mirror of https://github.com/vladmandic/human
updated facemesh and attention models
Vladimir Mandic
parent
694f08708a
commit
2b0b7bbb7b
12
CHANGELOG.md
12
CHANGELOG.md
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@ -1,6 +1,6 @@
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# @vladmandic/human
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Version: **2.7.3**
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Version: **2.8.0**
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Description: **Human: AI-powered 3D Face Detection & Rotation Tracking, Face Description & Recognition, Body Pose Tracking, 3D 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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@ -9,11 +9,15 @@
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## Changelog
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### **HEAD -> main** 2022/05/24 mandic00@live.com
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### **2.7.4** 2022/05/24 mandic00@live.com
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### **2.7.3** 2022/05/24 mandic00@live.com
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### **origin/main** 2022/05/22 mandic00@live.com
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- add face.mesh.keepinvalid config flag
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- initial work for new facemesh model
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### **2.7.2** 2022/05/12 mandic00@live.com
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7
TODO.md
7
TODO.md
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@ -29,3 +29,10 @@ Feature is automatically disabled in NodeJS without user impact
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## Pending Release Notes
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- Updated **FaceMesh-Landmarks** models
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- Added **FaceMesh-with-Attention** model is disabled by defauls, enable using
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`config.face.mesh.attention = true`
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- If **FaceMesh-with-Attention** model is anbled, Iris model gets disabled
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as its functionality is superseded by attention model
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- Results include more detailed face mesh annotations
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`result.face[].annotations`
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@ -4,8 +4,8 @@
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author: <https://github.com/vladmandic>'
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*/
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import{Human as p}from"../../dist/human.esm.js";var w={modelBasePath:"../../models",filter:{enabled:!0,equalization:!1},face:{enabled:!0,detector:{rotation:!1},mesh:{enabled:!0},attention:{enabled:!1},iris:{enabled:!0},description:{enabled:!0},emotion:{enabled:!0}},body:{enabled:!0},hand:{enabled:!0},object:{enabled:!1},gesture:{enabled:!0}},t=new p(w);t.env.perfadd=!1;t.draw.options.font='small-caps 18px "Lato"';t.draw.options.lineHeight=20;var e={video:document.getElementById("video"),canvas:document.getElementById("canvas"),log:document.getElementById("log"),fps:document.getElementById("status"),perf:document.getElementById("performance")},i={detect:0,draw:0,tensors:0},d={detect:0,draw:0},s=(...a)=>{e.log.innerText+=a.join(" ")+`
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`,console.log(...a)},r=a=>e.fps.innerText=a,b=a=>e.perf.innerText="tensors:"+t.tf.memory().numTensors+" | performance: "+JSON.stringify(a).replace(/"|{|}/g,"").replace(/,/g," | ");async function h(){r("starting webcam...");let a={audio:!1,video:{facingMode:"user",resizeMode:"none",width:{ideal:document.body.clientWidth},height:{ideal:document.body.clientHeight}}},n=await navigator.mediaDevices.getUserMedia(a),m=new Promise(f=>{e.video.onloadeddata=()=>f(!0)});e.video.srcObject=n,e.video.play(),await m,e.canvas.width=e.video.videoWidth,e.canvas.height=e.video.videoHeight;let o=n.getVideoTracks()[0],g=o.getCapabilities?o.getCapabilities():"",u=o.getSettings?o.getSettings():"",v=o.getConstraints?o.getConstraints():"";s("video:",e.video.videoWidth,e.video.videoHeight,o.label,{stream:n,track:o,settings:u,constraints:v,capabilities:g}),e.canvas.onclick=()=>{e.video.paused?e.video.play():e.video.pause()}}async function c(){if(!e.video.paused){await t.detect(e.video);let n=t.tf.memory().numTensors;n-i.tensors!==0&&s("allocated tensors:",n-i.tensors),i.tensors=n}let a=t.now();d.detect=1e3/(a-i.detect),i.detect=a,requestAnimationFrame(c)}async function l(){if(!e.video.paused){let n=await t.next(t.result);await t.draw.canvas(e.video,e.canvas),await t.draw.all(e.canvas,n),b(n.performance)}let a=t.now();d.draw=1e3/(a-i.draw),i.draw=a,r(e.video.paused?"paused":`fps: ${d.detect.toFixed(1).padStart(5," ")} detect | ${d.draw.toFixed(1).padStart(5," ")} draw`),setTimeout(l,30)}async function y(){s("human version:",t.version,"| tfjs version:",t.tf.version["tfjs-core"]),s("platform:",t.env.platform,"| agent:",t.env.agent),r("loading..."),await t.load(),s("backend:",t.tf.getBackend(),"| available:",t.env.backends),s("loaded models:",Object.values(t.models).filter(a=>a!==null).length),r("initializing..."),await t.warmup(),await h(),await c(),await l()}window.onload=y;
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import{Human as p}from"../../dist/human.esm.js";var w={async:!0,modelBasePath:"../../models",filter:{enabled:!0,equalization:!1},cacheSensitivity:0,face:{enabled:!0,detector:{rotation:!1},mesh:{enabled:!0},attention:{enabled:!1},iris:{enabled:!0},description:{enabled:!0},emotion:{enabled:!0}},body:{enabled:!0},hand:{enabled:!0},object:{enabled:!1},gesture:{enabled:!0}},t=new p(w);t.env.perfadd=!1;t.draw.options.font='small-caps 18px "Lato"';t.draw.options.lineHeight=20;var e={video:document.getElementById("video"),canvas:document.getElementById("canvas"),log:document.getElementById("log"),fps:document.getElementById("status"),perf:document.getElementById("performance")},o={detect:0,draw:0,tensors:0},d={detect:0,draw:0},s=(...a)=>{e.log.innerText+=a.join(" ")+`
