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implement human.match and embedding demo

pull/293/head
Vladimir Mandic 2021-03-15 12:14:48 -04:00
parent 3ea4812a3d
commit 7cb191a4cd
8 changed files with 151 additions and 22 deletions
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5
CHANGELOG.md
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@ -1,6 +1,6 @@
# @vladmandic/human
Version: **1.1.4**
Version: **1.1.5**
Description: **Human: AI-powered 3D Face Detection, Face Embedding & Recognition, Body Pose Tracking, Hand & Finger Tracking, Iris Analysis, Age & Gender & Emotion Prediction & Gesture Recognition**
Author: **Vladimir Mandic <mandic00@live.com>**
@ -9,8 +9,9 @@ Repository: **<git+https://github.com/vladmandic/human.git>**
## Changelog
### **HEAD -> main** 2021/03/15 mandic00@live.com
### **1.1.5** 2021/03/15 mandic00@live.com
- full rebuild
### **1.1.4** 2021/03/14 mandic00@live.com

8
README.md
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@ -32,7 +32,7 @@ Check out [**Live Demo**](https://vladmandic.github.io/human/demo/index.html) fo
- [**Code Repository**](https://github.com/vladmandic/human)
- [**NPM Package**](https://www.npmjs.com/package/@vladmandic/human)
- [**Issues Tracker**](https://github.com/vladmandic/human/issues)
- [**API Specification**](https://vladmandic.github.io/human/typedoc/classes/human.html)
- [**API Specification**](https://vladmandic.github.io/human/typedoc/index.html)
- [**Change Log**](https://github.com/vladmandic/human/blob/main/CHANGELOG.md)
<br>
@ -45,7 +45,7 @@ Check out [**Live Demo**](https://vladmandic.github.io/human/demo/index.html) fo
- [**Usage & Functions**](https://github.com/vladmandic/human/wiki/Usage)
- [**Configuration Details**](https://github.com/vladmandic/human/wiki/Configuration)
- [**Output Details**](https://github.com/vladmandic/human/wiki/Outputs)
- [**Face Embedding and Recognition**](https://github.com/vladmandic/human/wiki/Embedding)
- [**Face Recognition & Face Embedding**](https://github.com/vladmandic/human/wiki/Embedding)
- [**Gesture Recognition**](https://github.com/vladmandic/human/wiki/Gesture)
<br>
@ -160,9 +160,7 @@ Build target is `JavaScript` **EMCAScript version 2018**
<br>
For details see [**Wiki Pages**](https://github.com/vladmandic/human/wiki)
and [**API Specification**](https://vladmandic.github.io/human/typedoc/classes/human.html)
and [**API Specification**](https://vladmandic.github.io/human/typedoc/index.html)
<br>

5
demo/embedding.html
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@ -17,8 +17,7 @@
<style>
@font-face { font-family: 'Lato'; font-display: swap; font-style: normal; font-weight: 100; src: local('Lato'), url('../assets/lato-light.woff2') }
html { font-family: 'Lato', 'Segoe UI'; font-size: 24px; font-variant: small-caps; }
body { margin: 0; background: black; color: white; overflow-x: hidden; scrollbar-width: none; }
body::-webkit-scrollbar { display: none; }
body { margin: 0; background: black; color: white; overflow-x: hidden; }
img { object-fit: contain; }
.face { width: 128px; height: 128px; }
</style>
@ -28,7 +27,7 @@
<div id="images"></div>
<br>Selected Face (Enhanced):<br>
<canvas id="orig" style="width: 200px; height: 200px;"></canvas>
<br><br>Extracted Faces - click on a face to sort by simmilarity:<br>
<br><br>Extracted Faces - click on a face to sort by simmilarity and get a known face match:<br>
<div id="faces"></div>
</body>
</html>

