2021-11-12 14:54:08 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":58,"inputBytes":530129,"outputBytes":450232}
2021-11-12 14:54:08 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2562703,"outputBytes":2497652}
2021-11-12 14:54:09 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":58,"inputBytes":3026869,"outputBytes":1616110}
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2021-11-12 14:54:09 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6537,"outputBytes":4437}
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2021-11-12 14:54:09 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":4437,"url":"/demo/typescript/index.js","remote":"::ffff:192.168.0.200"}
2021-11-12 14:54:09 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"font/woff2","size":181500,"url":"/assets/lato-light.woff2","remote":"::ffff:192.168.0.200"}
2021-11-12 14:54:09 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":2953771,"url":"/dist/human.esm.js","remote":"::ffff:192.168.0.200"}
2021-11-12 14:54:09 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":9507,"url":"/demo/typescript/index.js.map","remote":"::ffff:192.168.0.200"}
2021-11-12 14:54:09 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":4790813,"url":"/dist/human.esm.js.map","remote":"::ffff:192.168.0.200"}
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2021-11-12 14:54:27 INFO:  Watch: {"event":"modify","input":"src/face/facemesh.ts"}
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2021-11-12 14:54:27 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":58,"inputBytes":530479,"outputBytes":448124}
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2021-11-12 14:54:27 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530546,"outputBytes":448196}
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2021-11-12 14:57:14 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6537,"outputBytes":4437}
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2021-11-12 14:58:28 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2562703,"outputBytes":2497652}
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2021-11-12 14:59:06 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":4437,"url":"/demo/typescript/index.js","remote":"::ffff:192.168.0.200"}
2021-11-12 14:59:06 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":2953791,"url":"/dist/human.esm.js","remote":"::ffff:192.168.0.200"}
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2021-11-12 14:59:29 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2326,"outputBytes":912}
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2021-11-12 14:59:29 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2562703,"outputBytes":2497652}
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2021-11-12 14:59:30 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6537,"outputBytes":4437}
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2021-11-12 14:59:34 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530609,"outputBytes":448249}
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2021-11-12 14:59:34 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2562703,"outputBytes":2497652}
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2021-11-12 14:59:35 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6537,"outputBytes":4437}
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2021-11-12 14:59:36 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/html","size":1953,"url":"/demo/typescript/index.html","remote":"::ffff:192.168.0.200"}
2021-11-12 14:59:36 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":4437,"url":"/demo/typescript/index.js","remote":"::ffff:192.168.0.200"}
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2021-11-12 15:02:08 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530660,"outputBytes":448332}
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2021-11-12 15:02:09 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2562703,"outputBytes":2497652}
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2021-11-12 15:02:11 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/html","size":1953,"url":"/demo/typescript/index.html","remote":"::ffff:192.168.0.200"}
2021-11-12 15:02:11 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":4437,"url":"/demo/typescript/index.js","remote":"::ffff:192.168.0.200"}
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2021-11-12 15:02:12 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":4790971,"url":"/dist/human.esm.js.map","remote":"::ffff:192.168.0.200"}
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2021-11-12 15:04:19 INFO:  Watch: {"event":"modify","input":"src/util/interpolate.ts"}
2021-11-12 15:04:19 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":1275}
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2021-11-12 15:04:19 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530849,"outputBytes":448480}
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2021-11-12 15:04:19 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":58,"inputBytes":530411,"outputBytes":450483}
2021-11-12 15:04:20 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2562703,"outputBytes":2497652}
2021-11-12 15:04:20 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":58,"inputBytes":3027151,"outputBytes":1616256}
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2021-11-12 15:04:21 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6537,"outputBytes":4437}
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2021-11-12 15:04:30 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/html","size":1953,"url":"/demo/typescript/index.html","remote":"::ffff:192.168.0.200"}
2021-11-12 15:04:30 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":4437,"url":"/demo/typescript/index.js","remote":"::ffff:192.168.0.200"}
2021-11-12 15:04:30 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"font/woff2","size":181500,"url":"/assets/lato-light.woff2","remote":"::ffff:192.168.0.200"}
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2021-11-12 15:04:30 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":9507,"url":"/demo/typescript/index.js.map","remote":"::ffff:192.168.0.200"}
2021-11-12 15:04:30 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":4791249,"url":"/dist/human.esm.js.map","remote":"::ffff:192.168.0.200"}
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2021-11-12 15:05:01 INFO:  Watch: {"event":"modify","input":"demo/typescript/index.ts"}
2021-11-12 15:05:01 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":1275}
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2021-11-12 15:05:01 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530849,"outputBytes":448480}
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2021-11-12 15:05:01 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2326,"outputBytes":912}
2021-11-12 15:05:01 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":58,"inputBytes":530411,"outputBytes":450483}
2021-11-12 15:05:02 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2562703,"outputBytes":2497652}
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2021-11-12 15:05:18 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":2954022,"url":"/dist/human.esm.js","remote":"::ffff:192.168.0.200"}
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2021-11-12 15:05:18 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/json","size":79038,"url":"/models/blazeface.json","remote":"::ffff:192.168.0.200"}
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2021-11-12 15:05:18 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"image/x-icon","size":261950,"url":"/favicon.ico","remote":"::ffff:192.168.0.200"}
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2021-11-12 15:05:18 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":6978814,"url":"/models/faceres.bin","remote":"::ffff:192.168.0.200"}
2021-11-12 15:05:18 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":538928,"url":"/models/blazeface.bin","remote":"::ffff:192.168.0.200"}
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2021-11-12 15:06:29 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/json","size":122025,"url":"/models/iris.json","remote":"::ffff:192.168.0.200"}
2021-11-12 15:06:29 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/json","size":89289,"url":"/models/facemesh.json","remote":"::ffff:192.168.0.200"}
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2021-11-12 15:06:29 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/json","size":82231,"url":"/models/handlandmark-full.json","remote":"::ffff:192.168.0.200"}
2021-11-12 15:06:29 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"image/x-icon","size":261950,"url":"/favicon.ico","remote":"::ffff:192.168.0.200"}
2021-11-12 15:06:29 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":820516,"url":"/models/emotion.bin","remote":"::ffff:192.168.0.200"}
2021-11-12 15:06:29 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":6978814,"url":"/models/faceres.bin","remote":"::ffff:192.168.0.200"}
2021-11-12 15:06:29 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":2599092,"url":"/models/iris.bin","remote":"::ffff:192.168.0.200"}
2021-11-12 15:06:29 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":2955780,"url":"/models/facemesh.bin","remote":"::ffff:192.168.0.200"}
2021-11-12 15:06:29 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":4650216,"url":"/models/movenet-lightning.bin","remote":"::ffff:192.168.0.200"}
2021-11-12 15:06:29 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":5431368,"url":"/models/handlandmark-full.bin","remote":"::ffff:192.168.0.200"}
2021-11-12 15:06:29 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":538928,"url":"/models/blazeface.bin","remote":"::ffff:192.168.0.200"}
2021-11-12 15:06:29 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":2964837,"url":"/models/handtrack.bin","remote":"::ffff:192.168.0.200"}
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@ -139,13 +139,13 @@ Interpolation is based on time since last known result so can be called independ
</ul> </ul>
</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><span class="tsd-flag ts-flagOptional">Optional</span> userConfig: <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="../interfaces/Config.html" class="tsd-signature-type" data-tsd-kind="Interface">Config</a><span class="tsd-signature-symbol">&gt;</span></h5></li></ul><h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</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">number</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol">&gt;</span></h4></li></ul></section><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="reset" class="tsd-anchor"></a><h3>reset</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">reset<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">void</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#L212">src/human.ts:212</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><span class="tsd-flag ts-flagOptional">Optional</span> userConfig: <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="../interfaces/Config.html" class="tsd-signature-type" data-tsd-kind="Interface">Config</a><span class="tsd-signature-symbol">&gt;</span></h5></li></ul><h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</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">number</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol">&gt;</span></h4></li></ul></section><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="reset" class="tsd-anchor"></a><h3>reset</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">reset<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">void</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#L212">src/human.ts:212</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Reset configuration to default values</p> <p>Reset configuration to default values</p>
</div></div><h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">void</span></h4></li></ul></section><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="segmentation" class="tsd-anchor"></a><h3>segmentation</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">segmentation<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>, background<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-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-symbol">{ </span>alpha<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>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>data<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><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#L256">src/human.ts:256</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div><h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">void</span></h4></li></ul></section><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="segmentation" class="tsd-anchor"></a><h3>segmentation</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">segmentation<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>, background<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-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-symbol">{ </span>alpha<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>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>data<span class="tsd-signature-symbol">: </span><a href="Tensor.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><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-type">number</span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol"> }</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#L256">src/human.ts:256</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Segmentation method takes any input and returns processed canvas with body segmentation</p> <p>Segmentation method takes any input and returns processed canvas with body segmentation</p>
<ul> <ul>
<li>Segmentation is not triggered as part of detect process</li> <li>Segmentation is not triggered as part of detect process</li>
</ul> </ul>
</div><div><p> Returns:</p> </div><div><p> Returns:</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><li><h5><span class="tsd-flag ts-flagOptional">Optional</span> background: <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-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-symbol">{ </span>alpha<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>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>data<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><span class="tsd-signature-symbol">&gt;</span></h4><div><ul> </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><span class="tsd-flag ts-flagOptional">Optional</span> background: <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-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-symbol">{ </span>alpha<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>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>data<span class="tsd-signature-symbol">: </span><a href="Tensor.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><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-type">number</span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol"> }</span><span class="tsd-signature-symbol">&gt;</span></h4><div><ul>
<li><code>data</code> as raw data array with per-pixel segmentation values</li> <li><code>data</code> as raw data array with per-pixel segmentation values</li>
<li><code>canvas</code> as canvas which is input image filtered with segementation data and optionally merged with background image. canvas alpha values are set to segmentation values for easy merging</li> <li><code>canvas</code> as canvas which is input image filtered with segementation data and optionally merged with background image. canvas alpha values are set to segmentation values for easy merging</li>
<li><code>alpha</code> as grayscale canvas that represents segmentation alpha values</li> <li><code>alpha</code> as grayscale canvas that represents segmentation alpha values</li>