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`,console.log(...a)},r=a=>e.fps.innerText=a,b=a=>e.perf.innerText="tensors:"+t.tf.memory().numTensors+" | performance: "+JSON.stringify(a).replace(/"|{|}/g,"").replace(/,/g," | ");async function h(){r("starting webcam...");let a={audio:!1,video:{facingMode:"user",resizeMode:"none",width:{ideal:document.body.clientWidth},height:{ideal:document.body.clientHeight}}},n=await navigator.mediaDevices.getUserMedia(a),m=new Promise(f=>{e.video.onloadeddata=()=>f(!0)});e.video.srcObject=n,e.video.play(),await m,e.canvas.width=e.video.videoWidth,e.canvas.height=e.video.videoHeight;let i=n.getVideoTracks()[0],g=i.getCapabilities?i.getCapabilities():"",u=i.getSettings?i.getSettings():"",v=i.getConstraints?i.getConstraints():"";s("video:",e.video.videoWidth,e.video.videoHeight,i.label,{stream:n,track:i,settings:u,constraints:v,capabilities:g}),e.canvas.onclick=()=>{e.video.paused?e.video.play():e.video.pause()}}async function c(){if(!e.video.paused){await t.detect(e.video);let n=t.tf.memory().numTensors;n-o.tensors!==0&&s("allocated tensors:",n-o.tensors),o.tensors=n}let a=t.now();d.detect=1e3/(a-o.detect),o.detect=a,requestAnimationFrame(c)}async function l(){if(!e.video.paused){let n=await t.next(t.result);await t.draw.canvas(e.video,e.canvas),await t.draw.all(e.canvas,n),b(n.performance)}let a=t.now();d.draw=1e3/(a-o.draw),o.draw=a,r(e.video.paused?"paused":`fps: ${d.detect.toFixed(1).padStart(5," ")} detect | ${d.draw.toFixed(1).padStart(5," ")} draw`),setTimeout(l,30)}async function y(){s("human version:",t.version,"| tfjs version:",t.tf.version["tfjs-core"]),s("platform:",t.env.platform,"| agent:",t.env.agent),r("loading..."),await t.load(),s("backend:",t.tf.getBackend(),"| available:",t.env.backends),s("loaded models:",Object.values(t.models).filter(a=>a!==null).length),r("initializing..."),await t.warmup(),await h(),await c(),await l()}window.onload=y;
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/**
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* Human demo for browsers
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* @default Human Library
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@ -11,10 +11,12 @@ import { Human, Config } from '../../dist/human.esm.js'; // equivalent of @vladm
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const humanConfig: Partial<Config> = { // user configuration for human, used to fine-tune behavior
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// backend: 'webgpu' as const,
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// async: true,
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// wasmPath: 'https://cdn.jsdelivr.net/npm/@tensorflow/tfjs-backend-wasm@3.18.0/dist/',
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async: true,
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modelBasePath: '../../models',
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filter: { enabled: true, equalization: false },
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// cacheSensitivity: 0,
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//
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cacheSensitivity: 0,
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face: { enabled: true, detector: { rotation: false }, mesh: { enabled: true }, attention: { enabled: false }, iris: { enabled: true }, description: { enabled: true }, emotion: { enabled: true } },
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body: { enabled: true },
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hand: { enabled: true },
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12
package.json
12
package.json
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{
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"name": "@vladmandic/human",
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"version": "2.7.4",
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"version": "2.8.0",
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"description": "Human: AI-powered 3D Face Detection & Rotation Tracking, Face Description & Recognition, Body Pose Tracking, 3D Hand & Finger Tracking, Iris Analysis, Age & Gender & Emotion Prediction, Gesture Recognition",
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"sideEffects": false,
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"main": "dist/human.node.js",
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"tensorflow"
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],
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"devDependencies": {
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"@microsoft/api-extractor": "^7.24.1",
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"@microsoft/api-extractor": "^7.24.2",
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"@tensorflow/tfjs": "^3.18.0",
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"@tensorflow/tfjs-backend-cpu": "^3.18.0",
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"@tensorflow/tfjs-backend-wasm": "^3.18.0",
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"@tensorflow/tfjs-layers": "^3.18.0",
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"@tensorflow/tfjs-node": "^3.18.0",
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"@tensorflow/tfjs-node-gpu": "^3.18.0",
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"@types/node": "^17.0.35",
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"@types/offscreencanvas": "^2019.6.4",
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"@types/node": "^17.0.36",
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"@types/offscreencanvas": "^2019.7.0",
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"@typescript-eslint/eslint-plugin": "^5.26.0",
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"@typescript-eslint/parser": "^5.26.0",
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"@vladmandic/build": "^0.7.4",
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"@vladmandic/tfjs": "github:vladmandic/tfjs",
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"canvas": "^2.9.1",
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"dayjs": "^1.11.2",
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"esbuild": "^0.14.39",
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"esbuild": "^0.14.42",
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"eslint": "8.16.0",
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"eslint-config-airbnb-base": "^15.0.0",
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"eslint-plugin-html": "^6.2.0",
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"seedrandom": "^3.0.5",
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"tslib": "^2.4.0",
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"typedoc": "0.22.15",
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"typescript": "4.6.4"
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"typescript": "4.7.2"
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}
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}
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@ -2,7 +2,7 @@ import { TRI468 as triangulation } from '../face/facemeshcoords';
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import { mergeDeep } from '../util/util';
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import { getCanvasContext, rad2deg, rect, point, lines, arrow } from './primitives';
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import { options } from './options';
