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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/no-shadow": "error",
"@typescript-eslint/no-var-requires": "off",
"@typescript-eslint/prefer-as-const": "off",
"@typescript-eslint/triple-slash-reference": "off",
"@typescript-eslint/no-inferrable-types": "off",
"@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
- add similarity score range normalization
- add faceid demo
- documentation overhaul
- auto tensor shape and channels handling
- 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; }
body { margin: 0; padding: 16px; background: black; color: white; overflow-x: hidden; width: 100vw; height: 100vh; }
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>
</head>
<body>
<canvas id="canvas" style="padding: 8px"></canvas>
<canvas id="source" style="padding: 8px"></canvas>
<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>
<div id="match" style="display: none; padding: 8px">
<label for="name">name:</label>
@ -33,7 +34,7 @@
<span id="save" class="button" style="background-color: royalblue">save</span>
<span id="delete" class="button" style="background-color: lightcoral">delete</span>
</div>
<div id="retry" class="button" style="background-color: darkslategray; width: 350px">retry</div>
<div id="status" style="position: absolute; bottom: 0; width: 100%; padding: 8px; font-size: 0.8rem;"></div>
<div id="retry" class="button" style="background-color: darkslategray; width: 350px; margin-top: 32px; padding: 4px">retry</div>
<div id="ok"></div>
</body>
</html>

115
demo/faceid/index.js
View File

@ -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) {
if (!db)
await open();
@ -62,15 +71,12 @@ async function remove(faceRecord) {
}
// demo/faceid/index.ts
var db2 = [];
var face;
var current;
var humanConfig = {
modelBasePath: "../../models",
filter: { equalization: true },
face: {
enabled: true,
detector: { rotation: true, return: true },
detector: { rotation: true, return: true, cropFactor: 1.6, mask: false },
description: { enabled: true },
iris: { enabled: true },
emotion: { enabled: false },
@ -88,19 +94,24 @@ var options = {
maxTime: 1e4,
blinkMin: 10,
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 = {
faceCount: false,
faceConfidence: false,
facingCenter: false,
lookingCenter: false,
blinkDetected: false,
faceSize: false,
antispoofCheck: false,
livenessCheck: false,
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 = {
start: 0,
end: 0,
@ -115,13 +126,13 @@ var dom = {
canvas: document.getElementById("canvas"),
log: document.getElementById("log"),
fps: document.getElementById("fps"),
status: document.getElementById("status"),
match: document.getElementById("match"),
name: document.getElementById("name"),
save: document.getElementById("save"),
delete: document.getElementById("delete"),
retry: document.getElementById("retry"),
source: document.getElementById("source")
source: document.getElementById("source"),
ok: document.getElementById("ok")
};
var timestamp = { detect: 0, draw: 0 };
var fps = { detect: 0, draw: 0 };
@ -131,7 +142,6 @@ var log2 = (...msg) => {
console.log(...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() {
printFPS("starting webcam...");
const cameraOptions = { audio: false, video: { facingMode: "user", resizeMode: "none", width: { ideal: document.body.clientWidth } } };
@ -155,8 +165,8 @@ async function webCam() {
}
async function detectionLoop() {
if (!dom.video.paused) {
if (face && face.tensor)
human.tf.dispose(face.tensor);
if (current.face && current.face.tensor)
human.tf.dispose(current.face.tensor);
await human.detect(dom.video);
const now = human.now();
fps.detect = 1e3 / (now - timestamp.detect);
@ -179,16 +189,32 @@ async function validationLoop() {
blink.start = human.now();
if (blink.start > 0 && !gestures.includes("blink left eye") && !gestures.includes("blink right eye"))
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)
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.antispoofCheck = (human.result.face[0].real || 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;
}
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()) {
dom.video.pause();
return human.result.face[0];
@ -208,46 +234,48 @@ async function validationLoop() {
}
}
async function saveRecords() {
var _a;
var _a, _b;
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 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);
log2("saved face record:", rec.name);
db2.push(rec);
} else {
log2("invalid name");
}
}
async function deleteRecord() {
if (current.id > 0) {
await remove(current);
if (current.record && current.record.id > 0) {
await remove(current.record);
}
}
async function detectFace() {
var _a, _b;
(_a = dom.canvas.getContext("2d")) == null ? void 0 : _a.clearRect(0, 0, options.minSize, options.minSize);
if (!face || !face.tensor || !face.embedding)
return 0;
human.tf.browser.toPixels(face.tensor, dom.canvas);
const descriptors = db2.map((rec) => rec.descriptor);
const res = await human.match(face.embedding, descriptors);
if (res.index === -1) {
log2("no matches");
if (!current.face || !current.face.tensor || !current.face.embedding)
return false;
human.tf.browser.toPixels(current.face.tensor, dom.canvas);
if (await count() === 0) {
log2("face database is empty");
document.body.style.background = "black";
dom.delete.style.display = "none";
dom.source.style.display = "none";
} 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);
return false;
}
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;
}
async function main() {
var _a, _b;
var _a, _b, _c, _d;
ok.faceCount = false;
ok.faceConfidence = false;
ok.facingCenter = false;
@ -258,34 +286,33 @@ async function main() {
ok.elapsedMs = 0;
dom.match.style.display = "none";
dom.retry.style.display = "none";
dom.source.style.display = "none";
document.body.style.background = "black";
await webCam();
await detectionLoop();
startTime = human.now();
face = await validationLoop();
dom.fps.style.display = "none";
dom.canvas.width = ((_a = face == null ? void 0 : face.tensor) == null ? void 0 : _a.shape[1]) || options.minSize;
dom.canvas.height = ((_b = face == null ? void 0 : face.tensor) == null ? void 0 : _b.shape[0]) || options.minSize;
current.face = await validationLoop();
dom.canvas.width = ((_b = (_a = current.face) == null ? void 0 : _a.tensor) == null ? void 0 : _b.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.source.width = dom.canvas.width;
dom.source.height = dom.canvas.height;
dom.canvas.style.width = "";
dom.match.style.display = "flex";
dom.save.style.display = "flex";
dom.delete.style.display = "flex";
dom.retry.style.display = "block";
if (!allOk()) {
log2("did not find valid face");
return false;
} else {
const res = await detectFace();
document.body.style.background = res ? "darkgreen" : "maroon";
return res;
return detectFace();
}
}
async function init() {
log2("human version:", human.version, "| tfjs version:", human.tf.version_core);
log2("options:", JSON.stringify(options).replace(/{|}|"|\[|\]/g, "").replace(/,/g, " "));
printFPS("loading...");
db2 = await load();
log2("loaded face records:", db2.length);
log2("known face records:", await count());
await webCam();
await human.load();
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 * 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
modelBasePath: '../../models',
filter: { equalization: true }, // lets run with histogram equilizer
face: {
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 },
iris: { enabled: true }, // needed to determine gaze direction
emotion: { enabled: false }, // not needed
@ -39,19 +35,24 @@ const options = {
blinkMin: 10, // minimum duration of a valid blink
blinkMax: 800, // maximum duration of a valid blink
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
faceCount: false,
faceConfidence: false,
facingCenter: false,
lookingCenter: false,
blinkDetected: false,
faceSize: false,
antispoofCheck: false,
livenessCheck: false,
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
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,
log: document.getElementById('log') as HTMLPreElement,
fps: document.getElementById('fps') as HTMLPreElement,
status: document.getElementById('status') as HTMLPreElement,
match: document.getElementById('match') as HTMLDivElement,
name: document.getElementById('name') as HTMLInputElement,
save: document.getElementById('save') as HTMLSpanElement,
delete: document.getElementById('delete') as HTMLSpanElement,
retry: document.getElementById('retry') as HTMLDivElement,
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 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);
};
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
printFPS('starting webcam...');
@ -111,7 +111,7 @@ async function webCam() { // initialize webcam
async function detectionLoop() { // main detection loop
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
const now = human.now();
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
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
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);
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.antispoofCheck = (human.result.face[0].real || 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;
}
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
dom.video.pause();
return human.result.face[0];
@ -163,39 +177,41 @@ async function validationLoop(): Promise<FaceResult> { // main screen refresh lo
async function saveRecords() {
if (dom.name.value.length > 0) {
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);
log('saved face record:', rec.name);
db.push(rec);
} else {
log('invalid name');
}
}
async function deleteRecord() {
if (current.id > 0) {
await indexDb.remove(current);
if (current.record && current.record.id > 0) {
await indexDb.remove(current.record);
}
}
async function detectFace() {
dom.canvas.getContext('2d')?.clearRect(0, 0, options.minSize, options.minSize);
if (!face || !face.tensor || !face.embedding) return 0;
human.tf.browser.toPixels(face.tensor as unknown as TensorLike, dom.canvas);
const descriptors = db.map((rec) => rec.descriptor);
const res = await human.match(face.embedding, descriptors);
if (res.index === -1) {
log('no matches');
if (!current.face || !current.face.tensor || !current.face.embedding) return false;
human.tf.browser.toPixels(current.face.tensor as unknown as TensorLike, dom.canvas);
if (await indexDb.count() === 0) {
log('face database is empty');
document.body.style.background = 'black';
dom.delete.style.display = 'none';
dom.source.style.display = 'none';
} 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);
return false;
}
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;
}
@ -210,27 +226,26 @@ async function main() { // main entry point
ok.elapsedMs = 0;
dom.match.style.display = 'none';
dom.retry.style.display = 'none';
dom.source.style.display = 'none';
document.body.style.background = 'black';
await webCam();
await detectionLoop(); // start detection loop
startTime = human.now();
face = await validationLoop(); // start validation loop
dom.fps.style.display = 'none';
dom.canvas.width = face?.tensor?.shape[1] || options.minSize;
dom.canvas.height = face?.tensor?.shape[0] || options.minSize;
current.face = await validationLoop(); // start validation loop
dom.canvas.width = current.face?.tensor?.shape[1] || options.minSize;
dom.canvas.height = current.face?.tensor?.shape[0] || options.minSize;
dom.source.width = dom.canvas.width;
dom.source.height = dom.canvas.height;
dom.canvas.style.width = '';
dom.match.style.display = 'flex';
dom.save.style.display = 'flex';
dom.delete.style.display = 'flex';
dom.retry.style.display = 'block';
if (!allOk()) {
if (!allOk()) { // is all criteria met?
log('did not find valid face');
return false;
} else {
// log('found valid face');
const res = await detectFace();
document.body.style.background = res ? 'darkgreen' : 'maroon';
return res;
return detectFace();
}
}
@ -238,8 +253,7 @@ async function init() {
log('human version:', human.version, '| tfjs version:', human.tf.version_core);
log('options:', JSON.stringify(options).replace(/{|}|"|\[|\]/g, '').replace(/,/g, ' '));
printFPS('loading...');
db = await indexDb.load(); // load face database from indexdb
log('loaded face records:', db.length);
log('known face records:', await indexDb.count());
await webCam(); // start webcam
await human.load(); // preload all models
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) {
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

