diff --git a/demo/facematch/facematch.js b/demo/facematch/facematch.js index fa0eab32..7af52403 100644 --- a/demo/facematch/facematch.js +++ b/demo/facematch/facematch.js @@ -21,12 +21,12 @@ const userConfig = { detector: { rotation: true, return: true, maxDetected: 20 }, mesh: { enabled: true }, embedding: { enabled: false }, - iris: { enabled: false }, + iris: { enabled: true }, emotion: { enabled: true }, description: { enabled: true }, }, hand: { enabled: false }, - gesture: { enabled: false }, + gesture: { enabled: true }, body: { enabled: false }, filter: { enabled: true }, segmentation: { enabled: false }, @@ -46,6 +46,10 @@ function log(...msg) { console.log(ts, ...msg); } +function title(msg) { + document.getElementById('title').innerHTML = msg; +} + async function loadFaceMatchDB() { // download db with known faces try { @@ -61,7 +65,9 @@ async function loadFaceMatchDB() { async function SelectFaceCanvas(face) { // if we have face image tensor, enhance it and display it let embedding; + document.getElementById('orig').style.filter = 'blur(16px)'; if (face.tensor) { + title('Sorting Faces by Similarity'); const enhanced = human.enhance(face); if (enhanced) { const c = document.getElementById('orig'); @@ -78,9 +84,14 @@ async function SelectFaceCanvas(face) { const arr = db.map((rec) => rec.embedding); const res = await human.match(face.embedding, arr); log('Match:', db[res.index].name); + const emotion = face.emotion[0] ? `${Math.round(100 * face.emotion[0].score)}% ${face.emotion[0].emotion}` : 'N/A'; document.getElementById('desc').innerHTML = ` - ${face.fileName}
- Match: ${Math.round(1000 * res.similarity) / 10}% ${db[res.index].name} + source: ${face.fileName}
+ match: ${Math.round(1000 * res.similarity) / 10}% ${db[res.index].name}
+ score: ${Math.round(100 * face.boxScore)}% detection ${Math.round(100 * face.faceScore)}% analysis
+ age: ${face.age} years
+ gender: ${Math.round(100 * face.genderScore)}% ${face.gender}
+ emotion: ${emotion}
`; embedding = face.embedding.map((a) => parseFloat(a.toFixed(4))); navigator.clipboard.writeText(`{"name":"unknown", "source":"${face.fileName}", "embedding":[${embedding}]},`); @@ -93,9 +104,9 @@ async function SelectFaceCanvas(face) { // calculate similarity from selected face to current one in the loop const current = all[canvas.tag.sample][canvas.tag.face]; const similarity = human.similarity(face.embedding, current.embedding); + canvas.tag.similarity = similarity; // get best match // draw the canvas - canvas.title = similarity; await human.tf.browser.toPixels(current.tensor, canvas); const ctx = canvas.getContext('2d'); ctx.font = 'small-caps 1rem "Lato"'; @@ -118,8 +129,10 @@ async function SelectFaceCanvas(face) { // sort all faces by similarity const sorted = document.getElementById('faces'); [...sorted.children] - .sort((a, b) => parseFloat(b.title) - parseFloat(a.title)) + .sort((a, b) => parseFloat(b.tag.similarity) - parseFloat(a.tag.similarity)) .forEach((canvas) => sorted.appendChild(canvas)); + document.getElementById('orig').style.filter = 'blur(0)'; + title('Selected Face'); } async function AddFaceCanvas(index, res, fileName) { @@ -134,6 +147,14 @@ async function AddFaceCanvas(index, res, fileName) { canvas.width = 200; canvas.height = 200; canvas.className = 'face'; + const emotion = res.face[i].emotion[0] ? `${Math.round(100 * res.face[i].emotion[0].score)}% ${res.face[i].emotion[0].emotion}` : 'N/A'; + canvas.title = ` + source: ${res.face[i].fileName} + score: ${Math.round(100 * res.face[i].boxScore)}% detection ${Math.round(100 * res.face[i].faceScore)}% analysis + age: ${res.face[i].age} years + 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]); @@ -156,7 +177,9 @@ async function AddFaceCanvas(index, res, fileName) { return ok; } -async function AddImageElement(index, image) { +async function AddImageElement(index, image, length) { + const faces = all.reduce((prev, curr) => prev += curr.length, 0); + title(`Analyzing Input Images
${Math.round(100 * index / length)}% [${index} / ${length}]
Found ${faces} Faces`); return new Promise((resolve) => { const img = new Image(128, 128); img.onload = () => { // must wait until image is loaded @@ -188,12 +211,14 @@ async function main() { // pre-load human models await human.load(); + title('Loading Face Match Database'); let images = []; let dir = []; // load face descriptor database await loadFaceMatchDB(); // enumerate all sample images in /assets + title('Enumerating Input Images'); const res = await fetch('/samples/in'); dir = (res && res.ok) ? await res.json() : []; images = images.concat(dir.filter((img) => (img.endsWith('.jpg') && img.includes('sample')))); @@ -219,7 +244,7 @@ async function main() { } // download and analyze all images - for (let i = 0; i < images.length; i++) await AddImageElement(i, images[i]); + for (let i = 0; i < images.length; i++) await AddImageElement(i, images[i], images.length); // print stats const num = all.reduce((prev, cur) => prev += cur.length, 0); @@ -229,6 +254,7 @@ async function main() { // if we didn't download db, generate it from current faces if (!db || db.length === 0) await createFaceMatchDB(); + title(''); log('Ready'); } diff --git a/demo/facematch/index.html b/demo/facematch/index.html index e836d648..01360436 100644 --- a/demo/facematch/index.html +++ b/demo/facematch/index.html @@ -14,30 +14,36 @@