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import { attentionDefinitions } from '../face/attention';
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import * as facemeshConstants from '../face/constants';
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import type { FaceResult } from '../result';
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import type { AnyCanvas, DrawOptions } from '../exports';
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@ -127,9 +127,9 @@ function drawFacePoints(f: FaceResult, ctx: CanvasRenderingContext2D | Offscreen
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for (let i = 0; i < f.mesh.length; i++) {
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point(ctx, f.mesh[i][0], f.mesh[i][1], f.mesh[i][2], opt);
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if (opt.drawAttention) {
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if (attentionDefinitions.lips.includes(i)) point(ctx, f.mesh[i][0], f.mesh[i][1], (f.mesh[i][2] as number) + 127, opt);
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if (attentionDefinitions.eyeL.includes(i)) point(ctx, f.mesh[i][0], f.mesh[i][1], (f.mesh[i][2] as number) - 127, opt);
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if (attentionDefinitions.eyeR.includes(i)) point(ctx, f.mesh[i][0], f.mesh[i][1], (f.mesh[i][2] as number) - 127, opt);
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if (facemeshConstants.LANDMARKS_REFINEMENT_LIPS_CONFIG.includes(i)) point(ctx, f.mesh[i][0], f.mesh[i][1], (f.mesh[i][2] as number) + 127, opt);
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if (facemeshConstants.LANDMARKS_REFINEMENT_LEFT_EYE_CONFIG.includes(i)) point(ctx, f.mesh[i][0], f.mesh[i][1], (f.mesh[i][2] as number) - 127, opt);
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if (facemeshConstants.LANDMARKS_REFINEMENT_RIGHT_EYE_CONFIG.includes(i)) point(ctx, f.mesh[i][0], f.mesh[i][1], (f.mesh[i][2] as number) - 127, opt);
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}
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}
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}
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import * as constants from './constants';
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import type { Tensor } from '../tfjs/types';
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export const attentionDefinitions = {
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eyeLLower: [33, 7, 163, 144, 145, 153, 154, 155, 133], // 9
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eyeRLower: [263, 249, 390, 373, 374, 380, 381, 382, 362], // 9
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// eslint-disable-next-line max-len
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lips: [185, 96, 90, 181, 84, 17, 314, 405, 320, 307, 409, 40, 39, 73, 37, 0, 267, 269, 270, 409, 40, 88, 178, 178, 87, 14, 268, 402, 318, 324, 409, 80, 41, 38, 87, 12, 268, 303, 318, 324, 185, 95, 80, 81, 85, 16, 315, 404, 319, 325, 409, 40, 39, 73, 72, 0, 302, 303, 270, 408, 185, 88, 88, 81, 82, 15, 316, 403, 319, 324, 409, 80, 41, 38, 87, 12, 268, 303, 318, 324],
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// eslint-disable-next-line max-len
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eyeL: [33, 7, 163, 144, 145, 153, 154, 155, 133, 246, 161, 160, 159, 158, 157, 173, 130, 25, 110, 24, 23, 22, 26, 112, 243, 247, 30, 29, 27, 28, 56, 190, 226, 31, 228, 229, 230, 231, 232, 233, 244, 113, 225, 224, 223, 222, 221, 189, 35, 124, 46, 53, 52, 65, 143, 111, 117, 118, 119, 120, 121, 128, 245, 156, 70, 63, 105, 66, 107, 55, 193],
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// eslint-disable-next-line max-len
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eyeR: [263, 249, 390, 373, 374, 380, 381, 382, 362, 466, 388, 387, 386, 385, 384, 398, 359, 255, 339, 254, 253, 252, 256, 341, 463, 467, 260, 259, 257, 258, 286, 414, 446, 261, 448, 449, 450, 451, 452, 453, 464, 342, 445, 444, 443, 442, 441, 413, 265, 353, 276, 283, 282, 295, 372, 340, 346, 347, 348, 349, 350, 357, 465, 383, 300, 293, 334, 296, 336, 285, 417],
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};
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// function used to determine heuristic mapping
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// values in attentionDefinitions are based on top values from 200 iterations
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/*
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const historyRes: number[][] = [];
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const getMostCommon = (arr): number => {
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const count: Record<string, number> = {};
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arr.forEach((el) => {
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count[el] = (count[el] || 0) + 1;
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});
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const res: string[] = Object.keys(count).reduce((acc: string[], val, ind) => {
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if (!ind || count[val] > count[acc[0]]) return [val];
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if (count[val] === count[acc[0]]) acc.push(val);
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return acc;
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}, []);
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return parseInt(res[0]);
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};
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function replaceClosestPoint(rawCoords, newCoords) {
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const currentRes: number[] = [];
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for (let i = 0; i < newCoords.length / 2; i++) {
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let minDist = Number.MAX_VALUE;
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let minDistIdx = -1;
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const pts = rawCoords.map((r) => [r[0], r[1]]);
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for (let j = 0; j < rawCoords.length; j++) {
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const x = pts[j][0] - newCoords[2 * i + 0];
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const y = pts[j][1] - newCoords[2 * i + 1];
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const dist = (x * x) + (y * y);
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if (dist < minDist) {
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minDist = dist;
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minDistIdx = j;
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}
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}
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currentRes.push(minDistIdx);