27
demo/facematch/facematch.js
View File

@ -135,12 +135,10 @@ async function SelectFaceCanvas(face) {
title('Selected Face');
}
function AddFaceCanvas(index, res, fileName) {
async function AddFaceCanvas(index, res, fileName) {
all[index] = res.face;
let ok = false;
for (const i in res.face) {
if (res.face[i].mesh.length === 0) continue;
ok = true;
if (res.face[i].mesh.length === 0 || !res.face[i].tensor) continue; // did not get valid results
all[index][i].fileName = fileName;
const canvas = document.createElement('canvas');
canvas.tag = { sample: index, face: i, source: fileName };
@ -155,15 +153,7 @@ function AddFaceCanvas(index, res, fileName) {
gender: ${Math.round(100 * res.face[i].genderScore)}% ${res.face[i].gender}
emotion: ${emotion}
`.replace(/ /g, ' ');
// mouse click on any face canvas triggers analysis
canvas.addEventListener('click', (evt) => {
log('Select:', 'Image:', evt.target.tag.sample, 'Face:', evt.target.tag.face, 'Source:', evt.target.tag.source, all[evt.target.tag.sample][evt.target.tag.face]);
SelectFaceCanvas(all[evt.target.tag.sample][evt.target.tag.face]);
});
// if we actually got face image tensor, draw canvas with that face
if (res.face[i].tensor) {
human.tf.browser.toPixels(res.face[i].tensor, canvas);
document.getElementById('faces').appendChild(canvas);
await human.tf.browser.toPixels(res.face[i].tensor, canvas);
const ctx = canvas.getContext('2d');
if (!ctx) return false;
ctx.font = 'small-caps 0.8rem "Lato"';
@ -173,10 +163,13 @@ function AddFaceCanvas(index, res, fileName) {
const result = human.match(res.face[i].embedding, arr);
ctx.font = 'small-caps 1rem "Lato"';
if (result.similarity && res.similarity > minScore) ctx.fillText(`${(100 * result.similarity).toFixed(1)}% ${db[result.index].name}`, 4, canvas.height - 30);
document.getElementById('faces').appendChild(canvas);
canvas.addEventListener('click', (evt) => {
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]);
});
}
}
return ok;
}
async function AddImageElement(index, image, length) {
const faces = all.reduce((prev, curr) => prev += curr.length, 0);
@ -185,8 +178,8 @@ async function AddImageElement(index, image, length) {
const img = new Image(128, 128);
img.onload = () => { // must wait until image is loaded
human.detect(img, userConfig).then((res) => {
const ok = AddFaceCanvas(index, res, image); // then wait until image is analyzed
if (ok) document.getElementById('images').appendChild(img); // and finally we can add it
AddFaceCanvas(index, res, image); // then wait until image is analyzed
document.getElementById('images').appendChild(img); // and finally we can add it
resolve(true);
});
};

104
dist/human.esm-nobundle.js vendored
View File

@ -152,6 +152,8 @@ var config = {
skipTime: 2500,
minConfidence: 0.2,
iouThreshold: 0.1,
cropFactor: 1.6,
mask: false,
return: false
},
mesh: {
@ -5631,9 +5633,8 @@ var model8 = null;
var inputSize5 = 0;
var skipped7 = Number.MAX_SAFE_INTEGER;
var lastTime6 = 0;
var enlargeFact = 1.6;
async function predict6(input, config3) {
var _a, _b, _c, _d, _e, _f, _g, _h;
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 skipFrame = skipped7 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
@ -5647,7 +5648,7 @@ async function predict6(input, config3) {
landmarks: possible.landmarks,
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;
} else {
@ -5671,14 +5672,14 @@ async function predict6(input, config3) {
faceScore: 0,
annotations: {}
};
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, inputSize5);
if ((_d = config3 == null ? void 0 : config3.filter) == null ? void 0 : _d.equalization) {
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, ((_e = config3.face.mesh) == null ? void 0 : _e.enabled) ? inputSize5 : size());
if ((_f = config3 == null ? void 0 : config3.filter) == null ? void 0 : _f.equalization) {
const equilized = await histogramEqualization(face5.tensor);
tfjs_esm_exports.dispose(face5.tensor);
face5.tensor = equilized;
}
face5.boxScore = Math.round(100 * box4.confidence) / 100;
if (!((_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.boxRaw = getRawBox(box4, input);
face5.score = face5.boxScore;
@ -5699,22 +5700,22 @@ async function predict6(input, config3) {
const coordsReshaped = tfjs_esm_exports.reshape(contourCoords, [-1, 3]);
let rawCoords = await coordsReshaped.array();
tfjs_esm_exports.dispose([contourCoords, coordsReshaped, confidence, contours]);
if (face5.faceScore < (((_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;
} 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);
face5.mesh = transformRawCoords(rawCoords, box4, angle, rotationMatrix, inputSize5);
face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize5]);
for (const key of Object.keys(meshAnnotations))
face5.annotations[key] = meshAnnotations[key].map((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.boxRaw = getRawBox(box4, input);
face5.score = face5.faceScore;
newCache.push(box4);
tfjs_esm_exports.dispose(face5.tensor);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_h = config3.face.detector) == null ? void 0 : _h.rotation, box4, input, inputSize5);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_k = config3.face.detector) == null ? void 0 : _k.rotation, box4, input, inputSize5);
}
}
faces.push(face5);
@ -10641,8 +10642,8 @@ async function process5(input, background, config3) {
if (!model14)
await load15(config3);
const inputImage = await process2(input, config3);
const width = ((_a = inputImage.canvas) == null ? void 0 : _a.width) || 0;
const height = ((_b = inputImage.canvas) == null ? void 0 : _b.height) || 0;
const width = ((_a = inputImage.tensor) == null ? void 0 : _a.shape[2]) || 0;
const height = ((_b = inputImage.tensor) == null ? void 0 : _b.shape[1]) || 0;
if (!inputImage.tensor)
return { data: [], canvas: null, alpha: null };
const t = {};
@ -10699,7 +10700,7 @@ async function process5(input, background, config3) {
}
Object.keys(t).forEach((tensor3) => tfjs_esm_exports.dispose(t[tensor3]));
busy = false;
return { data, canvas: mergedCanvas || compositeCanvas, alpha: alphaCanvas };
return { data, canvas: compositeCanvas, alpha: alphaCanvas };
}
// src/models.ts
@ -11516,6 +11517,44 @@ async function all(inCanvas2, result, drawOptions) {
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
var calculateGaze = (face5) => {
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
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 ageRes;
let gearRes;
@ -11649,44 +11688,49 @@ var detectFace = async (parent, input) => {
log("Face object is disposed:", faces[i].tensor);
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:");
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 {
parent.state = "run:emotion";
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.analyze("End Emotion:");
parent.analyze("Start AntiSpoof:");
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 {
parent.state = "run:antispoof";
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.analyze("End AntiSpoof:");
parent.analyze("Start Liveness:");
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 {
parent.state = "run:liveness";
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.analyze("End Liveness:");
parent.analyze("Start Description:");
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 {
parent.state = "run:description";
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.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]);
}
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.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 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);
if (faces[i].tensor)
delete faces[i].tensor;
@ -11762,11 +11806,12 @@ var face2 = (res) => {
const gestures = [];
for (let i = 0; i < res.length; i++) {
if (res[i].mesh && res[i].mesh.length > 450) {
const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2];
if (Math.abs(eyeFacing) < 10)
const zDiff = res[i].mesh[33][2] - res[i].mesh[263][2];
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" });
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]);
if (openLeft < 0.2)
gestures.push({ face: i, gesture: "blink left eye" });
@ -11930,6 +11975,7 @@ function calc2(newResult, config3) {
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 boxRaw = newResult.face[i].boxRaw.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].boxRaw[j] + b) / bufferedFactor);
if (newResult.face[i].rotation) {
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.matrix = (_g = newResult.face[i].rotation) == null ? void 0 : _g.matrix;
rotation.angle = {
@ -11943,6 +11989,8 @@ function calc2(newResult, config3) {
};
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) {
bufferedResult.object = JSON.parse(JSON.stringify(newResult.object));