-
- Selected Face
- -
+
+
+ +
- Sample Images
-
+
Input Images
+
- Extracted Faces - click on a face to sort by similarity and get a known face match:
-
+
Select person to sort by similarity and get a known face match
+
diff --git a/test/build.log b/test/build.log index 1a2cea8c..27c84e42 100644 --- a/test/build.log +++ b/test/build.log @@ -22,3 +22,2709 @@ 2021-09-30 14:23:37 STATE: Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":84,"errors":0,"warnings":0} 2021-09-30 14:23:38 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"} 2021-09-30 14:23:38 INFO:  Done... +2021-10-01 10:01:07 INFO:  @vladmandic/human version 2.3.0 +2021-10-01 10:01:07 INFO:  User: vlado Platform: linux Arch: x64 Node: v16.5.0 +2021-10-01 10:01:07 INFO:  Application: {"name":"@vladmandic/human","version":"2.3.0"} +2021-10-01 10:01:07 INFO:  Environment: {"profile":"development","config":"build.json","tsconfig":true,"eslintrc":true,"git":true} +2021-10-01 10:01:07 INFO:  Toolchain: {"build":"0.5.3","esbuild":"0.13.2","typescript":"4.4.3","typedoc":"0.22.4","eslint":"7.32.0"} +2021-10-01 10:01:07 INFO:  Build: {"profile":"development","steps":["serve","watch","compile"]} +2021-10-01 10:01:07 STATE: WebServer: {"ssl":false,"port":10030,"root":"."} +2021-10-01 10:01:07 STATE: WebServer: {"ssl":true,"port":10031,"root":".","sslKey":"node_modules/@vladmandic/build/cert/https.key","sslCrt":"node_modules/@vladmandic/build/cert/https.crt"} +2021-10-01 10:01:07 STATE: Watch: {"locations":["src/**","README.md","src/**/*","tfjs/**/*"]} +2021-10-01 10:01:07 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":1275} +2021-10-01 10:01:08 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":50,"inputBytes":506998,"outputBytes":421960} +2021-10-01 10:01:08 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} +2021-10-01 10:01:08 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":50,"inputBytes":507006,"outputBytes":421964} +2021-10-01 10:01:08 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} +2021-10-01 10:01:08 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":50,"inputBytes":507073,"outputBytes":422036} +2021-10-01 10:01:08 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":1631} +2021-10-01 10:01:08 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":3088,"outputBytes":793} +2021-10-01 10:01:08 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":50,"inputBytes":506516,"outputBytes":423422} +2021-10-01 10:01:09 STATE: Compile: {"name":"tfjs/browser/esm/bundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":8,"inputBytes":3088,"outputBytes":2377041} +2021-10-01 10:01:09 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":50,"inputBytes":2882764,"outputBytes":1417562} +2021-10-01 10:01:09 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":50,"inputBytes":2882764,"outputBytes":2628425} +2021-10-01 10:01:09 INFO:  Listening... +2021-10-01 10:05:19 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/html","size":3259,"url":"/demo/facematch/index.html","remote":"::ffff:192.168.0.200"} +2021-10-01 10:05:19 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":9548,"url":"/demo/facematch/facematch.js","remote":"::ffff:192.168.0.200"} +2021-10-01 10:05:19 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"} +2021-10-01 10:05:19 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"text/javascript","size":2628425,"url":"/dist/human.esm.js","remote":"::ffff:192.168.0.200"} +2021-10-01 10:05:19 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/octet-stream","size":6797827,"url":"/dist/human.esm.js.map","remote":"::ffff:192.168.0.200"} +2021-10-01 10:05:19 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"image/x-icon","size":261950,"url":"/favicon.ico","remote":"::ffff:192.168.0.200"} +2021-10-01 10:05:20 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/json","size":79038,"url":"/models/blazeface.json","remote":"::ffff:192.168.0.200"} +2021-10-01 10:05:20 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/json","size":89289,"url":"/models/facemesh.json","remote":"::ffff:192.168.0.200"} +2021-10-01 10:05:20 DATA:  HTTP: {"method":"GET","ver":"1.1","status":200,"mime":"application/json","size":17980,"url":"/models/emotion.json","remote":"::ffff:192.168.0.200"} +2021-10-01 10:05:20 DATA:  HTTP: 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