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rawCoords[minDistIdx] = [newCoords[2 * i + 0], newCoords[2 * i + 1], rawCoords[minDistIdx][2]];
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}
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historyRes.push(currentRes);
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if (historyRes.length % 50 === 0) {
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const invertRes: number[][] = [];
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for (let i = 0; i < currentRes.length; i++) {
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const indexRes = historyRes.map((j) => j[i]);
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invertRes.push(indexRes);
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}
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const mostCommon: number[] = invertRes.map((r) => getMostCommon(r));
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console.log(mostCommon);
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}
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return rawCoords;
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}
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*/
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export async function augment(rawCoords, results: Tensor[]) {
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const t: Record<string, Float32Array> = { // all attention models produce 2d results so it needs to be later augmented with correct z-coords
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irisL: results[3].dataSync() as Float32Array, // 5 x 2d // output_left_iris
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irisR: results[1].dataSync() as Float32Array, // 5 x 2d // output_right_iris
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eyeL: results[0].dataSync() as Float32Array, // 71 x 2d // output_left_eye
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eyeR: results[6].dataSync() as Float32Array, // 71 x 2d // output_right_eye
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lips: results[5].dataSync() as Float32Array, // 80 x 2d // output_lips
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// flag: results[4], // already processed in parent // conv_faceflag
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// mesh: results[2], // already have it in rawCoords // output_mesh_identity
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// mesh: results[0], // already have it in rawCoords // output_mesh_identity
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// flag: results[1], // already processed in parent // conv_faceflag
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lips: results.filter((r) => r.size === 160)[0].dataSync() as Float32Array, // 80 x 2d = 160 // output_lips
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irisL: results.filter((r) => r.size === 10)[0].dataSync() as Float32Array, // 5 x 2d = 10 // output_right_iris
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eyeL: results.filter((r) => r.size === 142)[0].dataSync() as Float32Array, // 71 x 2d = 142 // output_right_eye
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irisR: results.filter((r) => r.size === 10)[1].dataSync() as Float32Array, // 5 x 2d = 10 // output_left_iris
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eyeR: results.filter((r) => r.size === 142)[1].dataSync() as Float32Array, // 71 x 2d = 142// output_left_eye
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};
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// rawCoords = replaceClosestPoint(rawCoords, t.eyeL);
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// rawCoords = replaceClosestPoint(rawCoords, t.eyeR);
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// rawCoords = replaceClosestPoint(rawCoords, t.lips);
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// augment iris: adds additional 5 keypoints per eye
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const irisRDepth = attentionDefinitions.eyeRLower.reduce((prev, curr) => prev += rawCoords[curr][2], 0) / attentionDefinitions.eyeRLower.length; // get average z-coord for iris
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for (let i = 0; i < t.irisR.length / 2; i++) rawCoords.push([t.irisR[2 * i + 0], t.irisR[2 * i + 1], irisRDepth]);
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const irisLDepth = attentionDefinitions.eyeLLower.reduce((prev, curr) => prev += rawCoords[curr][2], 0) / attentionDefinitions.eyeLLower.length; // get average z-coord for iris
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const irisLDepth = constants.LANDMARKS_REFINEMENT_LEFT_EYE_CONFIG.reduce((prev, curr) => prev += rawCoords[curr][2], 0) / constants.LANDMARKS_REFINEMENT_LEFT_EYE_CONFIG.length; // get average z-coord for iris
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for (let i = 0; i < t.irisL.length / 2; i++) rawCoords.push([t.irisL[2 * i + 0], t.irisL[2 * i + 1], irisLDepth]);
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const irisRDepth = constants.LANDMARKS_REFINEMENT_RIGHT_EYE_CONFIG.reduce((prev, curr) => prev += rawCoords[curr][2], 0) / constants.LANDMARKS_REFINEMENT_RIGHT_EYE_CONFIG.length; // get average z-coord for iris
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for (let i = 0; i < t.irisR.length / 2; i++) rawCoords.push([t.irisR[2 * i + 0], t.irisR[2 * i + 1], irisRDepth]);
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// augment eyes: replaces eye keypoints based on heuristic mapping
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for (let i = 0; i < t.eyeL.length / 2; i++) rawCoords[attentionDefinitions.eyeL[i]] = [t.eyeL[2 * i + 0], t.eyeL[2 * i + 1], rawCoords[attentionDefinitions.eyeL[i]][2]];
|
||||
// for (let i = 0; i < t.eyeL.length / 2; i++) rawCoords.push([t.eyeL[2 * i + 0], t.eyeL[2 * i + 1], 0]);
|
||||
for (let i = 0; i < t.eyeR.length / 2; i++) rawCoords[attentionDefinitions.eyeR[i]] = [t.eyeR[2 * i + 0], t.eyeR[2 * i + 1], rawCoords[attentionDefinitions.eyeR[i]][2]];
|
||||
// for (let i = 0; i < t.eyeR.length / 2; i++) rawCoords.push([t.eyeR[2 * i + 0], t.eyeR[2 * i + 1], 0]);
|
||||
for (let i = 0; i < t.eyeL.length / 2; i++) rawCoords[constants.LANDMARKS_REFINEMENT_LEFT_EYE_CONFIG[i]] = [t.eyeL[2 * i + 0], t.eyeL[2 * i + 1], rawCoords[constants.LANDMARKS_REFINEMENT_LEFT_EYE_CONFIG[i]][2]];
|
||||
for (let i = 0; i < t.eyeR.length / 2; i++) rawCoords[constants.LANDMARKS_REFINEMENT_RIGHT_EYE_CONFIG[i]] = [t.eyeR[2 * i + 0], t.eyeR[2 * i + 1], rawCoords[constants.LANDMARKS_REFINEMENT_RIGHT_EYE_CONFIG[i]][2]];
|
||||
|
||||
// augment lips: replaces eye keypoints based on heuristic mapping
|
||||
for (let i = 0; i < t.lips.length / 2; i++) rawCoords[attentionDefinitions.lips[i]] = [t.lips[2 * i + 0], t.lips[2 * i + 1], rawCoords[attentionDefinitions.lips[i]][2]];
|
||||