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@ -187,6 +187,8 @@ var config = {
skipTime: 2500,
minConfidence: 0.2,
iouThreshold: 0.1,
cropFactor: 1.6,
mask: false,
return: false
},
mesh: {
@ -1341,7 +1343,7 @@ var Env = class {
var env = new Env();
// src/human.ts
var tf30 = __toModule(require_tfjs_esm());
var tf31 = __toModule(require_tfjs_esm());
// package.json
var version = "2.5.1";
@ -5669,9 +5671,8 @@ var model8 = null;
var inputSize5 = 0;
var skipped7 = Number.MAX_SAFE_INTEGER;
var lastTime6 = 0;
var enlargeFact = 1.6;
async function predict6(input, config3) {
var _a, _b, _c, _d, _e, _f, _g, _h;
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 skipFrame = skipped7 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
@ -5685,7 +5686,7 @@ async function predict6(input, config3) {
landmarks: possible.landmarks,
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;
} else {
@ -5709,14 +5710,14 @@ async function predict6(input, config3) {
faceScore: 0,
annotations: {}
};
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, inputSize5);
if ((_d = config3 == null ? void 0 : config3.filter) == null ? void 0 : _d.equalization) {
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, ((_e = config3.face.mesh) == null ? void 0 : _e.enabled) ? inputSize5 : size());
if ((_f = config3 == null ? void 0 : config3.filter) == null ? void 0 : _f.equalization) {
const equilized = await histogramEqualization(face5.tensor);
tf13.dispose(face5.tensor);
face5.tensor = equilized;
}
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.boxRaw = getRawBox(box4, input);
face5.score = face5.boxScore;
@ -5737,22 +5738,22 @@ async function predict6(input, config3) {
const coordsReshaped = tf13.reshape(contourCoords, [-1, 3]);
let rawCoords = await coordsReshaped.array();
tf13.dispose([contourCoords, coordsReshaped, confidence, contours]);
if (face5.faceScore < (((_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;
} 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);
face5.mesh = transformRawCoords(rawCoords, box4, angle, rotationMatrix, inputSize5);
face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize5]);
for (const key of Object.keys(meshAnnotations))
face5.annotations[key] = meshAnnotations[key].map((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.boxRaw = getRawBox(box4, input);
face5.score = face5.faceScore;
newCache.push(box4);
tf13.dispose(face5.tensor);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_h = config3.face.detector) == null ? void 0 : _h.rotation, box4, input, inputSize5);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_k = config3.face.detector) == null ? void 0 : _k.rotation, box4, input, inputSize5);
}
}
faces.push(face5);
@ -10699,8 +10700,8 @@ async function process5(input, background, config3) {
if (!model14)
await load15(config3);
const inputImage = await process2(input, config3);
const width = ((_a = inputImage.canvas) == null ? void 0 : _a.width) || 0;
const height = ((_b = inputImage.canvas) == null ? void 0 : _b.height) || 0;
const width = ((_a = inputImage.tensor) == null ? void 0 : _a.shape[2]) || 0;
const height = ((_b = inputImage.tensor) == null ? void 0 : _b.shape[1]) || 0;
if (!inputImage.tensor)
return { data: [], canvas: null, alpha: null };
const t = {};
@ -10757,7 +10758,7 @@ async function process5(input, background, config3) {
}
Object.keys(t).forEach((tensor3) => tf25.dispose(t[tensor3]));
busy = false;
return { data, canvas: mergedCanvas || compositeCanvas, alpha: alphaCanvas };
return { data, canvas: compositeCanvas, alpha: alphaCanvas };
}
// src/models.ts
@ -11576,7 +11577,46 @@ async function all(inCanvas2, result, drawOptions) {
}
// src/face/face.ts
var tf29 = __toModule(require_tfjs_esm());
// src/face/mask.ts
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
var calculateGaze = (face5) => {
@ -11686,7 +11726,7 @@ var calculateFaceAngle = (face5, imageSize) => {
// src/face/face.ts
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 ageRes;
let gearRes;
@ -11711,44 +11751,49 @@ var detectFace = async (parent, input) => {
log("Face object is disposed:", faces[i].tensor);
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:");
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 {
parent.state = "run:emotion";
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.analyze("End Emotion:");
parent.analyze("Start AntiSpoof:");
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 {
parent.state = "run:antispoof";
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.analyze("End AntiSpoof:");
parent.analyze("Start Liveness:");
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 {
parent.state = "run:liveness";
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.analyze("End Liveness:");
parent.analyze("Start Description:");
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 {
parent.state = "run:description";
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.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]);
}
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.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 tensor3 = parent.config.face.detector.return ? tf28.squeeze(faces[i].tensor) : null;
tf28.dispose(faces[i].tensor);
const tensor3 = ((_o = parent.config.face.detector) == null ? void 0 : _o.return) ? tf29.squeeze(faces[i].tensor) : null;
tf29.dispose(faces[i].tensor);
if (faces[i].tensor)
delete faces[i].tensor;
faceRes.push({
@ -11824,11 +11869,12 @@ var face2 = (res) => {
const gestures = [];
for (let i = 0; i < res.length; i++) {
if (res[i].mesh && res[i].mesh.length > 450) {
const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2];
if (Math.abs(eyeFacing) < 10)
const zDiff = res[i].mesh[33][2] - res[i].mesh[263][2];
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" });
else
gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? "left" : "right"}` });
gestures.push({ face: i, gesture: `facing ${zDiff < 0 ? "left" : "right"}` });
const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]);
if (openLeft < 0.2)
gestures.push({ face: i, gesture: "blink left eye" });
@ -11992,6 +12038,7 @@ function calc2(newResult, config3) {
for (let i = 0; i < newResult.face.length; i++) {
const box4 = newResult.face[i].box.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].box[j] + b) / bufferedFactor);
const boxRaw = newResult.face[i].boxRaw.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].boxRaw[j] + b) / bufferedFactor);
if (newResult.face[i].rotation) {
const rotation = { matrix: [0, 0, 0, 0, 0, 0, 0, 0, 0], angle: { roll: 0, yaw: 0, pitch: 0 }, gaze: { bearing: 0, strength: 0 } };
rotation.matrix = (_g = newResult.face[i].rotation) == null ? void 0 : _g.matrix;
rotation.angle = {
@ -12005,6 +12052,8 @@ function calc2(newResult, config3) {
};
bufferedResult.face[i] = { ...newResult.face[i], rotation, box: box4, boxRaw };
}
bufferedResult.face[i] = { ...newResult.face[i], box: box4, boxRaw };
}
}
if (!bufferedResult.object || newResult.object.length !== bufferedResult.object.length) {
bufferedResult.object = JSON.parse(JSON.stringify(newResult.object));
@ -12856,7 +12905,7 @@ lBhEMohlFerLlBjEMohMVTEARDKCITsAk2AEgAAAkAAAAAAAAAAAAAAAAAAAAAAAASAAAAAAAAD/
2Q==`;
// src/warmup.ts
var tf29 = __toModule(require_tfjs_esm());
var tf30 = __toModule(require_tfjs_esm());
async function warmupBitmap(instance) {
const b64toBlob = (base64, type = "application/octet-stream") => fetch(`data:${type};base64,${base64}`).then((res2) => res2.blob());
let blob;
@ -12928,8 +12977,8 @@ async function warmupNode(instance) {
if (!img)
return null;
let res;
if (typeof tf29["node"] !== "undefined") {
const data = tf29["node"].decodeJpeg(img);
if (typeof tf30["node"] !== "undefined") {
const data = tf30["node"].decodeJpeg(img);
const expanded = data.expandDims(0);
instance.tf.dispose(data);
res = await instance.detect(expanded, instance.config);
@ -12999,7 +13048,7 @@ var Human = class {
return null;
if (!input)
return "input is not defined";
if (this.env.node && !(input instanceof tf30.Tensor))
if (this.env.node && !(input instanceof tf31.Tensor))
return "input must be a tensor";
try {
this.tf.getBackend();
@ -13017,7 +13066,7 @@ var Human = class {
(_a = this.events) == null ? void 0 : _a.dispatchEvent(new Event(event));
});
this.env = env;
config.wasmPath = tf30.version_core.includes("-") ? "https://vladmandic.github.io/tfjs/dist/" : `https://cdn.jsdelivr.net/npm/@tensorflow/tfjs-backend-wasm@${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.backend = env.browser ? "humangl" : "tensorflow";
this.version = version;
@ -13026,7 +13075,7 @@ var Human = class {
Object.seal(this.config);
if (userConfig)
this.config = mergeDeep(this.config, userConfig);
this.tf = tf30;
this.tf = tf31;
this.state = "idle";
__privateSet(this, _numTensors, 0);
__privateSet(this, _analyzeMemoryLeaks, false);
@ -13092,7 +13141,7 @@ var Human = class {
log(`tfjs version: ${this.tf.version_core}`);
if (!await check(this))
log("error: backend check failed");
await tf30.ready();
await tf31.ready();
if (this.env.browser) {
if (this.config.debug)
log("configuration:", this.config);
@ -13291,7 +13340,7 @@ var Human = class {
return join2(faceRes, bodyRes, handRes, gestureRes, shape);
}
};
tf30.dispose(img.tensor);
tf31.dispose(img.tensor);
this.emit("detect");
this.state = "idle";
resolve(this.result);