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</ul> </ul>
</div><dl class="tsd-comment-tags"><dt>external</dt><dd><p><a href="https://js.tensorflow.org/api/latest/">API</a></p> </div><dl class="tsd-comment-tags"><dt>external</dt><dd><p><a href="https://js.tensorflow.org/api/latest/">API</a></p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-type-alias"><a id="TensorLike" class="tsd-anchor"></a><h3>Tensor<wbr/>Like</h3><div class="tsd-signature tsd-kind-icon">Tensor<wbr/>Like<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">TypedArray</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">boolean</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">RecursiveArray</span><span class="tsd-signature-symbol">&lt;</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><span class="tsd-signature-type">TypedArray</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">RecursiveArray</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">boolean</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">RecursiveArray</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Uint8Array</span><span class="tsd-signature-symbol">[]</span></div><aside class="tsd-sources"><ul><li>Defined in node_modules/.pnpm/@tensorflow+tfjs-core@3.11.0/node_modules/@tensorflow/tfjs-core/dist/types.d.ts:78</li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>docalias</dt><dd><p>TypedArray|Array</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-type-alias"><a id="TensorLike" class="tsd-anchor"></a><h3>Tensor<wbr/>Like</h3><div class="tsd-signature tsd-kind-icon">Tensor<wbr/>Like<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">TypedArray</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">boolean</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">RecursiveArray</span><span class="tsd-signature-symbol">&lt;</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><span class="tsd-signature-type">TypedArray</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">RecursiveArray</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">boolean</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">RecursiveArray</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Uint8Array</span><span class="tsd-signature-symbol">[]</span></div><aside class="tsd-sources"><ul><li>Defined in node_modules/.pnpm/@tensorflow+tfjs-core@3.11.0/node_modules/@tensorflow/tfjs-core/dist/types.d.ts:78</li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>docalias</dt><dd><p>TypedArray|Array</p>
</dd></dl></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Variables</h2><section class="tsd-panel tsd-member tsd-kind-variable"><a id="defaults" class="tsd-anchor"></a><h3>defaults</h3><div class="tsd-signature tsd-kind-icon">defaults<span class="tsd-signature-symbol">:</span> <a href="interfaces/Config.html" class="tsd-signature-type" data-tsd-kind="Interface">Config</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/config.ts#L273">src/config.ts:273</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </dd></dl></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Variables</h2><section class="tsd-panel tsd-member tsd-kind-variable"><a id="defaults" class="tsd-anchor"></a><h3>defaults</h3><div class="tsd-signature tsd-kind-icon">defaults<span class="tsd-signature-symbol">:</span> <a href="interfaces/Config.html" class="tsd-signature-type" data-tsd-kind="Interface">Config</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/config.ts#L281">src/config.ts:281</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<ul> <ul>
<li><a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L262">See all default Config values...</a></li> <li><a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L262">See all default Config values...</a></li>
</ul> </ul>

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@ -1,9 +1,9 @@
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>BodyConfig | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="BodyConfig.html">BodyConfig</a></li></ul><h1>Interface BodyConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead"> <!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>BodyConfig | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="BodyConfig.html">BodyConfig</a></li></ul><h1>Interface BodyConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Configures all body detection specific options</p> <p>Configures all body detection specific options</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">BodyConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyConfig.html#detector" class="tsd-kind-icon">detector</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="BodyConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="BodyConfig.html#modelPath-1" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="BodyConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="BodyConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="detector" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> detector</h3><div class="tsd-signature tsd-kind-icon">detector<span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-symbol">{ </span>modelPath<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> }</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L73">src/config.ts:73</a></li></ul></aside><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"><li class="tsd-parameter"><h5>model<wbr/>Path<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span></h5><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to optional body detector model json file</p> </div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">BodyConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyConfig.html#detector" class="tsd-kind-icon">detector</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="BodyConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="BodyConfig.html#modelPath-1" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="BodyConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="BodyConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="detector" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> detector</h3><div class="tsd-signature tsd-kind-icon">detector<span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-symbol">{ </span>modelPath<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> }</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L81">src/config.ts:81</a></li></ul></aside><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"><li class="tsd-parameter"><h5>model<wbr/>Path<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span></h5><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to optional body detector model json file</p>
</dd></dl></div></li></ul></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p> </dd></dl></div></li></ul></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="maxDetected" class="tsd-anchor"></a><h3>max<wbr/>Detected</h3><div class="tsd-signature tsd-kind-icon">max<wbr/>Detected<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L70">src/config.ts:70</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>maximum numboer of detected bodies</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="maxDetected" class="tsd-anchor"></a><h3>max<wbr/>Detected</h3><div class="tsd-signature tsd-kind-icon">max<wbr/>Detected<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L78">src/config.ts:78</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>maximum numboer of detected bodies</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L72">src/config.ts:72</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum confidence for a detected body before results are discarded</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L80">src/config.ts:80</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum confidence for a detected body before results are discarded</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath-1" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath-1" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipFrames">skipFrames</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L11">src/config.ts:11</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max frames to go without re-running model if cached results are acceptable</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipFrames">skipFrames</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L11">src/config.ts:11</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max frames to go without re-running model if cached results are acceptable</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipTime" class="tsd-anchor"></a><h3>skip<wbr/>Time</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Time<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipTime">skipTime</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L13">src/config.ts:13</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max miliseconds to go without re-running model if cached results are acceptable</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipTime" class="tsd-anchor"></a><h3>skip<wbr/>Time</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Time<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipTime">skipTime</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L13">src/config.ts:13</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max miliseconds to go without re-running model if cached results are acceptable</p>