// for (let i = 0; i < t.lips.length / 2; i++) rawCoords.push([t.lips[2 * i + 0], t.lips[2 * i + 1], 0]);
|
||||
for (let i = 0; i < t.lips.length / 2; i++) rawCoords[constants.LANDMARKS_REFINEMENT_LIPS_CONFIG[i]] = [t.lips[2 * i + 0], t.lips[2 * i + 1], rawCoords[constants.LANDMARKS_REFINEMENT_LIPS_CONFIG[i]][2]];
|
||||
|
||||
return rawCoords;
|
||||
}
|
||||
|
|
|
|||
|
|
@ -0,0 +1,263 @@
|
|||
// @tensorflow/tfjs-models/face-landmark-detection/src/constants.ts
|
||||
// https://github.com/google/mediapipe/mediapipe/python/solutions/face_mesh_connections.py
|
||||
|
||||
type PairArray = Array<[number, number]>;
|
||||
|
||||
const LIPS_CONNECTIONS: PairArray = [
|
||||
[61, 146], [146, 91], [91, 181], [181, 84], [84, 17], [17, 314], [314, 405], [405, 321], [321, 375], [375, 291], [61, 185], [185, 40], [40, 39], [39, 37], [37, 0], [0, 267], [267, 269], [269, 270], [270, 409], [409, 291],
|
||||
[78, 95], [95, 88], [88, 178], [178, 87], [87, 14], [14, 317], [317, 402], [402, 318], [318, 324], [324, 308], [78, 191], [191, 80], [80, 81], [81, 82], [82, 13], [13, 312], [312, 311], [311, 310], [310, 415], [415, 308],
|
||||
];
|
||||
|
||||
const LEFT_EYE_CONNECTIONS: PairArray = [[263, 249], [249, 390], [390, 373], [373, 374], [374, 380], [380, 381], [381, 382], [382, 362], [263, 466], [466, 388], [388, 387], [387, 386], [386, 385], [385, 384], [384, 398], [398, 362]];
|
||||
|
||||
const LEFT_EYEBROW_CONNECTIONS: PairArray = [[276, 283], [283, 282], [282, 295], [295, 285], [300, 293], [293, 334], [334, 296], [296, 336]];
|
||||
|
||||
const LEFT_IRIS_CONNECTIONS: PairArray = [[474, 475], [475, 476], [476, 477], [477, 474]];
|
||||
|
||||
const RIGHT_EYE_CONNECTIONS: PairArray = [[33, 7], [7, 163], [163, 144], [144, 145], [145, 153], [153, 154], [154, 155], [155, 133], [33, 246], [246, 161], [161, 160], [160, 159], [159, 158], [158, 157], [157, 173], [173, 133]];
|
||||
|
||||
const RIGHT_EYEBROW_CONNECTIONS: PairArray = [[46, 53], [53, 52], [52, 65], [65, 55], [70, 63], [63, 105], [105, 66], [66, 107]];
|
||||
|
||||
const RIGHT_IRIS_CONNECTIONS: PairArray = [[469, 470], [470, 471], [471, 472], [472, 469]];
|
||||
|
||||
const FACE_OVAL_CONNECTIONS: PairArray = [
|
||||
[10, 338], [338, 297], [297, 332], [332, 284], [284, 251], [251, 389], [389, 356], [356, 454], [454, 323], [323, 361], [361, 288], [288, 397], [397, 365], [365, 379], [379, 378], [378, 400], [400, 377], [377, 152],
|
||||
[152, 148], [148, 176], [176, 149], [149, 150], [150, 136], [136, 172], [172, 58], [58, 132], [132, 93], [93, 234], [234, 127], [127, 162], [162, 21], [21, 54], [54, 103], [103, 67], [67, 109], [109, 10],
|
||||
];
|
||||
|
||||
export const MEDIAPIPE_FACE_MESH_CONNECTED_KEYPOINTS_PAIRS: PairArray = [
|
||||
[127, 34], [34, 139], [139, 127], [11, 0], [0, 37], [37, 11], [232, 231], [231, 120], [120, 232], [72, 37], [37, 39], [39, 72], [128, 121], [121, 47], [47, 128], [232, 121], [121, 128], [128, 232],
|
||||
[104, 69], [69, 67], [67, 104], [175, 171], [171, 148], [148, 175], [118, 50], [50, 101], [101, 118], [73, 39], [39, 40], [40, 73], [9, 151], [151, 108], [108, 9], [48, 115], [115, 131], [131, 48],
|
||||
[194, 204], [204, 211], [211, 194], [74, 40], [40, 185], [185, 74], [80, 42], [42, 183], [183, 80], [40, 92], [92, 186], [186, 40], [230, 229], [229, 118], [118, 230], [202, 212], [212, 214], [214, 202],
|
||||
[83, 18], [18, 17], [17, 83], [76, 61], [61, 146], [146, 76], [160, 29], [29, 30], [30, 160], [56, 157], [157, 173], [173, 56], [106, 204], [204, 194], [194, 106], [135, 214], [214, 192], [192, 135],
|
||||
[203, 165], [165, 98], [98, 203], [21, 71], [71, 68], [68, 21], [51, 45], [45, 4], [4, 51], [144, 24], [24, 23], [23, 144], [77, 146], [146, 91], [91, 77], [205, 50], [50, 187], [187, 205],
|
||||
[201, 200], [200, 18], [18, 201], [91, 106], [106, 182], [182, 91], [90, 91], [91, 181], [181, 90], [85, 84], [84, 17], [17, 85], [206, 203], [203, 36], [36, 206], [148, 171], [171, 140], [140, 148],
|
||||
[92, 40], [40, 39], [39, 92], [193, 189], [189, 244], [244, 193], [159, 158], [158, 28], [28, 159], [247, 246], [246, 161], [161, 247], [236, 3], [3, 196], [196, 236], [54, 68], [68, 104], [104, 54],
|
||||
[193, 168], [168, 8], [8, 193], [117, 228], [228, 31], [31, 117], [189, 193], [193, 55], [55, 189], [98, 97], [97, 99], [99, 98], [126, 47], [47, 100], [100, 126], [166, 79], [79, 218], [218, 166],
|
||||
[155, 154], [154, 26], [26, 155], [209, 49], [49, 131], [131, 209], [135, 136], [136, 150], [150, 135], [47, 126], [126, 217], [217, 47], [223, 52], [52, 53], [53, 223], [45, 51], [51, 134], [134, 45],
|
||||
[211, 170], [170, 140], [140, 211], [67, 69], [69, 108], [108, 67], [43, 106], [106, 91], [91, 43], [230, 119], [119, 120], [120, 230], [226, 130], [130, 247], [247, 226], [63, 53], [53, 52], [52, 63],
|
||||
[238, 20], [20, 242], [242, 238], [46, 70], [70, 156], [156, 46], [78, 62], [62, 96], [96, 78], [46, 53], [53, 63], [63, 46], [143, 34], [34, 227], [227, 143], [123, 117], [117, 111], [111, 123],
|
||||
[44, 125], [125, 19], [19, 44], [236, 134], [134, 51], [51, 236], [216, 206], [206, 205], [205, 216], [154, 153], [153, 22], [22, 154], [39, 37], [37, 167], [167, 39], [200, 201], [201, 208], [208, 200],
|
||||
[36, 142], [142, 100], [100, 36], [57, 212], [212, 202], [202, 57], [20, 60], [60, 99], [99, 20], [28, 158], [158, 157], [157, 28], [35, 226], [226, 113], [113, 35], [160, 159], [159, 27], [27, 160],
|
||||
[204, 202], [202, 210], [210, 204], [113, 225], [225, 46], [46, 113], [43, 202], [202, 204], [204, 43], [62, 76], [76, 77], [77, 62], [137, 123], [123, 116], [116, 137], [41, 38], [38, 72], [72, 41],
|
||||
[203, 129], [129, 142], [142, 203], [64, 98], [98, 240], [240, 64], [49, 102], [102, 64], [64, 49], [41, 73], [73, 74], [74, 41], [212, 216], [216, 207], [207, 212], [42, 74], [74, 184], [184, 42],
|
||||
[169, 170], [170, 211], [211, 169], [170, 149], [149, 176], [176, 170], [105, 66], [66, 69], [69, 105], [122, 6], [6, 168], [168, 122], [123, 147], [147, 187], [187, 123], [96, 77], [77, 90], [90, 96],
|
||||
[65, 55], [55, 107], [107, 65], [89, 90], [90, 180], [180, 89], [101, 100], [100, 120], [120, 101], [63, 105], [105, 104], [104, 63], [93, 137], [137, 227], [227, 93], [15, 86], [86, 85], [85, 15],
|
||||
[129, 102], [102, 49], [49, 129], [14, 87], [87, 86], [86, 14], [55, 8], [8, 9], [9, 55], [100, 47], [47, 121], [121, 100], [145, 23], [23, 22], [22, 145], [88, 89], [89, 179], [179, 88],
|
||||
[6, 122], [122, 196], [196, 6], [88, 95], [95, 96], [96, 88], [138, 172], [172, 136], [136, 138], [215, 58], [58, 172], [172, 215], [115, 48], [48, 219], [219, 115], [42, 80], [80, 81], [81, 42],
|
||||
[195, 3], [3, 51], [51, 195], [43, 146], [146, 61], [61, 43], [171, 175], [175, 199], [199, 171], [81, 82], [82, 38], [38, 81], [53, 46], [46, 225], [225, 53], [144, 163], [163, 110], [110, 144],
|
||||