125
dist/human.node-wasm.js vendored
View File

@ -188,6 +188,8 @@ var config = {
skipTime: 2500,
minConfidence: 0.2,
iouThreshold: 0.1,
cropFactor: 1.6,
mask: false,
return: false
},
mesh: {
@ -1342,7 +1344,7 @@ var Env = class {
var env = new Env();
// src/human.ts
var tf30 = __toModule(require_tfjs_esm());
var tf31 = __toModule(require_tfjs_esm());
// package.json
var version = "2.5.1";
@ -5670,9 +5672,8 @@ var model8 = null;
var inputSize5 = 0;
var skipped7 = Number.MAX_SAFE_INTEGER;
var lastTime6 = 0;
var enlargeFact = 1.6;
async function predict6(input, config3) {
var _a, _b, _c, _d, _e, _f, _g, _h;
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 skipFrame = skipped7 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
@ -5686,7 +5687,7 @@ async function predict6(input, config3) {
landmarks: possible.landmarks,
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;
} else {
@ -5710,14 +5711,14 @@ async function predict6(input, config3) {
faceScore: 0,
annotations: {}
};
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, inputSize5);
if ((_d = config3 == null ? void 0 : config3.filter) == null ? void 0 : _d.equalization) {
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, ((_e = config3.face.mesh) == null ? void 0 : _e.enabled) ? inputSize5 : size());
if ((_f = config3 == null ? void 0 : config3.filter) == null ? void 0 : _f.equalization) {
const equilized = await histogramEqualization(face5.tensor);
tf13.dispose(face5.tensor);
face5.tensor = equilized;
}
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.boxRaw = getRawBox(box4, input);
face5.score = face5.boxScore;
@ -5738,22 +5739,22 @@ async function predict6(input, config3) {
const coordsReshaped = tf13.reshape(contourCoords, [-1, 3]);
let rawCoords = await coordsReshaped.array();
tf13.dispose([contourCoords, coordsReshaped, confidence, contours]);
if (face5.faceScore < (((_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;
} 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);
face5.mesh = transformRawCoords(rawCoords, box4, angle, rotationMatrix, inputSize5);
face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize5]);
for (const key of Object.keys(meshAnnotations))
face5.annotations[key] = meshAnnotations[key].map((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.boxRaw = getRawBox(box4, input);
face5.score = face5.faceScore;
newCache.push(box4);
tf13.dispose(face5.tensor);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_h = config3.face.detector) == null ? void 0 : _h.rotation, box4, input, inputSize5);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_k = config3.face.detector) == null ? void 0 : _k.rotation, box4, input, inputSize5);
}
}
faces.push(face5);
@ -10700,8 +10701,8 @@ async function process5(input, background, config3) {
if (!model14)
await load15(config3);
const inputImage = await process2(input, config3);
const width = ((_a = inputImage.canvas) == null ? void 0 : _a.width) || 0;
const height = ((_b = inputImage.canvas) == null ? void 0 : _b.height) || 0;
const width = ((_a = inputImage.tensor) == null ? void 0 : _a.shape[2]) || 0;
const height = ((_b = inputImage.tensor) == null ? void 0 : _b.shape[1]) || 0;
if (!inputImage.tensor)
return { data: [], canvas: null, alpha: null };
const t = {};
@ -10758,7 +10759,7 @@ async function process5(input, background, config3) {
}
Object.keys(t).forEach((tensor3) => tf25.dispose(t[tensor3]));
busy = false;
return { data, canvas: mergedCanvas || compositeCanvas, alpha: alphaCanvas };
return { data, canvas: compositeCanvas, alpha: alphaCanvas };
}
// src/models.ts
@ -11577,7 +11578,46 @@ async function all(inCanvas2, result, drawOptions) {
}
// src/face/face.ts
var tf29 = __toModule(require_tfjs_esm());
// src/face/mask.ts
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
var calculateGaze = (face5) => {
@ -11687,7 +11727,7 @@ var calculateFaceAngle = (face5, imageSize) => {
// src/face/face.ts
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 ageRes;
let gearRes;
@ -11712,44 +11752,49 @@ var detectFace = async (parent, input) => {
log("Face object is disposed:", faces[i].tensor);
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:");
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 {
parent.state = "run:emotion";
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.analyze("End Emotion:");
parent.analyze("Start AntiSpoof:");
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 {
parent.state = "run:antispoof";
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.analyze("End AntiSpoof:");
parent.analyze("Start Liveness:");
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 {
parent.state = "run:liveness";
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.analyze("End Liveness:");
parent.analyze("Start Description:");
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 {
parent.state = "run:description";
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.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]);
}
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.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 tensor3 = parent.config.face.detector.return ? tf28.squeeze(faces[i].tensor) : null;
tf28.dispose(faces[i].tensor);
const tensor3 = ((_o = parent.config.face.detector) == null ? void 0 : _o.return) ? tf29.squeeze(faces[i].tensor) : null;
tf29.dispose(faces[i].tensor);
if (faces[i].tensor)
delete faces[i].tensor;
faceRes.push({
@ -11825,11 +11870,12 @@ var face2 = (res) => {
const gestures = [];
for (let i = 0; i < res.length; i++) {
if (res[i].mesh && res[i].mesh.length > 450) {
const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2];
if (Math.abs(eyeFacing) < 10)
const zDiff = res[i].mesh[33][2] - res[i].mesh[263][2];
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" });
else
gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? "left" : "right"}` });
gestures.push({ face: i, gesture: `facing ${zDiff < 0 ? "left" : "right"}` });
const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]);
if (openLeft < 0.2)
gestures.push({ face: i, gesture: "blink left eye" });
@ -11993,6 +12039,7 @@ function calc2(newResult, config3) {
for (let i = 0; i < newResult.face.length; i++) {
const box4 = newResult.face[i].box.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].box[j] + b) / bufferedFactor);
const boxRaw = newResult.face[i].boxRaw.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].boxRaw[j] + b) / bufferedFactor);
if (newResult.face[i].rotation) {
const rotation = { matrix: [0, 0, 0, 0, 0, 0, 0, 0, 0], angle: { roll: 0, yaw: 0, pitch: 0 }, gaze: { bearing: 0, strength: 0 } };
rotation.matrix = (_g = newResult.face[i].rotation) == null ? void 0 : _g.matrix;
rotation.angle = {
@ -12006,6 +12053,8 @@ function calc2(newResult, config3) {
};
bufferedResult.face[i] = { ...newResult.face[i], rotation, box: box4, boxRaw };
}
bufferedResult.face[i] = { ...newResult.face[i], box: box4, boxRaw };
}
}
if (!bufferedResult.object || newResult.object.length !== bufferedResult.object.length) {
bufferedResult.object = JSON.parse(JSON.stringify(newResult.object));
@ -12857,7 +12906,7 @@ lBhEMohlFerLlBjEMohMVTEARDKCITsAk2AEgAAAkAAAAAAAAAAAAAAAAAAAAAAAASAAAAAAAAD/
2Q==`;
// src/warmup.ts
var tf29 = __toModule(require_tfjs_esm());
var tf30 = __toModule(require_tfjs_esm());
async function warmupBitmap(instance) {
const b64toBlob = (base64, type = "application/octet-stream") => fetch(`data:${type};base64,${base64}`).then((res2) => res2.blob());
let blob;
@ -12929,8 +12978,8 @@ async function warmupNode(instance) {
if (!img)
return null;
let res;
if (typeof tf29["node"] !== "undefined") {
const data = tf29["node"].decodeJpeg(img);
if (typeof tf30["node"] !== "undefined") {
const data = tf30["node"].decodeJpeg(img);
const expanded = data.expandDims(0);
instance.tf.dispose(data);
res = await instance.detect(expanded, instance.config);
@ -13000,7 +13049,7 @@ var Human = class {
return null;
if (!input)
return "input is not defined";
if (this.env.node && !(input instanceof tf30.Tensor))
if (this.env.node && !(input instanceof tf31.Tensor))
return "input must be a tensor";
try {
this.tf.getBackend();
@ -13018,7 +13067,7 @@ var Human = class {
(_a = this.events) == null ? void 0 : _a.dispatchEvent(new Event(event));
});
this.env = env;
config.wasmPath = tf30.version_core.includes("-") ? "https://vladmandic.github.io/tfjs/dist/" : `https://cdn.jsdelivr.net/npm/@tensorflow/tfjs-backend-wasm@${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.backend = env.browser ? "humangl" : "tensorflow";
this.version = version;
@ -13027,7 +13076,7 @@ var Human = class {
Object.seal(this.config);
if (userConfig)
this.config = mergeDeep(this.config, userConfig);
this.tf = tf30;
this.tf = tf31;
this.state = "idle";
__privateSet(this, _numTensors, 0);
__privateSet(this, _analyzeMemoryLeaks, false);
@ -13093,7 +13142,7 @@ var Human = class {
log(`tfjs version: ${this.tf.version_core}`);
if (!await check(this))
log("error: backend check failed");
await tf30.ready();
await tf31.ready();
if (this.env.browser) {
if (this.config.debug)
log("configuration:", this.config);
@ -13292,7 +13341,7 @@ var Human = class {
return join2(faceRes, bodyRes, handRes, gestureRes, shape);
}
};
tf30.dispose(img.tensor);
tf31.dispose(img.tensor);
this.emit("detect");
this.state = "idle";
resolve(this.result);