32
typedoc/interfaces/Config.html
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@ -1,10 +1,10 @@
<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Config | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="Config.html">Config</a></li></ul><h1>Interface Config</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead"> <!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Config | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="Config.html">Config</a></li></ul><h1>Interface Config</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Configuration interface definition for <strong>Human</strong> library</p> <p>Configuration interface definition for <strong>Human</strong> library</p>
</div><div><p>Contains all configurable parameters</p> </div><div><p>Contains all configurable parameters</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">Config</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#async" class="tsd-kind-icon">async</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#backend" class="tsd-kind-icon">backend</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#body" class="tsd-kind-icon">body</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#cacheSensitivity" class="tsd-kind-icon">cache<wbr/>Sensitivity</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#deallocate" class="tsd-kind-icon">deallocate</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#debug" class="tsd-kind-icon">debug</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#face" class="tsd-kind-icon">face</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#filter" class="tsd-kind-icon">filter</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#gesture" class="tsd-kind-icon">gesture</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#hand" class="tsd-kind-icon">hand</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#modelBasePath" class="tsd-kind-icon">model<wbr/>Base<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#object" class="tsd-kind-icon">object</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#segmentation" class="tsd-kind-icon">segmentation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#skipAllowed" class="tsd-kind-icon">skip<wbr/>Allowed</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#warmup" class="tsd-kind-icon">warmup</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#wasmPath" class="tsd-kind-icon">wasm<wbr/>Path</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="async" class="tsd-anchor"></a><h3>async</h3><div class="tsd-signature tsd-kind-icon">async<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L218">src/config.ts:218</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">Config</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#async" class="tsd-kind-icon">async</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#backend" class="tsd-kind-icon">backend</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#body" class="tsd-kind-icon">body</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#cacheSensitivity" class="tsd-kind-icon">cache<wbr/>Sensitivity</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#deallocate" class="tsd-kind-icon">deallocate</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#debug" class="tsd-kind-icon">debug</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#face" class="tsd-kind-icon">face</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#filter" class="tsd-kind-icon">filter</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#gesture" class="tsd-kind-icon">gesture</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#hand" class="tsd-kind-icon">hand</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#modelBasePath" class="tsd-kind-icon">model<wbr/>Base<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#object" class="tsd-kind-icon">object</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#segmentation" class="tsd-kind-icon">segmentation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#skipAllowed" class="tsd-kind-icon">skip<wbr/>Allowed</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#warmup" class="tsd-kind-icon">warmup</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#wasmPath" class="tsd-kind-icon">wasm<wbr/>Path</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="async" class="tsd-anchor"></a><h3>async</h3><div class="tsd-signature tsd-kind-icon">async<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L226">src/config.ts:226</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Perform model loading and inference concurrently or sequentially</p> <p>Perform model loading and inference concurrently or sequentially</p>
</div><div><p>default: <code>true</code></p> </div><div><p>default: <code>true</code></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="backend" class="tsd-anchor"></a><h3>backend</h3><div class="tsd-signature tsd-kind-icon">backend<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">&quot;&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;cpu&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;wasm&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;webgl&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;humangl&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;tensorflow&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;webgpu&quot;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L200">src/config.ts:200</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="backend" class="tsd-anchor"></a><h3>backend</h3><div class="tsd-signature tsd-kind-icon">backend<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">&quot;&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;cpu&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;wasm&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;webgl&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;humangl&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;tensorflow&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;webgpu&quot;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L208">src/config.ts:208</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Backend used for TFJS operations <p>Backend used for TFJS operations
valid build-in backends are:</p> valid build-in backends are:</p>
<ul> <ul>
@ -12,48 +12,48 @@ valid build-in backends are:</p>
<li>NodeJS: <code>cpu</code>, <code>wasm</code>, <code>tensorflow</code> <li>NodeJS: <code>cpu</code>, <code>wasm</code>, <code>tensorflow</code>
default: <code>humangl</code> for browser and <code>tensorflow</code> for nodejs</li> default: <code>humangl</code> for browser and <code>tensorflow</code> for nodejs</li>
</ul> </ul>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="body" class="tsd-anchor"></a><h3>body</h3><div class="tsd-signature tsd-kind-icon">body<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="BodyConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">BodyConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L260">src/config.ts:260</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="body" class="tsd-anchor"></a><h3>body</h3><div class="tsd-signature tsd-kind-icon">body<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="BodyConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">BodyConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L268">src/config.ts:268</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p><a href="BodyConfig.html">BodyConfig</a></p> <p><a href="BodyConfig.html">BodyConfig</a></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="cacheSensitivity" class="tsd-anchor"></a><h3>cache<wbr/>Sensitivity</h3><div class="tsd-signature tsd-kind-icon">cache<wbr/>Sensitivity<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L242">src/config.ts:242</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="cacheSensitivity" class="tsd-anchor"></a><h3>cache<wbr/>Sensitivity</h3><div class="tsd-signature tsd-kind-icon">cache<wbr/>Sensitivity<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L250">src/config.ts:250</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Cache sensitivity</p> <p>Cache sensitivity</p>
<ul> <ul>
<li>values 0..1 where 0.01 means reset cache if input changed more than 1%</li> <li>values 0..1 where 0.01 means reset cache if input changed more than 1%</li>
<li>set to 0 to disable caching</li> <li>set to 0 to disable caching</li>
</ul> </ul>
</div><div><p>default: 0.7</p> </div><div><p>default: 0.7</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="deallocate" class="tsd-anchor"></a><h3>deallocate</h3><div class="tsd-signature tsd-kind-icon">deallocate<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L245">src/config.ts:245</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="deallocate" class="tsd-anchor"></a><h3>deallocate</h3><div class="tsd-signature tsd-kind-icon">deallocate<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L253">src/config.ts:253</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Perform immediate garbage collection on deallocated tensors instead of caching them</p> <p>Perform immediate garbage collection on deallocated tensors instead of caching them</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="debug" class="tsd-anchor"></a><h3>debug</h3><div class="tsd-signature tsd-kind-icon">debug<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L212">src/config.ts:212</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="debug" class="tsd-anchor"></a><h3>debug</h3><div class="tsd-signature tsd-kind-icon">debug<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L220">src/config.ts:220</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Print debug statements to console</p> <p>Print debug statements to console</p>
</div><div><p>default: <code>true</code></p> </div><div><p>default: <code>true</code></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="face" class="tsd-anchor"></a><h3>face</h3><div class="tsd-signature tsd-kind-icon">face<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="FaceConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FaceConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L257">src/config.ts:257</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="face" class="tsd-anchor"></a><h3>face</h3><div class="tsd-signature tsd-kind-icon">face<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="FaceConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FaceConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L265">src/config.ts:265</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p><a href="FaceConfig.html">FaceConfig</a></p> <p><a href="FaceConfig.html">FaceConfig</a></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="filter" class="tsd-anchor"></a><h3>filter</h3><div class="tsd-signature tsd-kind-icon">filter<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="FilterConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FilterConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L251">src/config.ts:251</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="filter" class="tsd-anchor"></a><h3>filter</h3><div class="tsd-signature tsd-kind-icon">filter<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="FilterConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FilterConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L259">src/config.ts:259</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p><a href="FilterConfig.html">FilterConfig</a></p> <p><a href="FilterConfig.html">FilterConfig</a></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="gesture" class="tsd-anchor"></a><h3>gesture</h3><div class="tsd-signature tsd-kind-icon">gesture<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="GestureConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GestureConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L254">src/config.ts:254</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="gesture" class="tsd-anchor"></a><h3>gesture</h3><div class="tsd-signature tsd-kind-icon">gesture<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="GestureConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GestureConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L262">src/config.ts:262</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p><a href="GestureConfig.html">GestureConfig</a></p> <p><a href="GestureConfig.html">GestureConfig</a></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="hand" class="tsd-anchor"></a><h3>hand</h3><div class="tsd-signature tsd-kind-icon">hand<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="HandConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">HandConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L263">src/config.ts:263</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="hand" class="tsd-anchor"></a><h3>hand</h3><div class="tsd-signature tsd-kind-icon">hand<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="HandConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">HandConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L271">src/config.ts:271</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p><a href="HandConfig.html">HandConfig</a></p> <p><a href="HandConfig.html">HandConfig</a></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="modelBasePath" class="tsd-anchor"></a><h3>model<wbr/>Base<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Base<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L234">src/config.ts:234</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="modelBasePath" class="tsd-anchor"></a><h3>model<wbr/>Base<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Base<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L242">src/config.ts:242</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Base model path (typically starting with file://, http:// or https://) for all models</p> <p>Base model path (typically starting with file://, http:// or https://) for all models</p>
<ul> <ul>
<li>individual modelPath values are relative to this path</li> <li>individual modelPath values are relative to this path</li>
</ul> </ul>
</div><div><p>default: <code>../models/</code> for browsers and <code>file://models/</code> for nodejs</p> </div><div><p>default: <code>../models/</code> for browsers and <code>file://models/</code> for nodejs</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="object" class="tsd-anchor"></a><h3>object</h3><div class="tsd-signature tsd-kind-icon">object<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="ObjectConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">ObjectConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L266">src/config.ts:266</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="object" class="tsd-anchor"></a><h3>object</h3><div class="tsd-signature tsd-kind-icon">object<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="ObjectConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">ObjectConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L274">src/config.ts:274</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p><a href="ObjectConfig.html">ObjectConfig</a></p> <p><a href="ObjectConfig.html">ObjectConfig</a></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="segmentation" class="tsd-anchor"></a><h3>segmentation</h3><div class="tsd-signature tsd-kind-icon">segmentation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="SegmentationConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">SegmentationConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L269">src/config.ts:269</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="segmentation" class="tsd-anchor"></a><h3>segmentation</h3><div class="tsd-signature tsd-kind-icon">segmentation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="SegmentationConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">SegmentationConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L277">src/config.ts:277</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p><a href="SegmentationConfig.html">SegmentationConfig</a></p> <p><a href="SegmentationConfig.html">SegmentationConfig</a></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="skipAllowed" class="tsd-anchor"></a><h3>skip<wbr/>Allowed</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Allowed<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L248">src/config.ts:248</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="skipAllowed" class="tsd-anchor"></a><h3>skip<wbr/>Allowed</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Allowed<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L256">src/config.ts:256</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Internal Variable</p> <p>Internal Variable</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="warmup" class="tsd-anchor"></a><h3>warmup</h3><div class="tsd-signature tsd-kind-icon">warmup<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">&quot;face&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;body&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;none&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;full&quot;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L226">src/config.ts:226</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="warmup" class="tsd-anchor"></a><h3>warmup</h3><div class="tsd-signature tsd-kind-icon">warmup<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">&quot;face&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;body&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;none&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;full&quot;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L234">src/config.ts:234</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>What to use for <code>human.warmup()</code></p> <p>What to use for <code>human.warmup()</code></p>
<ul> <ul>
<li>warmup pre-initializes all models for faster inference but can take significant time on startup</li> <li>warmup pre-initializes all models for faster inference but can take significant time on startup</li>
<li>used by <code>webgl</code>, <code>humangl</code> and <code>webgpu</code> backends</li> <li>used by <code>webgl</code>, <code>humangl</code> and <code>webgpu</code> backends</li>
</ul> </ul>
</div><div><p>default: <code>full</code></p> </div><div><p>default: <code>full</code></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="wasmPath" class="tsd-anchor"></a><h3>wasm<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">wasm<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L206">src/config.ts:206</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="wasmPath" class="tsd-anchor"></a><h3>wasm<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">wasm<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L214">src/config.ts:214</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>Path to *.wasm files if backend is set to <code>wasm</code></p> <p>Path to *.wasm files if backend is set to <code>wasm</code></p>
</div><div><p>default: auto-detects to link to CDN <code>jsdelivr</code> when running in browser</p> </div><div><p>default: auto-detects to link to CDN <code>jsdelivr</code> when running in browser</p>
</div></div></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="Config.html" class="tsd-kind-icon">Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#async" class="tsd-kind-icon">async</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#backend" class="tsd-kind-icon">backend</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#body" class="tsd-kind-icon">body</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#cacheSensitivity" class="tsd-kind-icon">cache<wbr/>Sensitivity</a></li><li class="tsd-kind-property 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tsd-parent-kind-interface"><a href="Config.html#backend" class="tsd-kind-icon">backend</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#body" class="tsd-kind-icon">body</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#cacheSensitivity" class="tsd-kind-icon">cache<wbr/>Sensitivity</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#deallocate" class="tsd-kind-icon">deallocate</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#debug" class="tsd-kind-icon">debug</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#face" class="tsd-kind-icon">face</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#filter" class="tsd-kind-icon">filter</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#gesture" class="tsd-kind-icon">gesture</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#hand" class="tsd-kind-icon">hand</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#modelBasePath" class="tsd-kind-icon">model<wbr/>Base<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#object" class="tsd-kind-icon">object</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#segmentation" class="tsd-kind-icon">segmentation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#skipAllowed" class="tsd-kind-icon">skip<wbr/>Allowed</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#warmup" class="tsd-kind-icon">warmup</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#wasmPath" class="tsd-kind-icon">wasm<wbr/>Path</a></li></ul></li></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html>