38
demo/embedding.js
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@ -27,6 +27,7 @@ const userConfig = {
const human = new Human(userConfig); // new instance of human
const all = []; // array that will hold all detected faces
let db = []; // array that holds all known faces
function log(...msg) {
const dt = new Date();
@ -52,16 +53,18 @@ async function analyze(face) {
const canvases = document.getElementsByClassName('face');
for (const canvas of canvases) {
// calculate simmilarity from selected face to current one in the loop
const res = human.simmilarity(face.embedding, all[canvas.tag.sample][canvas.tag.face].embedding, 2);
const simmilarity = human.simmilarity(face.embedding, all[canvas.tag.sample][canvas.tag.face].embedding, 2);
// get best match
const person = (simmilarity > 0.99) ? await human.match(face.embedding, db) : { name: '' };
// draw the canvas and simmilarity score
canvas.title = res;
canvas.title = simmilarity;
await human.tf.browser.toPixels(all[canvas.tag.sample][canvas.tag.face].tensor, canvas);
const ctx = canvas.getContext('2d');
ctx.font = 'small-caps 1rem "Lato"';
ctx.fillStyle = 'rgba(0, 0, 0, 1)';
ctx.fillText(`${(100 * res).toFixed(1)}%`, 3, 23);
ctx.fillText(`${(100 * simmilarity).toFixed(1)}% ${person.name}`, 3, 23);
ctx.fillStyle = 'rgba(255, 255, 255, 1)';
ctx.fillText(`${(100 * res).toFixed(1)}%`, 4, 24);
ctx.fillText(`${(100 * simmilarity).toFixed(1)}% ${person.name}`, 4, 24);
}
// sort all faces by simmilarity
@ -71,10 +74,11 @@ async function analyze(face) {
.forEach((canvas) => sorted.appendChild(canvas));
}
async function faces(index, res) {
function faces(index, res, fileName) {
all[index] = res.face;
for (const i in res.face) {
// log(res.face[i]);
all[index][i].fileName = fileName;
const canvas = document.createElement('canvas');
canvas.tag = { sample: index, face: i };
canvas.width = 200;
@ -98,7 +102,7 @@ async function process(index, image) {
const img = new Image(128, 128);
img.onload = () => { // must wait until image is loaded
human.detect(img).then((res) => {
faces(index, res); // then wait until image is analyzed
faces(index, res, image); // then wait until image is analyzed
log('Add image:', index + 1, image, 'faces:', res.face.length);
document.getElementById('images').appendChild(img); // and finally we can add it
resolve(true);
@ -109,10 +113,24 @@ async function process(index, image) {
});
}
async function createDB() {
log('Creating Faces DB...');
for (const image of all) {
for (const face of image) db.push({ name: 'unknown', source: face.fileName, embedding: face.embedding });
}
log(db);
}
async function main() {
// pre-load human models
await human.load();
// download db with known faces
let res = await fetch('/demo/faces.json');
db = (res && res.ok) ? await res.json() : [];
// enumerate all sample images in /assets
let res = await fetch('/assets');
res = await fetch('/assets');
let dir = (res && res.ok) ? await res.json() : [];
let images = dir.filter((img) => (img.endsWith('.jpg') && img.includes('sample')));
@ -125,9 +143,15 @@ async function main() {
log('Enumerated:', images.length, 'images');
for (let i = 0; i < images.length; i++) await process(i, images[i]);
// print stats
const num = all.reduce((prev, cur) => prev += cur.length, 0);
log('Extracted faces:', num, 'from images:', all.length);
log(human.tf.engine().memory());
// if we didn't download db, generate it from current faces
if (!db || db.length === 0) await createDB();
else log('Loaded Faces DB:', db.length);
log('Ready');
}