125
dist/human.node.js vendored
View File

@ -187,6 +187,8 @@ var config = {
skipTime: 2500,
minConfidence: 0.2,
iouThreshold: 0.1,
cropFactor: 1.6,
mask: false,
return: false
},
mesh: {
@ -1341,7 +1343,7 @@ var Env = class {
var env = new Env();
// src/human.ts
var tf30 = __toModule(require_tfjs_esm());
var tf31 = __toModule(require_tfjs_esm());
// package.json
var version = "2.5.1";
@ -5669,9 +5671,8 @@ var model8 = null;
var inputSize5 = 0;
var skipped7 = Number.MAX_SAFE_INTEGER;
var lastTime6 = 0;
var enlargeFact = 1.6;
async function predict6(input, config3) {
var _a, _b, _c, _d, _e, _f, _g, _h;
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 skipFrame = skipped7 < (((_b = config3.face.detector) == null ? void 0 : _b.skipFrames) || 0);
if (!config3.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
@ -5685,7 +5686,7 @@ async function predict6(input, config3) {
landmarks: possible.landmarks,
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;
} else {
@ -5709,14 +5710,14 @@ async function predict6(input, config3) {
faceScore: 0,
annotations: {}
};
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, inputSize5);
if ((_d = config3 == null ? void 0 : config3.filter) == null ? void 0 : _d.equalization) {
[angle, rotationMatrix, face5.tensor] = correctFaceRotation(false, box4, input, ((_e = config3.face.mesh) == null ? void 0 : _e.enabled) ? inputSize5 : size());
if ((_f = config3 == null ? void 0 : config3.filter) == null ? void 0 : _f.equalization) {
const equilized = await histogramEqualization(face5.tensor);
tf13.dispose(face5.tensor);
face5.tensor = equilized;
}
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.boxRaw = getRawBox(box4, input);
face5.score = face5.boxScore;
@ -5737,22 +5738,22 @@ async function predict6(input, config3) {
const coordsReshaped = tf13.reshape(contourCoords, [-1, 3]);
let rawCoords = await coordsReshaped.array();
tf13.dispose([contourCoords, coordsReshaped, confidence, contours]);
if (face5.faceScore < (((_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;
} 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);
face5.mesh = transformRawCoords(rawCoords, box4, angle, rotationMatrix, inputSize5);
face5.meshRaw = face5.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize5]);
for (const key of Object.keys(meshAnnotations))
face5.annotations[key] = meshAnnotations[key].map((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.boxRaw = getRawBox(box4, input);
face5.score = face5.faceScore;
newCache.push(box4);
tf13.dispose(face5.tensor);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_h = config3.face.detector) == null ? void 0 : _h.rotation, box4, input, inputSize5);
[angle, rotationMatrix, face5.tensor] = correctFaceRotation((_k = config3.face.detector) == null ? void 0 : _k.rotation, box4, input, inputSize5);
}
}
faces.push(face5);
@ -10699,8 +10700,8 @@ async function process5(input, background, config3) {
if (!model14)
await load15(config3);
const inputImage = await process2(input, config3);
const width = ((_a = inputImage.canvas) == null ? void 0 : _a.width) || 0;
const height = ((_b = inputImage.canvas) == null ? void 0 : _b.height) || 0;
const width = ((_a = inputImage.tensor) == null ? void 0 : _a.shape[2]) || 0;
const height = ((_b = inputImage.tensor) == null ? void 0 : _b.shape[1]) || 0;
if (!inputImage.tensor)
return { data: [], canvas: null, alpha: null };
const t = {};
@ -10757,7 +10758,7 @@ async function process5(input, background, config3) {
}
Object.keys(t).forEach((tensor3) => tf25.dispose(t[tensor3]));
busy = false;
return { data, canvas: mergedCanvas || compositeCanvas, alpha: alphaCanvas };
return { data, canvas: compositeCanvas, alpha: alphaCanvas };
}
// src/models.ts
@ -11576,7 +11577,46 @@ async function all(inCanvas2, result, drawOptions) {
}
// src/face/face.ts
var tf29 = __toModule(require_tfjs_esm());
// src/face/mask.ts
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
var calculateGaze = (face5) => {
@ -11686,7 +11726,7 @@ var calculateFaceAngle = (face5, imageSize) => {
// src/face/face.ts
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 ageRes;
let gearRes;
@ -11711,44 +11751,49 @@ var detectFace = async (parent, input) => {
log("Face object is disposed:", faces[i].tensor);
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:");
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 {
parent.state = "run:emotion";
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.analyze("End Emotion:");
parent.analyze("Start AntiSpoof:");
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 {
parent.state = "run:antispoof";
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.analyze("End AntiSpoof:");
parent.analyze("Start Liveness:");
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 {
parent.state = "run:liveness";
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.analyze("End Liveness:");
parent.analyze("Start Description:");
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 {
parent.state = "run:description";
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.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]);
}
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.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 tensor3 = parent.config.face.detector.return ? tf28.squeeze(faces[i].tensor) : null;
tf28.dispose(faces[i].tensor);
const tensor3 = ((_o = parent.config.face.detector) == null ? void 0 : _o.return) ? tf29.squeeze(faces[i].tensor) : null;
tf29.dispose(faces[i].tensor);
if (faces[i].tensor)
delete faces[i].tensor;
faceRes.push({
@ -11824,11 +11869,12 @@ var face2 = (res) => {
const gestures = [];
for (let i = 0; i < res.length; i++) {
if (res[i].mesh && res[i].mesh.length > 450) {
const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2];
if (Math.abs(eyeFacing) < 10)
const zDiff = res[i].mesh[33][2] - res[i].mesh[263][2];
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" });
else
gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? "left" : "right"}` });
gestures.push({ face: i, gesture: `facing ${zDiff < 0 ? "left" : "right"}` });
const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]);
if (openLeft < 0.2)
gestures.push({ face: i, gesture: "blink left eye" });
@ -11992,6 +12038,7 @@ function calc2(newResult, config3) {
for (let i = 0; i < newResult.face.length; i++) {
const box4 = newResult.face[i].box.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].box[j] + b) / bufferedFactor);
const boxRaw = newResult.face[i].boxRaw.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].boxRaw[j] + b) / bufferedFactor);
if (newResult.face[i].rotation) {
const rotation = { matrix: [0, 0, 0, 0, 0, 0, 0, 0, 0], angle: { roll: 0, yaw: 0, pitch: 0 }, gaze: { bearing: 0, strength: 0 } };
rotation.matrix = (_g = newResult.face[i].rotation) == null ? void 0 : _g.matrix;
rotation.angle = {
@ -12005,6 +12052,8 @@ function calc2(newResult, config3) {
};
bufferedResult.face[i] = { ...newResult.face[i], rotation, box: box4, boxRaw };
}
bufferedResult.face[i] = { ...newResult.face[i], box: box4, boxRaw };
}
}
if (!bufferedResult.object || newResult.object.length !== bufferedResult.object.length) {
bufferedResult.object = JSON.parse(JSON.stringify(newResult.object));
@ -12856,7 +12905,7 @@ lBhEMohlFerLlBjEMohMVTEARDKCITsAk2AEgAAAkAAAAAAAAAAAAAAAAAAAAAAAASAAAAAAAAD/
2Q==`;
// src/warmup.ts
var tf29 = __toModule(require_tfjs_esm());
var tf30 = __toModule(require_tfjs_esm());
async function warmupBitmap(instance) {
const b64toBlob = (base64, type = "application/octet-stream") => fetch(`data:${type};base64,${base64}`).then((res2) => res2.blob());
let blob;
@ -12928,8 +12977,8 @@ async function warmupNode(instance) {
if (!img)
return null;
let res;
if (typeof tf29["node"] !== "undefined") {
const data = tf29["node"].decodeJpeg(img);
if (typeof tf30["node"] !== "undefined") {
const data = tf30["node"].decodeJpeg(img);
const expanded = data.expandDims(0);
instance.tf.dispose(data);
res = await instance.detect(expanded, instance.config);
@ -12999,7 +13048,7 @@ var Human = class {
return null;
if (!input)
return "input is not defined";
if (this.env.node && !(input instanceof tf30.Tensor))
if (this.env.node && !(input instanceof tf31.Tensor))
return "input must be a tensor";
try {
this.tf.getBackend();
@ -13017,7 +13066,7 @@ var Human = class {
(_a = this.events) == null ? void 0 : _a.dispatchEvent(new Event(event));
});
this.env = env;
config.wasmPath = tf30.version_core.includes("-") ? "https://vladmandic.github.io/tfjs/dist/" : `https://cdn.jsdelivr.net/npm/@tensorflow/tfjs-backend-wasm@${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.backend = env.browser ? "humangl" : "tensorflow";
this.version = version;
@ -13026,7 +13075,7 @@ var Human = class {
Object.seal(this.config);
if (userConfig)
this.config = mergeDeep(this.config, userConfig);
this.tf = tf30;
this.tf = tf31;
this.state = "idle";
__privateSet(this, _numTensors, 0);
__privateSet(this, _analyzeMemoryLeaks, false);
@ -13092,7 +13141,7 @@ var Human = class {
log(`tfjs version: ${this.tf.version_core}`);
if (!await check(this))
log("error: backend check failed");
await tf30.ready();
await tf31.ready();
if (this.env.browser) {
if (this.config.debug)
log("configuration:", this.config);
@ -13291,7 +13340,7 @@ var Human = class {
return join2(faceRes, bodyRes, handRes, gestureRes, shape);
}
};
tf30.dispose(img.tensor);
tf31.dispose(img.tensor);
this.emit("detect");
this.state = "idle";
resolve(this.result);