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typedoc/interfaces/FaceConfig.html
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typedoc/interfaces/FaceDescriptionConfig.html
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<li>also used by age and gender detection</li> <li>also used by age and gender detection</li>
</ul> </ul>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">FaceDescriptionConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDescriptionConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDescriptionConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDescriptionConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDescriptionConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDescriptionConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p> </div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">FaceDescriptionConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDescriptionConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDescriptionConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDescriptionConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDescriptionConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDescriptionConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L41">src/config.ts:41</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum confidence for a detected face before results are discarded</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L49">src/config.ts:49</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum confidence for a detected face before results are discarded</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipFrames">skipFrames</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L11">src/config.ts:11</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max frames to go without re-running model if cached results are acceptable</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipFrames">skipFrames</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L11">src/config.ts:11</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max frames to go without re-running model if cached results are acceptable</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipTime" class="tsd-anchor"></a><h3>skip<wbr/>Time</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Time<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipTime">skipTime</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L13">src/config.ts:13</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max miliseconds to go without re-running model if cached results are acceptable</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipTime" class="tsd-anchor"></a><h3>skip<wbr/>Time</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Time<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipTime">skipTime</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L13">src/config.ts:13</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max miliseconds to go without re-running model if cached results are acceptable</p>