[52, 65], [65, 66], [66, 52], [229, 228], [228, 117], [117, 229], [34, 127], [127, 234], [234, 34], [107, 108], [108, 69], [69, 107], [109, 108], [108, 151], [151, 109], [48, 64], [64, 235], [235, 48],
|
||||
[62, 78], [78, 191], [191, 62], [129, 209], [209, 126], [126, 129], [111, 35], [35, 143], [143, 111], [117, 123], [123, 50], [50, 117], [222, 65], [65, 52], [52, 222], [19, 125], [125, 141], [141, 19],
|
||||
[221, 55], [55, 65], [65, 221], [3, 195], [195, 197], [197, 3], [25, 7], [7, 33], [33, 25], [220, 237], [237, 44], [44, 220], [70, 71], [71, 139], [139, 70], [122, 193], [193, 245], [245, 122],
|
||||
[247, 130], [130, 33], [33, 247], [71, 21], [21, 162], [162, 71], [170, 169], [169, 150], [150, 170], [188, 174], [174, 196], [196, 188], [216, 186], [186, 92], [92, 216], [2, 97], [97, 167], [167, 2],
|
||||
[141, 125], [125, 241], [241, 141], [164, 167], [167, 37], [37, 164], [72, 38], [38, 12], [12, 72], [38, 82], [82, 13], [13, 38], [63, 68], [68, 71], [71, 63], [226, 35], [35, 111], [111, 226],
|
||||
[101, 50], [50, 205], [205, 101], [206, 92], [92, 165], [165, 206], [209, 198], [198, 217], [217, 209], [165, 167], [167, 97], [97, 165], [220, 115], [115, 218], [218, 220], [133, 112], [112, 243], [243, 133],
|
||||
[239, 238], [238, 241], [241, 239], [214, 135], [135, 169], [169, 214], [190, 173], [173, 133], [133, 190], [171, 208], [208, 32], [32, 171], [125, 44], [44, 237], [237, 125], [86, 87], [87, 178], [178, 86],
|
||||
[85, 86], [86, 179], [179, 85], [84, 85], [85, 180], [180, 84], [83, 84], [84, 181], [181, 83], [201, 83], [83, 182], [182, 201], [137, 93], [93, 132], [132, 137], [76, 62], [62, 183], [183, 76],
|
||||
[61, 76], [76, 184], [184, 61], [57, 61], [61, 185], [185, 57], [212, 57], [57, 186], [186, 212], [214, 207], [207, 187], [187, 214], [34, 143], [143, 156], [156, 34], [79, 239], [239, 237], [237, 79],
|
||||
[123, 137], [137, 177], [177, 123], [44, 1], [1, 4], [4, 44], [201, 194], [194, 32], [32, 201], [64, 102], [102, 129], [129, 64], [213, 215], [215, 138], [138, 213], [59, 166], [166, 219], [219, 59],
|
||||
[242, 99], [99, 97], [97, 242], [2, 94], [94, 141], [141, 2], [75, 59], [59, 235], [235, 75], [24, 110], [110, 228], [228, 24], [25, 130], [130, 226], [226, 25], [23, 24], [24, 229], [229, 23],
|
||||
[22, 23], [23, 230], [230, 22], [26, 22], [22, 231], [231, 26], [112, 26], [26, 232], [232, 112], [189, 190], [190, 243], [243, 189], [221, 56], [56, 190], [190, 221], [28, 56], [56, 221], [221, 28],
|
||||
[27, 28], [28, 222], [222, 27], [29, 27], [27, 223], [223, 29], [30, 29], [29, 224], [224, 30], [247, 30], [30, 225], [225, 247], [238, 79], [79, 20], [20, 238], [166, 59], [59, 75], [75, 166],
|
||||
[60, 75], [75, 240], [240, 60], [147, 177], [177, 215], [215, 147], [20, 79], [79, 166], [166, 20], [187, 147], [147, 213], [213, 187], [112, 233], [233, 244], [244, 112], [233, 128], [128, 245], [245, 233],
|
||||
[128, 114], [114, 188], [188, 128], [114, 217], [217, 174], [174, 114], [131, 115], [115, 220], [220, 131], [217, 198], [198, 236], [236, 217], [198, 131], [131, 134], [134, 198], [177, 132], [132, 58], [58, 177],
|
||||
[143, 35], [35, 124], [124, 143], [110, 163], [163, 7], [7, 110], [228, 110], [110, 25], [25, 228], [356, 389], [389, 368], [368, 356], [11, 302], [302, 267], [267, 11], [452, 350], [350, 349], [349, 452],
|
||||
[302, 303], [303, 269], [269, 302], [357, 343], [343, 277], [277, 357], [452, 453], [453, 357], [357, 452], [333, 332], [332, 297], [297, 333], [175, 152], [152, 377], [377, 175], [347, 348], [348, 330], [330, 347],
|
||||
[303, 304], [304, 270], [270, 303], [9, 336], [336, 337], [337, 9], [278, 279], [279, 360], [360, 278], [418, 262], [262, 431], [431, 418], [304, 408], [408, 409], [409, 304], [310, 415], [415, 407], [407, 310],
|
||||
[270, 409], [409, 410], [410, 270], [450, 348], [348, 347], [347, 450], [422, 430], [430, 434], [434, 422], [313, 314], [314, 17], [17, 313], [306, 307], [307, 375], [375, 306], [387, 388], [388, 260], [260, 387],
|
||||
[286, 414], [414, 398], [398, 286], [335, 406], [406, 418], [418, 335], [364, 367], [367, 416], [416, 364], [423, 358], [358, 327], [327, 423], [251, 284], [284, 298], [298, 251], [281, 5], [5, 4], [4, 281],
|
||||
[373, 374], [374, 253], [253, 373], [307, 320], [320, 321], [321, 307], [425, 427], [427, 411], [411, 425], [421, 313], [313, 18], [18, 421], [321, 405], [405, 406], [406, 321], [320, 404], [404, 405], [405, 320],
|
||||
[315, 16], [16, 17], [17, 315], [426, 425], [425, 266], [266, 426], [377, 400], [400, 369], [369, 377], [322, 391], [391, 269], [269, 322], [417, 465], [465, 464], [464, 417], [386, 257], [257, 258], [258, 386],
|
||||
[466, 260], [260, 388], [388, 466], [456, 399], [399, 419], [419, 456], [284, 332], [332, 333], [333, 284], [417, 285], [285, 8], [8, 417], [346, 340], [340, 261], [261, 346], [413, 441], [441, 285], [285, 413],
|
||||
[327, 460], [460, 328], [328, 327], [355, 371], [371, 329], [329, 355], [392, 439], [439, 438], [438, 392], [382, 341], [341, 256], [256, 382], [429, 420], [420, 360], [360, 429], [364, 394], [394, 379], [379, 364],
|
||||
[277, 343], [343, 437], [437, 277], [443, 444], [444, 283], [283, 443], [275, 440], [440, 363], [363, 275], [431, 262], [262, 369], [369, 431], [297, 338], [338, 337], [337, 297], [273, 375], [375, 321], [321, 273],
|
||||
[450, 451], [451, 349], [349, 450], [446, 342], [342, 467], [467, 446], [293, 334], [334, 282], [282, 293], [458, 461], [461, 462], [462, 458], [276, 353], [353, 383], [383, 276], [308, 324], [324, 325], [325, 308],
|
||||
[276, 300], [300, 293], [293, 276], [372, 345], [345, 447], [447, 372], [352, 345], [345, 340], [340, 352], [274, 1], [1, 19], [19, 274], [456, 248], [248, 281], [281, 456], [436, 427], [427, 425], [425, 436],
|
||||
[381, 256], [256, 252], [252, 381], [269, 391], [391, 393], [393, 269], [200, 199], [199, 428], [428, 200], [266, 330], [330, 329], [329, 266], [287, 273], [273, 422], [422, 287], [250, 462], [462, 328], [328, 250],
|
||||
[258, 286], [286, 384], [384, 258], [265, 353], [353, 342], [342, 265], [387, 259], [259, 257], [257, 387], [424, 431], [431, 430], [430, 424], [342, 353], [353, 276], [276, 342], [273, 335], [335, 424], [424, 273],
|
||||
[292, 325], [325, 307], [307, 292], [366, 447], [447, 345], [345, 366], [271, 303], [303, 302], [302, 271], [423, 266], [266, 371], [371, 423], [294, 455], [455, 460], [460, 294], [279, 278], [278, 294], [294, 279],
|
||||
[271, 272], [272, 304], [304, 271], [432, 434], [434, 427], [427, 432], [272, 407], [407, 408], [408, 272], [394, 430], [430, 431], [431, 394], [395, 369], [369, 400], [400, 395], [334, 333], [333, 299], [299, 334],
|
||||
[351, 417], [417, 168], [168, 351], [352, 280], [280, 411], [411, 352], [325, 319], [319, 320], [320, 325], [295, 296], [296, 336], [336, 295], [319, 403], [403, 404], [404, 319], [330, 348], [348, 349], [349, 330],
|
||||
[293, 298], [298, 333], [333, 293], [323, 454], [454, 447], [447, 323], [15, 16], [16, 315], [315, 15], [358, 429], [429, 279], [279, 358], [14, 15], [15, 316], [316, 14], [285, 336], [336, 9], [9, 285],