10
src/config.ts
View File

@ -23,6 +23,14 @@ export interface FaceDetectorConfig extends GenericConfig {
minConfidence: number,
/** @property minimum overlap between two detected faces before one is discarded */
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? */
return: boolean,
}
@ -314,6 +322,8 @@ const config: Config = {
skipTime: 2500,
minConfidence: 0.2,
iouThreshold: 0.1,
cropFactor: 1.6,
mask: false,
return: false,
},
mesh: {

1
src/face/blazeface.ts
View File

@ -17,7 +17,6 @@ let anchorsData: [number, number][] = [];
let anchors: Tensor | null = null;
let inputSize = 0;
// export const size = () => (model && model.inputs[0].shape ? model.inputs[0].shape[2] : 0);
export const size = () => inputSize;
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 emotion from '../gear/emotion';
import * as faceres from './faceres';
import * as mask from './mask';
import * as antispoof from './antispoof';
import * as liveness from './liveness';
import type { FaceResult } from '../result';
import type { Tensor } from '../tfjs/types';
import type { Human } from '../human';
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
// eslint-disable-next-line no-async-promise-executor
let timeStamp;
@ -46,16 +48,24 @@ export const detectFace = async (parent /* instance of human */, input: Tensor):
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
parent.analyze('Start Emotion:');
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 {
parent.state = 'run:emotion';
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.analyze('End Emotion:');
@ -63,11 +73,11 @@ export const detectFace = async (parent /* instance of human */, input: Tensor):
// run antispoof, inherits face from blazeface
parent.analyze('Start AntiSpoof:');
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 {
parent.state = 'run:antispoof';
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.analyze('End AntiSpoof:');
@ -75,11 +85,11 @@ export const detectFace = async (parent /* instance of human */, input: Tensor):
// run liveness, inherits face from blazeface
parent.analyze('Start Liveness:');
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 {
parent.state = 'run:liveness';
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.analyze('End Liveness:');
@ -101,11 +111,11 @@ export const detectFace = async (parent /* instance of human */, input: Tensor):
// run emotion, inherits face from blazeface
parent.analyze('Start Description:');
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 {
parent.state = 'run:description';
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.analyze('End Description:');
@ -119,7 +129,7 @@ export const detectFace = async (parent /* instance of human */, input: Tensor):
// calculate iris distance
// 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.rightEyeIris;
}
@ -130,7 +140,7 @@ export const detectFace = async (parent /* instance of human */, input: Tensor):
: 0; // note: average human iris size is 11.7mm
// 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
tf.dispose(faces[i].tensor);
// delete temp face image

8
src/face/facemesh.ts
View File

@ -25,11 +25,9 @@ let model: GraphModel | null = null;
let inputSize = 0;
let skipped = Number.MAX_SAFE_INTEGER;
let lastTime = 0;
const enlargeFact = 1.6;
export async function predict(input: Tensor, config: Config): Promise<FaceResult[]> {
// reset cached boxes
const skipTime = (config.face.detector?.skipTime || 0) > (now() - lastTime);
const skipFrame = skipped < (config.face.detector?.skipFrames || 0);
if (!config.skipAllowed || !skipTime || !skipFrame || boxCache.length === 0) {
@ -43,7 +41,7 @@ export async function predict(input: Tensor, config: Config): Promise<FaceResult
landmarks: possible.landmarks,
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;
} else {
@ -68,7 +66,7 @@ export async function predict(input: Tensor, config: Config): Promise<FaceResult
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) {
const equilized = await histogramEqualization(face.tensor as 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.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
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.boxRaw = util.getRawBox(box, input);
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 {
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
// 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 norm = tf.mul(crop, 255);
tf.dispose(crop);
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 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(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
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 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) {

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 }> = [];
for (let i = 0; i < res.length; i++) {
if (res[i].mesh && res[i].mesh.length > 450) {
const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2];
if (Math.abs(eyeFacing) < 10) gestures.push({ face: i, gesture: 'facing center' });
else gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? 'left' : 'right'}` });
const zDiff = res[i].mesh[33][2] - res[i].mesh[263][2];
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' });
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
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

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
* - `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);
}

2
src/result.ts
View File

@ -54,7 +54,7 @@ export interface FaceResult {
angle: { roll: number, yaw: number, pitch: number },
matrix: [number, number, number, number, number, number, number, number, number],
gaze: { bearing: number, strength: number },
}
} | null,
/** detected face as tensor that can be used in further pipelines */
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 { Config } from '../config';
import { env } from '../util/env';
import type { Input } from '../exports';
import type { Input, AnyCanvas } from '../exports';
let model: GraphModel;
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)
: 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 };
busy = true;
if (!model) await load(config);
const inputImage = await image.process(input, config);
const width = inputImage.canvas?.width || 0;
const height = inputImage.canvas?.height || 0;
const width = inputImage.tensor?.shape[2] || 0;
const height = inputImage.tensor?.shape[1] || 0;
if (!inputImage.tensor) return { data: [], canvas: null, alpha: null };
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]));
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 */
import type { Human } from '../human';
import { log, now } from '../util/util';
import { env } from '../util/env';
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';
if (force || env.initial || (instance.config.backend && (instance.config.backend.length > 0) && (tf.getBackend() !== instance.config.backend))) {
const timeStamp = now();

3
src/tfjs/humangl.ts
View File

@ -1,5 +1,6 @@
/** TFJS custom backend registration */
import type { Human } from '../human';
import { log } from '../util/util';
import * as tf from '../../dist/tfjs.esm.js';
import * as image from '../image/image';
@ -40,7 +41,7 @@ function extensions(): 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
if (instance.config.backend !== 'humangl') return;
if ((config.name in tf.engine().registry) && (!config.gl || !config.gl.getParameter(config.gl.VERSION))) {

3
src/util/interpolate.ts
View File

@ -114,6 +114,7 @@ export function calc(newResult: Result, config: Config): Result {
.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].box[j] + b) / bufferedFactor)) as Box;
const boxRaw = (newResult.face[i].boxRaw // update boxRaw
.map((b, j) => ((bufferedFactor - 1) * bufferedResult.face[i].boxRaw[j] + b) / bufferedFactor)) as Box;
if (newResult.face[i].rotation) {
const rotation: {
matrix: [number, number, number, number, number, number, number, number, number],
angle: { roll: number, yaw: number, pitch: number },
@ -132,6 +133,8 @@ export function calc(newResult: Result, config: Config): Result {
};
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
}
}
// interpolate object detection results