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typedoc/interfaces/FaceDetectorConfig.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceDetectorConfig | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="FaceDetectorConfig.html">FaceDetectorConfig</a></li></ul><h1>Interface FaceDetectorConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead"> <!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceDetectorConfig | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="FaceDetectorConfig.html">FaceDetectorConfig</a></li></ul><h1>Interface FaceDetectorConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Dectector part of face configuration</p> <p>Dectector part of face configuration</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">FaceDetectorConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#return" class="tsd-kind-icon">return</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p> </div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">FaceDetectorConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#cropFactor" class="tsd-kind-icon">crop<wbr/>Factor</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#mask" class="tsd-kind-icon">mask</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#return" class="tsd-kind-icon">return</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="cropFactor" class="tsd-anchor"></a><h3>crop<wbr/>Factor</h3><div class="tsd-signature tsd-kind-icon">crop<wbr/>Factor<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L31">src/config.ts:31</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>factor used to expand detected face before further analysis</p>
<ul>
<li>default: 1.6</li>
<li>for high-quality inputs can be reduced to increase precision</li>
<li>for video inputs or low-quality inputs can be increased to allow for more flexible tracking</li>
</ul>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="iouThreshold" class="tsd-anchor"></a><h3>iou<wbr/>Threshold</h3><div class="tsd-signature tsd-kind-icon">iou<wbr/>Threshold<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L25">src/config.ts:25</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum overlap between two detected faces before one is discarded</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="iouThreshold" class="tsd-anchor"></a><h3>iou<wbr/>Threshold</h3><div class="tsd-signature tsd-kind-icon">iou<wbr/>Threshold<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L25">src/config.ts:25</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum overlap between two detected faces before one is discarded</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="mask" class="tsd-anchor"></a><h3>mask</h3><div class="tsd-signature tsd-kind-icon">mask<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L33">src/config.ts:33</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>should child models perform on masked image of a face</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="maxDetected" class="tsd-anchor"></a><h3>max<wbr/>Detected</h3><div class="tsd-signature tsd-kind-icon">max<wbr/>Detected<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L21">src/config.ts:21</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>maximum number of detected faces</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="maxDetected" class="tsd-anchor"></a><h3>max<wbr/>Detected</h3><div class="tsd-signature tsd-kind-icon">max<wbr/>Detected<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L21">src/config.ts:21</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>maximum number of detected faces</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L23">src/config.ts:23</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum confidence for a detected face before results are discarded</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L23">src/config.ts:23</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum confidence for a detected face before results are discarded</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="return" class="tsd-anchor"></a><h3>return</h3><div class="tsd-signature tsd-kind-icon">return<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L27">src/config.ts:27</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>should face detection return face tensor to be used in some other extenrnal model?</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="return" class="tsd-anchor"></a><h3>return</h3><div class="tsd-signature tsd-kind-icon">return<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L35">src/config.ts:35</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>should face detection return face tensor to be used in some other extenrnal model?</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="rotation" class="tsd-anchor"></a><h3>rotation</h3><div class="tsd-signature tsd-kind-icon">rotation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L19">src/config.ts:19</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is face rotation correction performed after detecting face?</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="rotation" class="tsd-anchor"></a><h3>rotation</h3><div class="tsd-signature tsd-kind-icon">rotation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L19">src/config.ts:19</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is face rotation correction performed after detecting face?</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipFrames">skipFrames</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L11">src/config.ts:11</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max frames to go without re-running model if cached results are acceptable</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipFrames">skipFrames</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L11">src/config.ts:11</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max frames to go without re-running model if cached results are acceptable</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipTime" class="tsd-anchor"></a><h3>skip<wbr/>Time</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Time<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipTime">skipTime</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L13">src/config.ts:13</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max miliseconds to go without re-running model if cached results are acceptable</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipTime" class="tsd-anchor"></a><h3>skip<wbr/>Time</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Time<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipTime">skipTime</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L13">src/config.ts:13</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max miliseconds to go without re-running model if cached results are acceptable</p>
</dd></dl></div></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="FaceDetectorConfig.html" class="tsd-kind-icon">Face<wbr/>Detector<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#return" class="tsd-kind-icon">return</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></li></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html> </dd></dl></div></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="FaceDetectorConfig.html" class="tsd-kind-icon">Face<wbr/>Detector<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#cropFactor" class="tsd-kind-icon">crop<wbr/>Factor</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#mask" class="tsd-kind-icon">mask</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#return" class="tsd-kind-icon">return</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDetectorConfig.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDetectorConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></li></ul></nav></div></div></div><footer class=""><div 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typedoc/interfaces/FaceEmotionConfig.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceEmotionConfig | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="FaceEmotionConfig.html">FaceEmotionConfig</a></li></ul><h1>Interface FaceEmotionConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead"> <!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceEmotionConfig | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="FaceEmotionConfig.html">FaceEmotionConfig</a></li></ul><h1>Interface FaceEmotionConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Emotion part of face configuration</p> <p>Emotion part of face configuration</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">FaceEmotionConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceEmotionConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceEmotionConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceEmotionConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceEmotionConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceEmotionConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p> </div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">FaceEmotionConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceEmotionConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceEmotionConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceEmotionConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceEmotionConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceEmotionConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L47">src/config.ts:47</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum confidence for a detected face before results are discarded</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L55">src/config.ts:55</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum confidence for a detected face before results are discarded</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipFrames">skipFrames</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L11">src/config.ts:11</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max frames to go without re-running model if cached results are acceptable</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipFrames">skipFrames</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L11">src/config.ts:11</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max frames to go without re-running model if cached results are acceptable</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipTime" class="tsd-anchor"></a><h3>skip<wbr/>Time</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Time<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipTime">skipTime</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L13">src/config.ts:13</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max miliseconds to go without re-running model if cached results are acceptable</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipTime" class="tsd-anchor"></a><h3>skip<wbr/>Time</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Time<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipTime">skipTime</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L13">src/config.ts:13</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max miliseconds to go without re-running model if cached results are acceptable</p>