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demo/faces.json Normal file
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[
{"name":"ai","source":"/assets/human-sample-body.jpg","embedding":[2.632819652557373,-1.8534836769104004,2.0401153564453125,3.813028573989868,5.152552604675293,6.58387565612793,2.4153120517730713,2.082664728164673,0.3327586054801941,0.17205268144607544,5.120293140411377,1.617830753326416,3.1026532649993896,2.7013072967529297,0.1472797989845276,-1.038870930671692,0.3460932970046997,4.156325340270996,-1.9277260303497314,2.797736644744873,-1.2892825603485107,-0.932479739189148,-1.577938199043274,2.96262264251709,0.6901331543922424,0.7790188193321228,3.3546159267425537,4.170460224151611,2.4029643535614014,2.4153995513916016,7.513936996459961,0.760761559009552,3.87839412689209,2.2368433475494385,4.52793025970459,3.0775957107543945,7.378010272979736,0.693946361541748,0.9722083806991577,-0.08031022548675537,0.8972775936126709,3.0948381423950195,-2.927286386489868,2.2278172969818115,1.4562621116638184,3.585336446762085,0.25836098194122314,0.8692380785942078,-1.0305207967758179,4.409884452819824,2.7043652534484863,0.24168598651885986,1.4065028429031372,3.4056718349456787,-2.670849323272705,-0.6984208822250366,1.8843040466308594,3.7271180152893066,-0.6245003938674927,2.029428005218506,1.0139710903167725,-0.1857536882162094,7.380436420440674,-0.6864844560623169,4.08783483505249,2.797520399093628,2.552427291870117,1.3243433237075806,3.0222601890563965,-1.2373747825622559,1.5369131565093994,2.3841617107391357,6.338289260864258,-0.05198868364095688,3.736786365509033,2.097527503967285,2.985576868057251,0.7369013428688049,1.422063946723938,1.7589749097824097,2.2876720428466797,-3.4810562133789062,0.0411430224776268,-1.3324987888336182,5.488070964813232,5.893683910369873,-1.6745970249176025,4.128052234649658,5.796738147735596,-0.47520363330841064,1.6041868925094604,-0.07592896372079849,3.408623695373535,-3.963695764541626,0.8829345703125,1.9032931327819824,-0.03466296195983887,3.512486696243286,0.8704050183296204,1.3959259986877441,3.3144397735595703,3.5231525897979736,2.423771619796753,-1.4420123100280762,-1.1175397634506226,-0.2175596058368683,1.4456498622894287,3.4149553775787354,1.7066714763641357,7.442162036895752,0.19832634925842285,2.695158004760742,-1.9821420907974243,-1.7717232704162598,2.385333776473999,3.5953750610351562,4.657474040985107,3.8053250312805176,-2.5774874687194824,7.2682576179504395,7.651699542999268,2.051459312438965,1.3751811981201172,1.5495699644088745,2.8508734703063965,1.8448424339294434,4.445915222167969,5.99959135055542]},
{"name":"ai","source":"/assets/human-sample-upper.jpg","embedding":[2.6325736045837402,-1.896245002746582,2.045835256576538,3.847133159637451,5.199227333068848,6.546524524688721,2.3987605571746826,2.085646629333496,0.45049378275871277,0.11018520593643188,5.097535610198975,1.6303584575653076,3.1931252479553223,2.606764793395996,0.18255586922168732,-1.0074219703674316,0.34237802028656006,4.104962348937988,-1.905716896057129,2.843079090118408,-1.248280644416809,-0.9019556045532227,-1.5919030904769897,2.982581853866577,0.6626156568527222,0.7556057572364807,3.3284759521484375,4.159197807312012,2.3414506912231445,2.551730155944824,7.529127597808838,0.6663525700569153,3.860088586807251,2.219045400619507,4.572721004486084,3.0434253215789795,7.454827308654785,0.6660099029541016,0.9399895668029785,-0.0026611322537064552,0.8508875966072083,3.1566810607910156,-2.9671425819396973,2.204562187194824,1.4100857973098755,3.5934159755706787,0.2809133231639862,0.8983461260795593,-0.9524282813072205,4.447203159332275,2.683058738708496,0.2422364056110382,1.4247742891311646,3.383274555206299,-2.7009270191192627,-0.6786880493164062,1.8709454536437988,3.827646493911743,-0.7044640183448792,2.0185844898223877,1.0230170488357544,-0.18107351660728455,7.3489909172058105,-0.6838576793670654,4.070804119110107,2.829263925552368,2.618147134780884,1.269655466079712,2.9531140327453613,-1.2589155435562134,1.608024001121521,2.371519088745117,6.4716057777404785,-0.026894595474004745,3.727175712585449,2.062455177307129,3.024171829223633,0.7058811187744141,1.362200379371643,1.7762037515640259,2.306410312652588,-3.4347877502441406,0.08676023036241531,-1.3611153364181519,5.6003193855285645,5.980785846710205,-1.643685221672058,4.166049957275391,5.7857537269592285,-0.4724814295768738,1.6234017610549927,-0.0553336963057518,3.416914463043213,-3.9784035682678223,0.8990692496299744,1.865018606185913,-0.044466495513916016,3.5496091842651367,0.864181399345398,1.4057711362838745,3.3665645122528076,3.5534827709198,2.375967502593994,-1.4002387523651123,-1.1034283638000488,-0.16382050514221191,1.4234563112258911,3.405228614807129,1.6537060737609863,7.41360330581665,0.21080166101455688,2.7163336277008057,-1.9445806741714478,-1.7395108938217163,2.447376251220703,3.615108013153076,4.691690921783447,3.758175849914551,-2.612560987472534,7.267806529998779,7.683725357055664,2.0505924224853516,1.4103114604949951,1.5260381698608398,2.8641774654388428,1.8348380327224731,4.470002174377441,6.017690181732178]},
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]

9
src/human.ts
View File

@ -193,9 +193,14 @@ export class Human {
return 0;
}
// eslint-disable-next-line class-methods-use-this
enhance(input: Tensor): Tensor | null {
if (this.config.face.embedding.enabled) return embedding.enhance(input);
return null;
return embedding.enhance(input);
}
// eslint-disable-next-line class-methods-use-this
match(faceEmbedding: Array<Number>, db: Array<{ name: String, source: String | undefined, embedding: Array<Number> }>, threshold = 0): { name: String, source: String | undefined, simmilarity: Number, embedding: Array<Number> } {
return embedding.match(faceEmbedding, db, threshold);
}
// preload models, not explicitly required as it's done automatically on first use

4
tsconfig.json
View File

@ -30,11 +30,11 @@
"disableSources": true,
"gitRevision": "main",
"hideGenerator": "true",
"theme": "default",
"readme": "none",
"out": "typedoc",
"entryPoints": "src/human.ts",
"logLevel": "Error",
"logger": "none"
"logger": "none",
"theme": "wiki/theme/"
}
}

2
wiki

@ -1 +1 @@
Subproject commit 97d0de349c04f31a6f2cdfa7410abfa15bdc1504
Subproject commit 4f67b6662637ff98421376dd8fc739a41ac969ad