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 type { Config } from './config';
import type { Result } from './result';
import type { Human } from './human';
import type { Tensor } from './tfjs/types';
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());
let blob;
let res;
@ -28,7 +30,7 @@ async function warmupBitmap(instance) {
return res;
}
async function warmupCanvas(instance) {
async function warmupCanvas(instance: Human) {
return new Promise((resolve) => {
let src;
// let size = 0;
@ -60,7 +62,7 @@ async function warmupCanvas(instance) {
if (ctx) ctx.drawImage(img, 0, 0);
// const data = ctx?.getImageData(0, 0, canvas.height, canvas.width);
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);
}
};
@ -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');
let img;
if (instance.config.warmup === 'face') img = atob(sample.face);
@ -101,7 +103,7 @@ async function warmupNode(instance) {
* - only used for `webgl` and `humangl` backends
* @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();
instance.state = 'warmup';
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
2021-11-11 16:47:37 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"}
2021-11-11 16:47:37 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"}
2021-11-11 16:47:37 INFO:  Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]}
2021-11-11 16:47:37 STATE: Clean: {"locations":["dist/*","types/*","typedoc/*"]}
2021-11-11 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}
2021-11-11 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}
2021-11-11 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}
2021-11-11 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}
2021-11-11 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}
2021-11-11 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}
2021-11-11 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}
2021-11-11 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}
2021-11-11 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}
2021-11-11 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}
2021-11-11 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}
2021-11-11 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}
2021-11-11 16:48:01 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}
2021-11-11 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}
2021-11-11 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}
2021-11-11 16:48:46 STATE: Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":90,"errors":0,"warnings":0}
2021-11-11 16:48:47 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"}
2021-11-11 16:48:47 INFO:  Done...
2021-11-12 14:30:03 INFO:  @vladmandic/human version 2.5.1
2021-11-12 14:30:03 INFO:  User: vlado Platform: linux Arch: x64 Node: v17.0.1
2021-11-12 14:30:03 INFO:  Application: {"name":"@vladmandic/human","version":"2.5.1"}
2021-11-12 14:30:03 INFO:  Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true}
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"}
2021-11-12 14:30:03 INFO:  Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]}
2021-11-12 14:30:03 STATE: Clean: {"locations":["dist/*","types/*","typedoc/*"]}
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}
2021-11-12 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}
2021-11-12 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}
2021-11-12 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}
2021-11-12 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}
2021-11-12 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}
2021-11-12 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}
2021-11-12 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}
2021-11-12 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}
2021-11-12 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}
2021-11-12 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}
2021-11-12 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}
2021-11-12 14:30:26 STATE: Typings: {"input":"src/human.ts","output":"types","files":50}
2021-11-12 14:30:33 STATE: TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":50,"generated":true}
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}
2021-11-12 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}
2021-11-12 14:31:12 STATE: Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":91,"errors":0,"warnings":0}
2021-11-12 14:31:13 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"}
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}
2021-11-12 14:46:41 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 14:46:41 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}
2021-11-12 14:46:41 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 14:46:41 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}
2021-11-12 14:46:42 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 14:46:42 INFO:  Listening...
2021-11-12 14:46:52 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 14:46:52 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":3822,"url":"/demo/typescript/index.js","remote":"::ffff:192.168.0.200"}
2021-11-12 14:46:52 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 14:46:52 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 14:46:52 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":8271,"url":"/demo/typescript/index.js.map","remote":"::ffff:192.168.0.200"}
2021-11-12 14:46:52 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 14:46:52 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/json","size":161813,"url":"/models/movenet-lightning.json","remote":"::ffff:192.168.0.200"}
2021-11-12 14:46:52 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/json","size":79038,"url":"/models/blazeface.json","remote":"::ffff:192.168.0.200"}
2021-11-12 14:46:52 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/json","size":71432,"url":"/models/faceres.json","remote":"::ffff:192.168.0.200"}
2021-11-12 14:46:52 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/json","size":17980,"url":"/models/emotion.json","remote":"::ffff:192.168.0.200"}
2021-11-12 14:46:52 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 14:46:52 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/json","size":89289,"url":"/models/facemesh.json","remote":"::ffff:192.168.0.200"}
2021-11-12 14:46:52 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/json","size":602812,"url":"/models/handtrack.json","remote":"::ffff:192.168.0.200"}
2021-11-12 14:46:52 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 14:46:52 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 14:46:52 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 14:46:52 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 14:46:52 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 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"}
2021-11-12 14:46:53 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"}
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}
2021-11-12 14:48:47 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}
2021-11-12 14:48:47 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 14:48:48 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}
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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}
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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}
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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}
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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"}
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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}
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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}
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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"}
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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}
2021-11-12 14:54:09 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":58,"inputBytes":3026869,"outputBytes":2953771}
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}
2021-11-12 14:54:09 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 14:54:09 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 14:54:09 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"}
2021-11-12 14:54:27 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":1275}
2021-11-12 14:54:27 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":58,"inputBytes":530471,"outputBytes":448120}
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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}
2021-11-12 14:54:27 STATE: Compile: {"name":"tfjs/nodejs/wasm","format":"cjs","platform":"node","input":"tfjs/tf-node-wasm.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":149,"outputBytes":1350}
2021-11-12 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}
2021-11-12 14:54:27 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":1652}
2021-11-12 14:54:27 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2326,"outputBytes":912}
2021-11-12 14:54:27 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":58,"inputBytes":530108,"outputBytes":450199}
2021-11-12 14:54:27 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 14:54:28 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":58,"inputBytes":3026848,"outputBytes":1616096}
2021-11-12 14:54:28 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 14:54:28 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 14:54:28 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 14:54:28 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 14:54:28 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":58,"inputBytes":3026848,"outputBytes":2953738}
2021-11-12 14:54:28 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 14:54:28 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"}
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2021-11-12 14:54:29 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 14:57:12 INFO:  Watch: {"event":"modify","input":"src/face/face.ts"}
2021-11-12 14:57:12 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 14:57:13 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":58,"inputBytes":530494,"outputBytes":448143}
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2021-11-12 14:57:13 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":58,"inputBytes":530502,"outputBytes":448147}
2021-11-12 14:57:13 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 14:57:13 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530569,"outputBytes":448219}
2021-11-12 14:57:13 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 14:57:13 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 14:57:13 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":58,"inputBytes":530131,"outputBytes":450222}
2021-11-12 14:57:13 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 14:57:14 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 14:57:45 INFO:  Watch: {"event":"modify","input":"src/result.ts"}
2021-11-12 14:57:45 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 14:57:45 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":58,"inputBytes":530502,"outputBytes":448143}
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2021-11-12 14:57:45 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":58,"inputBytes":530510,"outputBytes":448147}
2021-11-12 14:57:45 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 14:57:45 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530577,"outputBytes":448219}
2021-11-12 14:57:45 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 14:57:45 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 14:57:47 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 14:57:47 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 14:58:23 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":448251}
2021-11-12 14:58:23 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 14:58:23 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 14:58:23 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":58,"inputBytes":530171,"outputBytes":450254}
2021-11-12 14:58:24 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 14:58:25 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 14:58:27 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":1275}
2021-11-12 14:58:27 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":58,"inputBytes":530542,"outputBytes":448183}
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2021-11-12 14:58:27 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530617,"outputBytes":448259}
2021-11-12 14:58:27 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":1652}
2021-11-12 14:58:27 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2326,"outputBytes":912}
2021-11-12 14:58:27 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":58,"inputBytes":530179,"outputBytes":450262}
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}
2021-11-12 14:58:28 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":58,"inputBytes":3026919,"outputBytes":1616141}
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2021-11-12 14:58:28 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 14:58:29 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 14:58:29 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 14:58:29 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 14:58:30 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 14:58:30 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":4790896,"url":"/dist/human.esm.js.map","remote":"::ffff:192.168.0.200"}
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2021-11-12 14:58:55 INFO:  Watch: {"event":"modify","input":"src/face/face.ts"}
2021-11-12 14:58:55 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 14:58:55 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":58,"inputBytes":530532,"outputBytes":448173}
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2021-11-12 14:58:55 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":58,"inputBytes":530540,"outputBytes":448177}
2021-11-12 14:58:55 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 14:58:55 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530607,"outputBytes":448249}
2021-11-12 14:58:55 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 14:58:55 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 14:58:55 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":58,"inputBytes":530169,"outputBytes":450252}
2021-11-12 14:58:55 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 14:58:56 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":58,"inputBytes":3026909,"outputBytes":1616133}
2021-11-12 14:58:56 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 14:58:56 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 14:58:56 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 14:58:56 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":2953801,"url":"/dist/human.esm.js","remote":"::ffff:192.168.0.200"}
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2021-11-12 14:58:56 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":58,"inputBytes":3026909,"outputBytes":2953791}
2021-11-12 14:58:56 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 14:58:56 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}
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2021-11-12 14:59:06 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 14:59:06 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"}
2021-11-12 14:59:06 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 14:59:29 INFO:  Watch: {"event":"modify","input":"src/face/face.ts"}
2021-11-12 14:59:29 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 14:59:29 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":58,"inputBytes":530540,"outputBytes":448177}
2021-11-12 14:59:29 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 14:59:29 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530607,"outputBytes":448249}
2021-11-12 14:59:29 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 14:59:29 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}
2021-11-12 14:59:29 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":58,"inputBytes":530169,"outputBytes":450252}
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}
2021-11-12 14:59:30 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":58,"inputBytes":3026909,"outputBytes":1616133}
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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 14:59:33 INFO:  Watch: {"event":"modify","input":"src/face/face.ts"}
2021-11-12 14:59:33 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 14:59:33 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":58,"inputBytes":530534,"outputBytes":448173}
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2021-11-12 14:59:33 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":58,"inputBytes":530542,"outputBytes":448177}
2021-11-12 14:59:33 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 14:59:34 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}
2021-11-12 14:59:34 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":1652}
2021-11-12 14:59:34 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2326,"outputBytes":912}
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2021-11-12 15:02:10 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 15:04:19 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":"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 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}
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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 15:05:01 INFO:  Watch: {"event":"modify","input":"demo/typescript/index.ts"}
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2021-11-12 15:05:01 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":58,"inputBytes":530782,"outputBytes":448408}
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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}
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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 15:05:03 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 15:05:18 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 15:05:18 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"}
2021-11-12 15:05:18 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/json","size":161813,"url":"/models/movenet-lightning.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":"application/json","size":17980,"url":"/models/emotion.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":"application/json","size":89289,"url":"/models/facemesh.json","remote":"::ffff:192.168.0.200"}
2021-11-12 15:05:18 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/json","size":602812,"url":"/models/handtrack.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":"application/octet-stream","size":820516,"url":"/models/emotion.bin","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":4650216,"url":"/models/movenet-lightning.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":2955780,"url":"/models/facemesh.bin","remote":"::ffff:192.168.0.200"}
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2021-11-12 15:06:22 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530889,"outputBytes":448556}
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2021-11-12 15:06:29 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":2954098,"url":"/dist/human.esm.js","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"}
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2021-11-12 15:06:29 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/json","size":602812,"url":"/models/handtrack.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":82231,"url":"/models/handlandmark-full.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/octet-stream","size":820516,"url":"/models/emotion.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/octet-stream","size":2599092,"url":"/models/iris.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/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"}
2021-11-12 15:06:51 INFO:  Watch: {"event":"modify","input":"src/util/draw.ts"}
2021-11-12 15:06:51 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 15:06:51 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":58,"inputBytes":530763,"outputBytes":448397}
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2021-11-12 15:06:52 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":530838,"outputBytes":448473}
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2021-11-12 15:06:52 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":58,"inputBytes":530400,"outputBytes":450476}
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2021-11-12 15:06:53 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":58,"inputBytes":3027140,"outputBytes":1616255}
2021-11-12 15:06:53 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":58,"inputBytes":3027140,"outputBytes":2954015}
2021-11-12 15:06:53 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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@ -139,13 +139,13 @@ Interpolation is based on time since last known result so can be called independ
</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">
<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>
<ul>
<li>Segmentation is not triggered as part of detect process</li>
</ul>
</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>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>

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@ -76,7 +76,7 @@
</ul>
</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><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>
<li><a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L262">See all default Config values...</a></li>
</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">
<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></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="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="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#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="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>

