mirror of https://github.com/vladmandic/human
update demos
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# @vladmandic/human
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Version: **1.2.1**
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Version: **1.2.2**
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Description: **Human: AI-powered 3D Face Detection, Face Embedding & Recognition, Body Pose Tracking, Hand & Finger Tracking, Iris Analysis, Age & Gender & Emotion Prediction & Gesture Recognition**
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Author: **Vladimir Mandic <mandic00@live.com>**
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@ -9,8 +9,9 @@ Repository: **<git+https://github.com/vladmandic/human.git>**
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## Changelog
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### **HEAD -> main** 2021/03/21 mandic00@live.com
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### **1.2.2** 2021/03/21 mandic00@live.com
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- precise face rotation
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### **1.2.1** 2021/03/21 mandic00@live.com
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@ -82,27 +82,30 @@ function status(msg) {
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if (div) div.innerText = msg;
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}
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let original;
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const compare = { enabled: false, original: null };
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async function calcSimmilariry(result) {
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document.getElementById('compare-container').style.display = human.config.face.embedding.enabled ? 'block' : 'none';
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if (!human.config.face.embedding.enabled) return;
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if (!(result?.face?.length > 0) || (result?.face[0]?.embedding?.length >= 64)) return;
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if (!original) {
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original = result;
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document.getElementById('compare-container').style.display = compare.enabled ? 'block' : 'none';
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if (!compare.enabled) return;
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if (!(result?.face?.length > 0) || (result?.face[0]?.embedding?.length <= 64)) return;
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if (!compare.original) {
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compare.original = result;
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log('setting face compare baseline:', result.face[0]);
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if (result.face[0].tensor) {
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const enhanced = human.enhance(result.face[0]);
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if (enhanced) {
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const c = document.getElementById('orig');
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const squeeze = enhanced.squeeze();
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human.tf.browser.toPixels(squeeze, c);
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const norm = squeeze.div(255);
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human.tf.browser.toPixels(norm, c);
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enhanced.dispose();
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squeeze.dispose();
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norm.dispose();
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}
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} else {
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document.getElementById('compare-canvas').getContext('2d').drawImage(original.canvas, 0, 0, 200, 200);
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document.getElementById('compare-canvas').getContext('2d').drawImage(compare.original.canvas, 0, 0, 200, 200);
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}
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}
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const similarity = human.similarity(original?.face[0]?.embedding, result?.face[0]?.embedding);
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const similarity = human.similarity(compare.original?.face[0]?.embedding, result?.face[0]?.embedding);
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document.getElementById('similarity').innerText = `similarity: ${Math.trunc(1000 * similarity) / 10}%`;
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}
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@ -342,7 +345,7 @@ async function processImage(input) {
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return new Promise((resolve) => {
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const image = new Image();
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image.onload = async () => {
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log('Processing image:', encodeURI(image.src));
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log('processing image:', encodeURI(image.src));
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const canvas = document.getElementById('canvas');
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image.width = image.naturalWidth;
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image.height = image.naturalHeight;
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@ -404,7 +407,7 @@ async function detectSampleImages() {
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document.getElementById('play').style.display = 'none';
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document.getElementById('canvas').style.display = 'none';
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document.getElementById('samples-container').style.display = 'block';
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log('Running detection of sample images');
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log('running detection of sample images');
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status('processing images');
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document.getElementById('samples-container').innerHTML = '';
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for (const m of Object.values(menu)) m.hide();
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@ -509,8 +512,9 @@ function setupMenu() {
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menu.models.addBool('face detect', human.config.face, 'enabled', (val) => human.config.face.enabled = val);
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menu.models.addBool('face mesh', human.config.face.mesh, 'enabled', (val) => human.config.face.mesh.enabled = val);
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menu.models.addBool('face iris', human.config.face.iris, 'enabled', (val) => human.config.face.iris.enabled = val);
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menu.models.addBool('face age', human.config.face.age, 'enabled', (val) => human.config.face.age.enabled = val);
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menu.models.addBool('face gender', human.config.face.gender, 'enabled', (val) => human.config.face.gender.enabled = val);