38
typedoc/interfaces/FilterConfig.html
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@ -4,34 +4,34 @@
<li>available only in Browser environments</li> <li>available only in Browser environments</li>
<li>image filters run with near-zero latency as they are executed on the GPU using WebGL</li> <li>image filters run with near-zero latency as they are executed on the GPU using WebGL</li>
</ul> </ul>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">FilterConfig</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#blur" class="tsd-kind-icon">blur</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#brightness" class="tsd-kind-icon">brightness</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#contrast" class="tsd-kind-icon">contrast</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#equalization" class="tsd-kind-icon">equalization</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#flip" class="tsd-kind-icon">flip</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#height" class="tsd-kind-icon">height</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#hue" class="tsd-kind-icon">hue</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#kodachrome" class="tsd-kind-icon">kodachrome</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#negative" class="tsd-kind-icon">negative</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#pixelate" class="tsd-kind-icon">pixelate</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#polaroid" class="tsd-kind-icon">polaroid</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#return" class="tsd-kind-icon">return</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#saturation" class="tsd-kind-icon">saturation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#sepia" class="tsd-kind-icon">sepia</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#sharpness" class="tsd-kind-icon">sharpness</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#technicolor" class="tsd-kind-icon">technicolor</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#vintage" class="tsd-kind-icon">vintage</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#width" class="tsd-kind-icon">width</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="blur" class="tsd-anchor"></a><h3>blur</h3><div class="tsd-signature tsd-kind-icon">blur<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L158">src/config.ts:158</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>range: 0 (no blur) to N (blur radius in pixels)</p> </div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">FilterConfig</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#blur" class="tsd-kind-icon">blur</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#brightness" class="tsd-kind-icon">brightness</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#contrast" class="tsd-kind-icon">contrast</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#equalization" class="tsd-kind-icon">equalization</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#flip" class="tsd-kind-icon">flip</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#height" class="tsd-kind-icon">height</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#hue" class="tsd-kind-icon">hue</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#kodachrome" class="tsd-kind-icon">kodachrome</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#negative" class="tsd-kind-icon">negative</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#pixelate" class="tsd-kind-icon">pixelate</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#polaroid" class="tsd-kind-icon">polaroid</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#return" class="tsd-kind-icon">return</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#saturation" class="tsd-kind-icon">saturation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#sepia" class="tsd-kind-icon">sepia</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#sharpness" class="tsd-kind-icon">sharpness</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#technicolor" class="tsd-kind-icon">technicolor</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#vintage" class="tsd-kind-icon">vintage</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#width" class="tsd-kind-icon">width</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="blur" class="tsd-anchor"></a><h3>blur</h3><div class="tsd-signature tsd-kind-icon">blur<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L166">src/config.ts:166</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>range: 0 (no blur) to N (blur radius in pixels)</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="brightness" class="tsd-anchor"></a><h3>brightness</h3><div class="tsd-signature tsd-kind-icon">brightness<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L152">src/config.ts:152</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>range: -1 (darken) to 1 (lighten)</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="brightness" class="tsd-anchor"></a><h3>brightness</h3><div class="tsd-signature tsd-kind-icon">brightness<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L160">src/config.ts:160</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>range: -1 (darken) to 1 (lighten)</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="contrast" class="tsd-anchor"></a><h3>contrast</h3><div class="tsd-signature tsd-kind-icon">contrast<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L154">src/config.ts:154</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>range: -1 (reduce contrast) to 1 (increase contrast)</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="contrast" class="tsd-anchor"></a><h3>contrast</h3><div class="tsd-signature tsd-kind-icon">contrast<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L162">src/config.ts:162</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>range: -1 (reduce contrast) to 1 (increase contrast)</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L128">src/config.ts:128</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>are image filters enabled?</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L136">src/config.ts:136</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>are image filters enabled?</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="equalization" class="tsd-anchor"></a><h3>equalization</h3><div class="tsd-signature tsd-kind-icon">equalization<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L132">src/config.ts:132</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>perform image histogram equalization</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="equalization" class="tsd-anchor"></a><h3>equalization</h3><div class="tsd-signature tsd-kind-icon">equalization<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L140">src/config.ts:140</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>perform image histogram equalization</p>
<ul> <ul>
<li>equalization is performed on input as a whole and detected face before its passed for further analysis</li> <li>equalization is performed on input as a whole and detected face before its passed for further analysis</li>
</ul> </ul>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="flip" class="tsd-anchor"></a><h3>flip</h3><div class="tsd-signature tsd-kind-icon">flip<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L150">src/config.ts:150</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>flip input as mirror image</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="flip" class="tsd-anchor"></a><h3>flip</h3><div class="tsd-signature tsd-kind-icon">flip<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L158">src/config.ts:158</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>flip input as mirror image</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="height" class="tsd-anchor"></a><h3>height</h3><div class="tsd-signature tsd-kind-icon">height<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L146">src/config.ts:146</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="height" class="tsd-anchor"></a><h3>height</h3><div class="tsd-signature tsd-kind-icon">height<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L154">src/config.ts:154</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>resize input height</p> <p>resize input height</p>
<ul> <ul>
<li>if both width and height are set to 0, there is no resizing</li> <li>if both width and height are set to 0, there is no resizing</li>
<li>if just one is set, second one is scaled automatically</li> <li>if just one is set, second one is scaled automatically</li>
<li>if both are set, values are used as-is</li> <li>if both are set, values are used as-is</li>
</ul> </ul>
</div><dl class="tsd-comment-tags"><dt>property</dt><dd></dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="hue" class="tsd-anchor"></a><h3>hue</h3><div class="tsd-signature tsd-kind-icon">hue<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L162">src/config.ts:162</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>range: 0 (no change) to 360 (hue rotation in degrees)</p> </div><dl class="tsd-comment-tags"><dt>property</dt><dd></dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="hue" class="tsd-anchor"></a><h3>hue</h3><div class="tsd-signature tsd-kind-icon">hue<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L170">src/config.ts:170</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>range: 0 (no change) to 360 (hue rotation in degrees)</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="kodachrome" class="tsd-anchor"></a><h3>kodachrome</h3><div class="tsd-signature tsd-kind-icon">kodachrome<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L170">src/config.ts:170</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>image kodachrome colors</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="kodachrome" class="tsd-anchor"></a><h3>kodachrome</h3><div class="tsd-signature tsd-kind-icon">kodachrome<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L178">src/config.ts:178</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>image kodachrome colors</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="negative" class="tsd-anchor"></a><h3>negative</h3><div class="tsd-signature tsd-kind-icon">negative<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L164">src/config.ts:164</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>image negative</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="negative" class="tsd-anchor"></a><h3>negative</h3><div class="tsd-signature tsd-kind-icon">negative<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L172">src/config.ts:172</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>image negative</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="pixelate" class="tsd-anchor"></a><h3>pixelate</h3><div class="tsd-signature tsd-kind-icon">pixelate<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L176">src/config.ts:176</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>range: 0 (no pixelate) to N (number of pixels to pixelate)</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="pixelate" class="tsd-anchor"></a><h3>pixelate</h3><div class="tsd-signature tsd-kind-icon">pixelate<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L184">src/config.ts:184</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>range: 0 (no pixelate) to N (number of pixels to pixelate)</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="polaroid" class="tsd-anchor"></a><h3>polaroid</h3><div class="tsd-signature tsd-kind-icon">polaroid<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L174">src/config.ts:174</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>image polaroid camera effect</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="polaroid" class="tsd-anchor"></a><h3>polaroid</h3><div class="tsd-signature tsd-kind-icon">polaroid<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L182">src/config.ts:182</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>image polaroid camera effect</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="return" class="tsd-anchor"></a><h3>return</h3><div class="tsd-signature tsd-kind-icon">return<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L148">src/config.ts:148</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>return processed canvas imagedata in result</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="return" class="tsd-anchor"></a><h3>return</h3><div class="tsd-signature tsd-kind-icon">return<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L156">src/config.ts:156</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>return processed canvas imagedata in result</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="saturation" class="tsd-anchor"></a><h3>saturation</h3><div class="tsd-signature tsd-kind-icon">saturation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L160">src/config.ts:160</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>range: -1 (reduce saturation) to 1 (increase saturation)</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="saturation" class="tsd-anchor"></a><h3>saturation</h3><div class="tsd-signature tsd-kind-icon">saturation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L168">src/config.ts:168</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>range: -1 (reduce saturation) to 1 (increase saturation)</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="sepia" class="tsd-anchor"></a><h3>sepia</h3><div class="tsd-signature tsd-kind-icon">sepia<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L166">src/config.ts:166</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>image sepia colors</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="sepia" class="tsd-anchor"></a><h3>sepia</h3><div class="tsd-signature tsd-kind-icon">sepia<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L174">src/config.ts:174</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>image sepia colors</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="sharpness" class="tsd-anchor"></a><h3>sharpness</h3><div class="tsd-signature tsd-kind-icon">sharpness<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L156">src/config.ts:156</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>range: 0 (no sharpening) to 1 (maximum sharpening)</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="sharpness" class="tsd-anchor"></a><h3>sharpness</h3><div class="tsd-signature tsd-kind-icon">sharpness<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L164">src/config.ts:164</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>range: 0 (no sharpening) to 1 (maximum sharpening)</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="technicolor" class="tsd-anchor"></a><h3>technicolor</h3><div class="tsd-signature tsd-kind-icon">technicolor<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L172">src/config.ts:172</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>image technicolor colors</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="technicolor" class="tsd-anchor"></a><h3>technicolor</h3><div class="tsd-signature tsd-kind-icon">technicolor<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L180">src/config.ts:180</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>image technicolor colors</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="vintage" class="tsd-anchor"></a><h3>vintage</h3><div class="tsd-signature tsd-kind-icon">vintage<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L168">src/config.ts:168</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>image vintage colors</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="vintage" class="tsd-anchor"></a><h3>vintage</h3><div class="tsd-signature tsd-kind-icon">vintage<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L176">src/config.ts:176</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>image vintage colors</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="width" class="tsd-anchor"></a><h3>width</h3><div class="tsd-signature tsd-kind-icon">width<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L139">src/config.ts:139</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead"> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="width" class="tsd-anchor"></a><h3>width</h3><div class="tsd-signature tsd-kind-icon">width<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L147">src/config.ts:147</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>resize input width</p> <p>resize input width</p>
<ul> <ul>
<li>if both width and height are set to 0, there is no resizing</li> <li>if both width and height are set to 0, there is no resizing</li>