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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">
<p>Configuration interface definition for <strong>Human</strong> library</p>
</div><div><p>Contains all configurable parameters</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">Config</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#async" class="tsd-kind-icon">async</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#backend" class="tsd-kind-icon">backend</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#body" class="tsd-kind-icon">body</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#cacheSensitivity" class="tsd-kind-icon">cache<wbr/>Sensitivity</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#deallocate" class="tsd-kind-icon">deallocate</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#debug" class="tsd-kind-icon">debug</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#face" class="tsd-kind-icon">face</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#filter" class="tsd-kind-icon">filter</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#gesture" class="tsd-kind-icon">gesture</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#hand" class="tsd-kind-icon">hand</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#modelBasePath" class="tsd-kind-icon">model<wbr/>Base<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#object" class="tsd-kind-icon">object</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#segmentation" class="tsd-kind-icon">segmentation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#skipAllowed" class="tsd-kind-icon">skip<wbr/>Allowed</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#warmup" class="tsd-kind-icon">warmup</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#wasmPath" class="tsd-kind-icon">wasm<wbr/>Path</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="async" class="tsd-anchor"></a><h3>async</h3><div class="tsd-signature tsd-kind-icon">async<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#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>
</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
valid build-in backends are:</p>
<ul>
@ -12,48 +12,48 @@ valid build-in backends are:</p>
<li>NodeJS: <code>cpu</code>, <code>wasm</code>, <code>tensorflow</code>
default: <code>humangl</code> for browser and <code>tensorflow</code> for nodejs</li>
</ul>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="body" class="tsd-anchor"></a><h3>body</h3><div class="tsd-signature tsd-kind-icon">body<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="BodyConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">BodyConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#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>
</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>
<ul>
<li>values 0..1 where 0.01 means reset cache if input changed more than 1%</li>
<li>set to 0 to disable caching</li>
</ul>
</div><div><p>default: 0.7</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="deallocate" class="tsd-anchor"></a><h3>deallocate</h3><div class="tsd-signature tsd-kind-icon">deallocate<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#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>
</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>
</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>
</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>
</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>
</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>
</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>
<ul>
<li>individual modelPath values are relative to this path</li>
</ul>
</div><div><p>default: <code>../models/</code> for browsers and <code>file://models/</code> for nodejs</p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="object" class="tsd-anchor"></a><h3>object</h3><div class="tsd-signature tsd-kind-icon">object<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="ObjectConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">ObjectConfig</a><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#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>
</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>
</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>
</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>
<ul>
<li>warmup pre-initializes all models for faster inference but can take significant time on startup</li>
<li>used by <code>webgl</code>, <code>humangl</code> and <code>webgpu</code> backends</li>
</ul>
</div><div><p>default: <code>full</code></p>
</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="wasmPath" class="tsd-anchor"></a><h3>wasm<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">wasm<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#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>
</div><div><p>default: auto-detects to link to CDN <code>jsdelivr</code> when running in browser</p>
</div></div></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="Config.html" class="tsd-kind-icon">Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#async" class="tsd-kind-icon">async</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#backend" class="tsd-kind-icon">backend</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#body" class="tsd-kind-icon">body</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#cacheSensitivity" class="tsd-kind-icon">cache<wbr/>Sensitivity</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#deallocate" class="tsd-kind-icon">deallocate</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#debug" class="tsd-kind-icon">debug</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#face" class="tsd-kind-icon">face</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#filter" class="tsd-kind-icon">filter</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#gesture" class="tsd-kind-icon">gesture</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#hand" class="tsd-kind-icon">hand</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#modelBasePath" class="tsd-kind-icon">model<wbr/>Base<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#object" class="tsd-kind-icon">object</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#segmentation" class="tsd-kind-icon">segmentation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#skipAllowed" class="tsd-kind-icon">skip<wbr/>Allowed</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#warmup" class="tsd-kind-icon">warmup</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#wasmPath" class="tsd-kind-icon">wasm<wbr/>Path</a></li></ul></li></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html>

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<li>also used by age and gender detection</li>
</ul>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">FaceDescriptionConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDescriptionConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceDescriptionConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDescriptionConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDescriptionConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceDescriptionConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><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="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>

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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">
<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="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="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"><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 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></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 class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html>

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<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>FaceEmotionConfig | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="FaceEmotionConfig.html">FaceEmotionConfig</a></li></ul><h1>Interface FaceEmotionConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Emotion part of face configuration</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">FaceEmotionConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceEmotionConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceEmotionConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceEmotionConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceEmotionConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="FaceEmotionConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L47">src/config.ts:47</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>minimum confidence for a detected face before results are discarded</p>
</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="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>

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<li>available only in Browser environments</li>
<li>image filters run with near-zero latency as they are executed on the GPU using WebGL</li>
</ul>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">FilterConfig</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#blur" class="tsd-kind-icon">blur</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#brightness" class="tsd-kind-icon">brightness</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#contrast" class="tsd-kind-icon">contrast</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#equalization" class="tsd-kind-icon">equalization</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#flip" class="tsd-kind-icon">flip</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#height" class="tsd-kind-icon">height</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#hue" class="tsd-kind-icon">hue</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#kodachrome" class="tsd-kind-icon">kodachrome</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#negative" class="tsd-kind-icon">negative</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#pixelate" class="tsd-kind-icon">pixelate</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#polaroid" class="tsd-kind-icon">polaroid</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#return" class="tsd-kind-icon">return</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#saturation" class="tsd-kind-icon">saturation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#sepia" class="tsd-kind-icon">sepia</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#sharpness" class="tsd-kind-icon">sharpness</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#technicolor" class="tsd-kind-icon">technicolor</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#vintage" class="tsd-kind-icon">vintage</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#width" class="tsd-kind-icon">width</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="blur" class="tsd-anchor"></a><h3>blur</h3><div class="tsd-signature tsd-kind-icon">blur<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#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>
</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="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="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="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>
</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#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#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#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#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>
<li>equalization is performed on input as a whole and detected face before its passed for further analysis</li>
</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="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="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#L154">src/config.ts:154</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>resize input height</p>
<ul>
<li>if both width and height are set to 0, there is no resizing</li>
<li>if just one is set, second one is scaled automatically</li>
<li>if both are set, values are used as-is</li>
</ul>
</div><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>
</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="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="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="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="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="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="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="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="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="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="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">
</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#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#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#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#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#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#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#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#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#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#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#L147">src/config.ts:147</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
<p>resize input width</p>
<ul>
<li>if both width and height are set to 0, there is no resizing</li>

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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">
<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>

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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">
<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></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="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="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="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="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#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#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#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"><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="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="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#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></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>

6
typedoc/interfaces/ObjectConfig.html
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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>ObjectConfig | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="ObjectConfig.html">ObjectConfig</a></li></ul><h1>Interface ObjectConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
<p>Configures all object detection specific options</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">ObjectConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="ObjectConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectConfig.html#iouThreshold" class="tsd-kind-icon">iou<wbr/>Threshold</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectConfig.html#maxDetected" class="tsd-kind-icon">max<wbr/>Detected</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="ObjectConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="ObjectConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="ObjectConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a id="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><p>Inherited from <a href="GenericConfig.html">GenericConfig</a>.<a href="GenericConfig.html#enabled">enabled</a></p><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L7">src/config.ts:7</a></li></ul></aside><div class="tsd-comment tsd-typography"><dl class="tsd-comment-tags"><dt>property</dt><dd><p>is module enabled?</p>
</dd></dl></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="iouThreshold" class="tsd-anchor"></a><h3>iou<wbr/>Threshold</h3><div class="tsd-signature tsd-kind-icon">iou<wbr/>Threshold<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#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="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="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="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#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#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="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>

2
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
alternatively leave it disabled and use it on-demand using human.segmentation method which can
remove background or replace it with user-provided background</p>
</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><a href="GenericConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GenericConfig</a><ul class="tsd-hierarchy"><li><span class="target">SegmentationConfig</span></li></ul></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="SegmentationConfig.html#blur" class="tsd-kind-icon">blur</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li><li class="tsd-kind-property tsd-parent-kind-interface tsd-is-inherited"><a href="SegmentationConfig.html#skipTime" class="tsd-kind-icon">skip<wbr/>Time</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="blur" class="tsd-anchor"></a><h3>blur</h3><div class="tsd-signature tsd-kind-icon">blur<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#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="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>

8
types/src/config.d.ts vendored
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@ -19,6 +19,14 @@ export interface FaceDetectorConfig extends GenericConfig {
minConfidence: number;
/** @property minimum overlap between two detected faces before one is discarded */
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? */
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 { 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
*/
segmentation(input: Input, background?: Input): Promise<{
data: number[];
data: number[] | Tensor;
canvas: 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 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 { Input } from '../exports';
import type { Input, AnyCanvas } from '../exports';
export declare function load(config: Config): Promise<GraphModel>;
export declare function process(input: Input, background: Input | undefined, config: Config): Promise<{
data: Array<number>;
canvas: HTMLCanvasElement | OffscreenCanvas | null;
alpha: HTMLCanvasElement | OffscreenCanvas | null;
data: Array<number> | Tensor;
canvas: AnyCanvas | 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 */
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;

3
types/src/tfjs/humangl.d.ts vendored
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@ -1,4 +1,5 @@
/** TFJS custom backend registration */
import type { Human } from '../human';
export declare const config: {
name: string;
priority: number;
@ -21,4 +22,4 @@ export declare const config: {
*
* @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 { Result } from './result';
import type { Human } from './human';
/** Warmup method pre-initializes all configured models for faster inference
* - can take significant time on startup
* - only used for `webgl` and `humangl` backends
* @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;
}>;