|
||||
[329, 349], [349, 350], [350, 329], [374, 380], [380, 252], [252, 374], [318, 402], [402, 403], [403, 318], [6, 197], [197, 419], [419, 6], [318, 319], [319, 325], [325, 318], [367, 364], [364, 365], [365, 367],
|
||||
[435, 367], [367, 397], [397, 435], [344, 438], [438, 439], [439, 344], [272, 271], [271, 311], [311, 272], [195, 5], [5, 281], [281, 195], [273, 287], [287, 291], [291, 273], [396, 428], [428, 199], [199, 396],
|
||||
[311, 271], [271, 268], [268, 311], [283, 444], [444, 445], [445, 283], [373, 254], [254, 339], [339, 373], [282, 334], [334, 296], [296, 282], [449, 347], [347, 346], [346, 449], [264, 447], [447, 454], [454, 264],
|
||||
[336, 296], [296, 299], [299, 336], [338, 10], [10, 151], [151, 338], [278, 439], [439, 455], [455, 278], [292, 407], [407, 415], [415, 292], [358, 371], [371, 355], [355, 358], [340, 345], [345, 372], [372, 340],
|
||||
[346, 347], [347, 280], [280, 346], [442, 443], [443, 282], [282, 442], [19, 94], [94, 370], [370, 19], [441, 442], [442, 295], [295, 441], [248, 419], [419, 197], [197, 248], [263, 255], [255, 359], [359, 263],
|
||||
[440, 275], [275, 274], [274, 440], [300, 383], [383, 368], [368, 300], [351, 412], [412, 465], [465, 351], [263, 467], [467, 466], [466, 263], [301, 368], [368, 389], [389, 301], [395, 378], [378, 379], [379, 395],
|
||||
[412, 351], [351, 419], [419, 412], [436, 426], [426, 322], [322, 436], [2, 164], [164, 393], [393, 2], [370, 462], [462, 461], [461, 370], [164, 0], [0, 267], [267, 164], [302, 11], [11, 12], [12, 302],
|
||||
[268, 12], [12, 13], [13, 268], [293, 300], [300, 301], [301, 293], [446, 261], [261, 340], [340, 446], [330, 266], [266, 425], [425, 330], [426, 423], [423, 391], [391, 426], [429, 355], [355, 437], [437, 429],
|
||||
[391, 327], [327, 326], [326, 391], [440, 457], [457, 438], [438, 440], [341, 382], [382, 362], [362, 341], [459, 457], [457, 461], [461, 459], [434, 430], [430, 394], [394, 434], [414, 463], [463, 362], [362, 414],
|
||||
[396, 369], [369, 262], [262, 396], [354, 461], [461, 457], [457, 354], [316, 403], [403, 402], [402, 316], [315, 404], [404, 403], [403, 315], [314, 405], [405, 404], [404, 314], [313, 406], [406, 405], [405, 313],
|
||||
[421, 418], [418, 406], [406, 421], [366, 401], [401, 361], [361, 366], [306, 408], [408, 407], [407, 306], [291, 409], [409, 408], [408, 291], [287, 410], [410, 409], [409, 287], [432, 436], [436, 410], [410, 432],
|
||||
[434, 416], [416, 411], [411, 434], [264, 368], [368, 383], [383, 264], [309, 438], [438, 457], [457, 309], [352, 376], [376, 401], [401, 352], [274, 275], [275, 4], [4, 274], [421, 428], [428, 262], [262, 421],
|
||||
[294, 327], [327, 358], [358, 294], [433, 416], [416, 367], [367, 433], [289, 455], [455, 439], [439, 289], [462, 370], [370, 326], [326, 462], [2, 326], [326, 370], [370, 2], [305, 460], [460, 455], [455, 305],
|
||||
[254, 449], [449, 448], [448, 254], [255, 261], [261, 446], [446, 255], [253, 450], [450, 449], [449, 253], [252, 451], [451, 450], [450, 252], [256, 452], [452, 451], [451, 256], [341, 453], [453, 452], [452, 341],
|
||||
[413, 464], [464, 463], [463, 413], [441, 413], [413, 414], [414, 441], [258, 442], [442, 441], [441, 258], [257, 443], [443, 442], [442, 257], [259, 444], [444, 443], [443, 259], [260, 445], [445, 444], [444, 260],
|
||||
[467, 342], [342, 445], [445, 467], [459, 458], [458, 250], [250, 459], [289, 392], [392, 290], [290, 289], [290, 328], [328, 460], [460, 290], [376, 433], [433, 435], [435, 376], [250, 290], [290, 392], [392, 250],
|
||||
[411, 416], [416, 433], [433, 411], [341, 463], [463, 464], [464, 341], [453, 464], [464, 465], [465, 453], [357, 465], [465, 412], [412, 357], [343, 412], [412, 399], [399, 343], [360, 363], [363, 440], [440, 360],
|
||||
[437, 399], [399, 456], [456, 437], [420, 456], [456, 363], [363, 420], [401, 435], [435, 288], [288, 401], [372, 383], [383, 353], [353, 372], [339, 255], [255, 249], [249, 339], [448, 261], [261, 255], [255, 448],
|
||||
[133, 243], [243, 190], [190, 133], [133, 155], [155, 112], [112, 133], [33, 246], [246, 247], [247, 33], [33, 130], [130, 25], [25, 33], [398, 384], [384, 286], [286, 398], [362, 398], [398, 414], [414, 362],
|
||||
[362, 463], [463, 341], [341, 362], [263, 359], [359, 467], [467, 263], [263, 249], [249, 255], [255, 263], [466, 467], [467, 260], [260, 466], [75, 60], [60, 166], [166, 75], [238, 239], [239, 79], [79, 238],
|
||||
[162, 127], [127, 139], [139, 162], [72, 11], [11, 37], [37, 72], [121, 232], [232, 120], [120, 121], [73, 72], [72, 39], [39, 73], [114, 128], [128, 47], [47, 114], [233, 232], [232, 128], [128, 233],
|
||||
[103, 104], [104, 67], [67, 103], [152, 175], [175, 148], [148, 152], [119, 118], [118, 101], [101, 119], [74, 73], [73, 40], [40, 74], [107, 9], [9, 108], [108, 107], [49, 48], [48, 131], [131, 49],
|
||||
[32, 194], [194, 211], [211, 32], [184, 74], [74, 185], [185, 184], [191, 80], [80, 183], [183, 191], [185, 40], [40, 186], [186, 185], [119, 230], [230, 118], [118, 119], [210, 202], [202, 214], [214, 210],
|
||||
[84, 83], [83, 17], [17, 84], [77, 76], [76, 146], [146, 77], [161, 160], [160, 30], [30, 161], [190, 56], [56, 173], [173, 190], [182, 106], [106, 194], [194, 182], [138, 135], [135, 192], [192, 138],
|
||||
[129, 203], [203, 98], [98, 129], [54, 21], [21, 68], [68, 54], [5, 51], [51, 4], [4, 5], [145, 144], [144, 23], [23, 145], [90, 77], [77, 91], [91, 90], [207, 205], [205, 187], [187, 207],
|
||||
[83, 201], [201, 18], [18, 83], [181, 91], [91, 182], [182, 181], [180, 90], [90, 181], [181, 180], [16, 85], [85, 17], [17, 16], [205, 206], [206, 36], [36, 205], [176, 148], [148, 140], [140, 176],
|
||||
[165, 92], [92, 39], [39, 165], [245, 193], [193, 244], [244, 245], [27, 159], [159, 28], [28, 27], [30, 247], [247, 161], [161, 30], [174, 236], [236, 196], [196, 174], [103, 54], [54, 104], [104, 103],
|
||||
[55, 193], [193, 8], [8, 55], [111, 117], [117, 31], [31, 111], [221, 189], [189, 55], [55, 221], [240, 98], [98, 99], [99, 240], [142, 126], [126, 100], [100, 142], [219, 166], [166, 218], [218, 219],
|
||||
[112, 155], [155, 26], [26, 112], [198, 209], [209, 131], [131, 198], [169, 135], [135, 150], [150, 169], [114, 47], [47, 217], [217, 114], [224, 223], [223, 53], [53, 224], [220, 45], [45, 134], [134, 220],
|
||||
[32, 211], [211, 140], [140, 32], [109, 67], [67, 108], [108, 109], [146, 43], [43, 91], [91, 146], [231, 230], [230, 120], [120, 231], [113, 226], [226, 247], [247, 113], [105, 63], [63, 52], [52, 105],
|
||||
[241, 238], [238, 242], [242, 241], [124, 46], [46, 156], [156, 124], [95, 78], [78, 96], [96, 95], [70, 46], [46, 63], [63, 70], [116, 143], [143, 227], [227, 116], [116, 123], [123, 111], [111, 116],
|
||||
[1, 44], [44, 19], [19, 1], [3, 236], [236, 51], [51, 3], [207, 216], [216, 205], [205, 207], [26, 154], [154, 22], [22, 26], [165, 39], [39, 167], [167, 165], [199, 200], [200, 208], [208, 199],