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menu.models.addBool('face description', human.config.face.description, 'enabled', (val) => human.config.face.age.description = val);
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// menu.models.addBool('face age', human.config.face.age, 'enabled', (val) => human.config.face.age.enabled = val);
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// menu.models.addBool('face gender', human.config.face.gender, 'enabled', (val) => human.config.face.gender.enabled = val);
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menu.models.addBool('face emotion', human.config.face.emotion, 'enabled', (val) => human.config.face.emotion.enabled = val);
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menu.models.addHTML('<hr style="border-style: inset; border-color: dimgray">');
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menu.models.addBool('body pose', human.config.body, 'enabled', (val) => human.config.body.enabled = val);
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@ -520,9 +524,9 @@ function setupMenu() {
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menu.models.addHTML('<hr style="border-style: inset; border-color: dimgray">');
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menu.models.addBool('object detection', human.config.object, 'enabled', (val) => human.config.object.enabled = val);
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menu.models.addHTML('<hr style="border-style: inset; border-color: dimgray">');
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menu.models.addBool('face compare', human.config.face.embedding, 'enabled', (val) => {
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human.config.face.embedding.enabled = val;
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original = null;
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menu.models.addBool('face compare', compare, 'enabled', (val) => {
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compare.enabled = val;
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compare.original = null;
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});
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document.getElementById('btnDisplay').addEventListener('click', (evt) => menu.display.toggle(evt));
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@ -543,14 +547,14 @@ async function drawWarmup(res) {
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}
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async function main() {
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log('Demo starting ...');
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log('demo starting ...');
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setupMenu();
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document.getElementById('log').innerText = `Human: version ${human.version}`;
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if (ui.modelsPreload && !ui.useWorker) {
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status('loading');
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await human.load(userConfig); // this is not required, just pre-loads all models
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const loaded = Object.keys(human.models).filter((a) => human.models[a]);
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log('Demo loaded models:', loaded);
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log('demo loaded models:', loaded);
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}
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if (!ui.useWorker) {
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status('initializing');
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@ -560,7 +564,7 @@ async function main() {
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status('human: ready');
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document.getElementById('loader').style.display = 'none';
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document.getElementById('play').style.display = 'block';
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log('Demo ready...');
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log('demo ready...');
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}
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window.onload = main;
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@ -11,7 +11,7 @@ const Human = require('../dist/human.node.js').default; // or const Human = requ
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let human = null;
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const myConfig = {
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backend: 'tensorflow',
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// backend: 'tensorflow',
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console: true,
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videoOptimized: false,
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async: false,
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@ -20,10 +20,11 @@ const myConfig = {
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detector: { modelPath: 'file://models/blazeface-back.json', enabled: true, rotation: false },
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mesh: { modelPath: 'file://models/facemesh.json', enabled: true },
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iris: { modelPath: 'file://models/iris.json', enabled: true },
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age: { modelPath: 'file://models/age.json', enabled: true },
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gender: { modelPath: 'file://models/gender.json', enabled: true },
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description: { modelPath: 'file://models/faceres.json', enabled: true },
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emotion: { modelPath: 'file://models/emotion.json', enabled: true },
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embedding: { modelPath: 'file://models/mobileface.json', enabled: true },
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age: { modelPath: 'file://models/age.json', enabled: false },
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gender: { modelPath: 'file://models/gender.json', enabled: false },
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embedding: { modelPath: 'file://models/mobileface.json', enabled: false },
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},
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// body: { modelPath: 'file://models/blazepose.json', enabled: true },
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body: { modelPath: 'file://models/posenet.json', enabled: true },
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@ -262,6 +262,8 @@ export class Human {
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*/
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if (this.config.backend && this.config.backend !== '') {
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if (this.tf.ENV.flags.IS_BROWSER && this.config.backend === 'tensorflow') this.config.backend = 'webgl';
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if (this.tf.ENV.flags.IS_NODE && (this.config.backend === 'webgl' || this.config.backend === 'wasm')) this.config.backend = 'tensorflow';
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if (this.config.debug) log('setting backend:', this.config.backend);
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if (this.config.backend === 'wasm') {
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