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typedoc/interfaces/GestureConfig.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>GestureConfig | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="GestureConfig.html">GestureConfig</a></li></ul><h1>Interface GestureConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead"> <!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>GestureConfig | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="GestureConfig.html">GestureConfig</a></li></ul><h1>Interface GestureConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Controlls gesture detection</p> <p>Controlls gesture detection</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">GestureConfig</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="GestureConfig.html#enabled" class="tsd-kind-icon">enabled</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L182">src/config.ts:182</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is gesture detection enabled?</p> </div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">GestureConfig</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="GestureConfig.html#enabled" class="tsd-kind-icon">enabled</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L190">src/config.ts:190</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is gesture detection enabled?</p>
</dd></dl></div></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="GestureConfig.html" class="tsd-kind-icon">Gesture<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="GestureConfig.html#enabled" class="tsd-kind-icon">enabled</a></li></ul></li></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html> </dd></dl></div></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="GestureConfig.html" class="tsd-kind-icon">Gesture<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="GestureConfig.html#enabled" class="tsd-kind-icon">enabled</a></li></ul></li></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html>

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typedoc/interfaces/HandConfig.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>HandConfig | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="HandConfig.html">HandConfig</a></li></ul><h1>Interface HandConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead"> <!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>HandConfig | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="HandConfig.html">HandConfig</a></li></ul><h1>Interface HandConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Configures all hand detection specific options</p> <p>Configures all hand detection specific options</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">HandConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#detector" class="tsd-kind-icon">detector</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#landmarks" class="tsd-kind-icon">landmarks</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#modelPath-1" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#skeleton" class="tsd-kind-icon">skeleton</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="detector" class="tsd-anchor"></a><h3>detector</h3><div class="tsd-signature tsd-kind-icon">detector<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">{ </span>modelPath<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> }</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L91">src/config.ts:91</a></li></ul></aside><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"><li class="tsd-parameter"><h5><span class="tsd-flag ts-flagOptional">Optional</span> model<wbr/>Path<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span></h5><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to hand detector model json</p> </div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">HandConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#detector" class="tsd-kind-icon">detector</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#landmarks" class="tsd-kind-icon">landmarks</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#modelPath-1" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#skeleton" class="tsd-kind-icon">skeleton</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="detector" class="tsd-anchor"></a><h3>detector</h3><div class="tsd-signature tsd-kind-icon">detector<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">{ </span>modelPath<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> }</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L99">src/config.ts:99</a></li></ul></aside><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"><li class="tsd-parameter"><h5><span class="tsd-flag ts-flagOptional">Optional</span> model<wbr/>Path<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span></h5><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to hand detector model json</p>
</dd></dl></div></li></ul></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p> </dd></dl></div></li></ul></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="iouThreshold" class="tsd-anchor"></a><h3>iou<wbr/>Threshold</h3><div class="tsd-signature tsd-kind-icon">iou<wbr/>Threshold<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L86">src/config.ts:86</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum overlap between two detected hands before one is discarded</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="iouThreshold" class="tsd-anchor"></a><h3>iou<wbr/>Threshold</h3><div class="tsd-signature tsd-kind-icon">iou<wbr/>Threshold<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L94">src/config.ts:94</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum overlap between two detected hands before one is discarded</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="landmarks" class="tsd-anchor"></a><h3>landmarks</h3><div class="tsd-signature tsd-kind-icon">landmarks<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L90">src/config.ts:90</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>should hand landmarks be detected or just return detected hand box</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="landmarks" class="tsd-anchor"></a><h3>landmarks</h3><div class="tsd-signature tsd-kind-icon">landmarks<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L98">src/config.ts:98</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>should hand landmarks be detected or just return detected hand box</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="maxDetected" class="tsd-anchor"></a><h3>max<wbr/>Detected</h3><div class="tsd-signature tsd-kind-icon">max<wbr/>Detected<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L88">src/config.ts:88</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>maximum number of detected hands</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="maxDetected" class="tsd-anchor"></a><h3>max<wbr/>Detected</h3><div class="tsd-signature tsd-kind-icon">max<wbr/>Detected<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L96">src/config.ts:96</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>maximum number of detected hands</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L84">src/config.ts:84</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum confidence for a detected hand before results are discarded</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L92">src/config.ts:92</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum confidence for a detected hand before results are discarded</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath-1" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath-1" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="rotation" class="tsd-anchor"></a><h3>rotation</h3><div class="tsd-signature tsd-kind-icon">rotation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L82">src/config.ts:82</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>should hand rotation correction be performed after hand detection?</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="rotation" class="tsd-anchor"></a><h3>rotation</h3><div class="tsd-signature tsd-kind-icon">rotation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L90">src/config.ts:90</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>should hand rotation correction be performed after hand detection?</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="skeleton" class="tsd-anchor"></a><h3>skeleton</h3><div class="tsd-signature tsd-kind-icon">skeleton<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">{ </span>modelPath<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> }</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L95">src/config.ts:95</a></li></ul></aside><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"><li class="tsd-parameter"><h5><span class="tsd-flag ts-flagOptional">Optional</span> model<wbr/>Path<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span></h5><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to hand skeleton model json</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="skeleton" class="tsd-anchor"></a><h3>skeleton</h3><div class="tsd-signature tsd-kind-icon">skeleton<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">{ </span>modelPath<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> }</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L103">src/config.ts:103</a></li></ul></aside><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"><li class="tsd-parameter"><h5><span class="tsd-flag ts-flagOptional">Optional</span> model<wbr/>Path<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span></h5><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to hand skeleton model json</p>
</dd></dl></div></li></ul></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipFrames">skipFrames</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L11">src/config.ts:11</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max frames to go without re-running model if cached results are acceptable</p> </dd></dl></div></li></ul></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipFrames">skipFrames</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L11">src/config.ts:11</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max frames to go without re-running model if cached results are acceptable</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipTime" class="tsd-anchor"></a><h3>skip<wbr/>Time</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Time<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipTime">skipTime</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L13">src/config.ts:13</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max miliseconds to go without re-running model if cached results are acceptable</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipTime" class="tsd-anchor"></a><h3>skip<wbr/>Time</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Time<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipTime">skipTime</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L13">src/config.ts:13</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max miliseconds to go without re-running model if cached results are acceptable</p>
</dd></dl></div></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="HandConfig.html" class="tsd-kind-icon">Hand<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#detector" class="tsd-kind-icon">detector</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#landmarks" class="tsd-kind-icon">landmarks</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#modelPath-1" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#skeleton" class="tsd-kind-icon">skeleton</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></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> </dd></dl></div></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="HandConfig.html" class="tsd-kind-icon">Hand<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#detector" class="tsd-kind-icon">detector</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#landmarks" class="tsd-kind-icon">landmarks</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#modelPath-1" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandConfig.html#skeleton" class="tsd-kind-icon">skeleton</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="HandConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></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/ObjectConfig.html
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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>ObjectConfig | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="ObjectConfig.html">ObjectConfig</a></li></ul><h1>Interface ObjectConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead"> <!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>ObjectConfig | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="ObjectConfig.html">ObjectConfig</a></li></ul><h1>Interface ObjectConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Configures all object detection specific options</p> <p>Configures all object detection specific options</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">ObjectConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="ObjectConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="ObjectConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="ObjectConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="ObjectConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p> </div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">ObjectConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="ObjectConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="ObjectConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="ObjectConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="ObjectConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="iouThreshold" class="tsd-anchor"></a><h3>iou<wbr/>Threshold</h3><div class="tsd-signature tsd-kind-icon">iou<wbr/>Threshold<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L106">src/config.ts:106</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum overlap between two detected objects before one is discarded</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="iouThreshold" class="tsd-anchor"></a><h3>iou<wbr/>Threshold</h3><div class="tsd-signature tsd-kind-icon">iou<wbr/>Threshold<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L114">src/config.ts:114</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum overlap between two detected objects before one is discarded</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="maxDetected" class="tsd-anchor"></a><h3>max<wbr/>Detected</h3><div class="tsd-signature tsd-kind-icon">max<wbr/>Detected<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L108">src/config.ts:108</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>maximum number of detected objects</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="maxDetected" class="tsd-anchor"></a><h3>max<wbr/>Detected</h3><div class="tsd-signature tsd-kind-icon">max<wbr/>Detected<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L116">src/config.ts:116</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>maximum number of detected objects</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L104">src/config.ts:104</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum confidence for a detected objects before results are discarded</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L112">src/config.ts:112</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum confidence for a detected objects before results are discarded</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipFrames">skipFrames</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L11">src/config.ts:11</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max frames to go without re-running model if cached results are acceptable</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipFrames">skipFrames</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L11">src/config.ts:11</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max frames to go without re-running model if cached results are acceptable</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipTime" class="tsd-anchor"></a><h3>skip<wbr/>Time</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Time<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipTime">skipTime</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L13">src/config.ts:13</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max miliseconds to go without re-running model if cached results are acceptable</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipTime" class="tsd-anchor"></a><h3>skip<wbr/>Time</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Time<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipTime">skipTime</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L13">src/config.ts:13</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max miliseconds to go without re-running model if cached results are acceptable</p>

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typedoc/interfaces/SegmentationConfig.html
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@ -4,7 +4,7 @@ removes background from input containing person
if segmentation is enabled it will run as preprocessing task before any other model if segmentation is enabled it will run as preprocessing task before any other model
alternatively leave it disabled and use it on-demand using human.segmentation method which can alternatively leave it disabled and use it on-demand using human.segmentation method which can
remove background or replace it with user-provided background</p> remove background or replace it with user-provided background</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">SegmentationConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="SegmentationConfig.html#blur" class="tsd-kind-icon">blur</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="blur" class="tsd-anchor"></a><h3>blur</h3><div class="tsd-signature tsd-kind-icon">blur<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L119">src/config.ts:119</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>blur segmentation output by <number> pixels for more realistic image</p> </div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">SegmentationConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="SegmentationConfig.html#blur" class="tsd-kind-icon">blur</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="blur" class="tsd-anchor"></a><h3>blur</h3><div class="tsd-signature tsd-kind-icon">blur<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L127">src/config.ts:127</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>blur segmentation output by <number> pixels for more realistic image</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#modelPath">modelPath</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L9">src/config.ts:9</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>path to model json file</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipFrames">skipFrames</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L11">src/config.ts:11</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max frames to go without re-running model if cached results are acceptable</p> </dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#skipFrames">skipFrames</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L11">src/config.ts:11</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>how many max frames to go without re-running model if cached results are acceptable</p>

8
types/src/config.d.ts vendored
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@ -19,6 +19,14 @@ export interface FaceDetectorConfig extends GenericConfig {
minConfidence: number; minConfidence: number;
/** @property minimum overlap between two detected faces before one is discarded */ /** @property minimum overlap between two detected faces before one is discarded */
iouThreshold: number; iouThreshold: number;
/** @property factor used to expand detected face before further analysis
* - default: 1.6
* - for high-quality inputs can be reduced to increase precision
* - for video inputs or low-quality inputs can be increased to allow for more flexible tracking
*/
cropFactor: number;
/** @property should child models perform on masked image of a face */
mask: boolean;
/** @property should face detection return face tensor to be used in some other extenrnal model? */ /** @property should face detection return face tensor to be used in some other extenrnal model? */
return: boolean; return: boolean;
} }

3
types/src/face/face.d.ts vendored
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@ -4,4 +4,5 @@
*/ */
import type { FaceResult } from '../result'; import type { FaceResult } from '../result';
import type { Tensor } from '../tfjs/types'; import type { Tensor } from '../tfjs/types';
export declare const detectFace: (parent: any, input: Tensor) => Promise<FaceResult[]>; import type { Human } from '../human';
export declare const detectFace: (parent: Human, input: Tensor) => Promise<FaceResult[]>;

3
types/src/face/mask.d.ts vendored Normal file
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@ -0,0 +1,3 @@
import type { Tensor } from '../tfjs/types';
import type { FaceResult } from '../result';
export declare function mask(face: FaceResult): Promise<Tensor | undefined>;

2
types/src/human.d.ts vendored
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@ -150,7 +150,7 @@ export declare class Human {
* - `alpha` as grayscale canvas that represents segmentation alpha values * - `alpha` as grayscale canvas that represents segmentation alpha values
*/ */
segmentation(input: Input, background?: Input): Promise<{ segmentation(input: Input, background?: Input): Promise<{
data: number[]; data: number[] | Tensor;
canvas: HTMLCanvasElement | OffscreenCanvas | null; canvas: HTMLCanvasElement | OffscreenCanvas | null;
alpha: HTMLCanvasElement | OffscreenCanvas | null; alpha: HTMLCanvasElement | OffscreenCanvas | null;
}>; }>;

10
types/src/segmentation/segmentation.d.ts vendored
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@ -5,12 +5,12 @@
* - [**MediaPipe Meet**](https://drive.google.com/file/d/1lnP1bRi9CSqQQXUHa13159vLELYDgDu0/preview) * - [**MediaPipe Meet**](https://drive.google.com/file/d/1lnP1bRi9CSqQQXUHa13159vLELYDgDu0/preview)
* - [**MediaPipe Selfie**](https://drive.google.com/file/d/1dCfozqknMa068vVsO2j_1FgZkW_e3VWv/preview) * - [**MediaPipe Selfie**](https://drive.google.com/file/d/1dCfozqknMa068vVsO2j_1FgZkW_e3VWv/preview)
*/ */
import type { GraphModel } from '../tfjs/types'; import type { GraphModel, Tensor } from '../tfjs/types';
import type { Config } from '../config'; import type { Config } from '../config';
import type { Input } from '../exports'; import type { Input, AnyCanvas } from '../exports';
export declare function load(config: Config): Promise<GraphModel>; export declare function load(config: Config): Promise<GraphModel>;
export declare function process(input: Input, background: Input | undefined, config: Config): Promise<{ export declare function process(input: Input, background: Input | undefined, config: Config): Promise<{
data: Array<number>; data: Array<number> | Tensor;
canvas: HTMLCanvasElement | OffscreenCanvas | null; canvas: AnyCanvas | null;
alpha: HTMLCanvasElement | OffscreenCanvas | null; alpha: AnyCanvas | null;
}>; }>;

3
types/src/tfjs/backend.d.ts vendored
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@ -1,3 +1,4 @@
/** TFJS backend initialization and customization */ /** TFJS backend initialization and customization */
export declare function check(instance: any, force?: boolean): Promise<boolean>; import type { Human } from '../human';
export declare function check(instance: Human, force?: boolean): Promise<boolean>;
export declare function fakeOps(kernelNames: Array<string>, config: any): void; export declare function fakeOps(kernelNames: Array<string>, config: any): void;

3
types/src/tfjs/humangl.d.ts vendored
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@ -1,4 +1,5 @@
/** TFJS custom backend registration */ /** TFJS custom backend registration */
import type { Human } from '../human';
export declare const config: { export declare const config: {
name: string; name: string;
priority: number; priority: number;
@ -21,4 +22,4 @@ export declare const config: {
* *
* @returns void * @returns void
*/ */
export declare function register(instance: any): Promise<void>; export declare function register(instance: Human): Promise<void>;

3
types/src/warmup.d.ts vendored
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@ -3,11 +3,12 @@
*/ */
import type { Config } from './config'; import type { Config } from './config';
import type { Result } from './result'; import type { Result } from './result';
import type { Human } from './human';
/** Warmup method pre-initializes all configured models for faster inference /** Warmup method pre-initializes all configured models for faster inference
* - can take significant time on startup * - can take significant time on startup
* - only used for `webgl` and `humangl` backends * - only used for `webgl` and `humangl` backends
* @param userConfig?: Config * @param userConfig?: Config
*/ */
export declare function warmup(instance: any, userConfig?: Partial<Config>): Promise<Result | { export declare function warmup(instance: Human, userConfig?: Partial<Config>): Promise<Result | {
error: any; error: any;
}>; }>;