|
||||
[101, 36], [36, 100], [100, 101], [43, 57], [57, 202], [202, 43], [242, 20], [20, 99], [99, 242], [56, 28], [28, 157], [157, 56], [124, 35], [35, 113], [113, 124], [29, 160], [160, 27], [27, 29],
|
||||
[211, 204], [204, 210], [210, 211], [124, 113], [113, 46], [46, 124], [106, 43], [43, 204], [204, 106], [96, 62], [62, 77], [77, 96], [227, 137], [137, 116], [116, 227], [73, 41], [41, 72], [72, 73],
|
||||
[36, 203], [203, 142], [142, 36], [235, 64], [64, 240], [240, 235], [48, 49], [49, 64], [64, 48], [42, 41], [41, 74], [74, 42], [214, 212], [212, 207], [207, 214], [183, 42], [42, 184], [184, 183],
|
||||
[210, 169], [169, 211], [211, 210], [140, 170], [170, 176], [176, 140], [104, 105], [105, 69], [69, 104], [193, 122], [122, 168], [168, 193], [50, 123], [123, 187], [187, 50], [89, 96], [96, 90], [90, 89],
|
||||
[66, 65], [65, 107], [107, 66], [179, 89], [89, 180], [180, 179], [119, 101], [101, 120], [120, 119], [68, 63], [63, 104], [104, 68], [234, 93], [93, 227], [227, 234], [16, 15], [15, 85], [85, 16],
|
||||
[209, 129], [129, 49], [49, 209], [15, 14], [14, 86], [86, 15], [107, 55], [55, 9], [9, 107], [120, 100], [100, 121], [121, 120], [153, 145], [145, 22], [22, 153], [178, 88], [88, 179], [179, 178],
|
||||
[197, 6], [6, 196], [196, 197], [89, 88], [88, 96], [96, 89], [135, 138], [138, 136], [136, 135], [138, 215], [215, 172], [172, 138], [218, 115], [115, 219], [219, 218], [41, 42], [42, 81], [81, 41],
|
||||
[5, 195], [195, 51], [51, 5], [57, 43], [43, 61], [61, 57], [208, 171], [171, 199], [199, 208], [41, 81], [81, 38], [38, 41], [224, 53], [53, 225], [225, 224], [24, 144], [144, 110], [110, 24],
|
||||
[105, 52], [52, 66], [66, 105], [118, 229], [229, 117], [117, 118], [227, 34], [34, 234], [234, 227], [66, 107], [107, 69], [69, 66], [10, 109], [109, 151], [151, 10], [219, 48], [48, 235], [235, 219],
|
||||
[183, 62], [62, 191], [191, 183], [142, 129], [129, 126], [126, 142], [116, 111], [111, 143], [143, 116], [118, 117], [117, 50], [50, 118], [223, 222], [222, 52], [52, 223], [94, 19], [19, 141], [141, 94],
|
||||
[222, 221], [221, 65], [65, 222], [196, 3], [3, 197], [197, 196], [45, 220], [220, 44], [44, 45], [156, 70], [70, 139], [139, 156], [188, 122], [122, 245], [245, 188], [139, 71], [71, 162], [162, 139],
|
||||
[149, 170], [170, 150], [150, 149], [122, 188], [188, 196], [196, 122], [206, 216], [216, 92], [92, 206], [164, 2], [2, 167], [167, 164], [242, 141], [141, 241], [241, 242], [0, 164], [164, 37], [37, 0],
|
||||
[11, 72], [72, 12], [12, 11], [12, 38], [38, 13], [13, 12], [70, 63], [63, 71], [71, 70], [31, 226], [226, 111], [111, 31], [36, 101], [101, 205], [205, 36], [203, 206], [206, 165], [165, 203],
|
||||
[126, 209], [209, 217], [217, 126], [98, 165], [165, 97], [97, 98], [237, 220], [220, 218], [218, 237], [237, 239], [239, 241], [241, 237], [210, 214], [214, 169], [169, 210], [140, 171], [171, 32], [32, 140],
|
||||
[241, 125], [125, 237], [237, 241], [179, 86], [86, 178], [178, 179], [180, 85], [85, 179], [179, 180], [181, 84], [84, 180], [180, 181], [182, 83], [83, 181], [181, 182], [194, 201], [201, 182], [182, 194],
|
||||
[177, 137], [137, 132], [132, 177], [184, 76], [76, 183], [183, 184], [185, 61], [61, 184], [184, 185], [186, 57], [57, 185], [185, 186], [216, 212], [212, 186], [186, 216], [192, 214], [214, 187], [187, 192],
|
||||
[139, 34], [34, 156], [156, 139], [218, 79], [79, 237], [237, 218], [147, 123], [123, 177], [177, 147], [45, 44], [44, 4], [4, 45], [208, 201], [201, 32], [32, 208], [98, 64], [64, 129], [129, 98],
|
||||
[192, 213], [213, 138], [138, 192], [235, 59], [59, 219], [219, 235], [141, 242], [242, 97], [97, 141], [97, 2], [2, 141], [141, 97], [240, 75], [75, 235], [235, 240], [229, 24], [24, 228], [228, 229],
|
||||
[31, 25], [25, 226], [226, 31], [230, 23], [23, 229], [229, 230], [231, 22], [22, 230], [230, 231], [232, 26], [26, 231], [231, 232], [233, 112], [112, 232], [232, 233], [244, 189], [189, 243], [243, 244],
|
||||
[189, 221], [221, 190], [190, 189], [222, 28], [28, 221], [221, 222], [223, 27], [27, 222], [222, 223], [224, 29], [29, 223], [223, 224], [225, 30], [30, 224], [224, 225], [113, 247], [247, 225], [225, 113],
|
||||
[99, 60], [60, 240], [240, 99], [213, 147], [147, 215], [215, 213], [60, 20], [20, 166], [166, 60], [192, 187], [187, 213], [213, 192], [243, 112], [112, 244], [244, 243], [244, 233], [233, 245], [245, 244],
|
||||
[245, 128], [128, 188], [188, 245], [188, 114], [114, 174], [174, 188], [134, 131], [131, 220], [220, 134], [174, 217], [217, 236], [236, 174], [236, 198], [198, 134], [134, 236], [215, 177], [177, 58], [58, 215],
|
||||
[156, 143], [143, 124], [124, 156], [25, 110], [110, 7], [7, 25], [31, 228], [228, 25], [25, 31], [264, 356], [356, 368], [368, 264], [0, 11], [11, 267], [267, 0], [451, 452], [452, 349], [349, 451],
|
||||
[267, 302], [302, 269], [269, 267], [350, 357], [357, 277], [277, 350], [350, 452], [452, 357], [357, 350], [299, 333], [333, 297], [297, 299], [396, 175], [175, 377], [377, 396], [280, 347], [347, 330], [330, 280],
|
||||
[269, 303], [303, 270], [270, 269], [151, 9], [9, 337], [337, 151], [344, 278], [278, 360], [360, 344], [424, 418], [418, 431], [431, 424], [270, 304], [304, 409], [409, 270], [272, 310], [310, 407], [407, 272],
|
||||
[322, 270], [270, 410], [410, 322], [449, 450], [450, 347], [347, 449], [432, 422], [422, 434], [434, 432], [18, 313], [313, 17], [17, 18], [291, 306], [306, 375], [375, 291], [259, 387], [387, 260], [260, 259],
|
||||
[424, 335], [335, 418], [418, 424], [434, 364], [364, 416], [416, 434], [391, 423], [423, 327], [327, 391], [301, 251], [251, 298], [298, 301], [275, 281], [281, 4], [4, 275], [254, 373], [373, 253], [253, 254],
|
||||
[375, 307], [307, 321], [321, 375], [280, 425], [425, 411], [411, 280], [200, 421], [421, 18], [18, 200], [335, 321], [321, 406], [406, 335], [321, 320], [320, 405], [405, 321], [314, 315], [315, 17], [17, 314],
|
||||
[423, 426], [426, 266], [266, 423], [396, 377], [377, 369], [369, 396], [270, 322], [322, 269], [269, 270], [413, 417], [417, 464], [464, 413], [385, 386], [386, 258], [258, 385], [248, 456], [456, 419], [419, 248],
|
||||
[298, 284], [284, 333], [333, 298], [168, 417], [417, 8], [8, 168], [448, 346], [346, 261], [261, 448], [417, 413], [413, 285], [285, 417], [326, 327], [327, 328], [328, 326], [277, 355], [355, 329], [329, 277],
|
||||
[309, 392], [392, 438], [438, 309], [381, 382], [382, 256], [256, 381], [279, 429], [429, 360], [360, 279], [365, 364], [364, 379], [379, 365], [355, 277], [277, 437], [437, 355], [282, 443], [443, 283], [283, 282],
|
||||
[281, 275], [275, 363], [363, 281], [395, 431], [431, 369], [369, 395], [299, 297], [297, 337], [337, 299], [335, 273], [273, 321], [321, 335], [348, 450], [450, 349], [349, 348], [359, 446], [446, 467], [467, 359],
|
||||
[283, 293], [293, 282], [282, 283], [250, 458], [458, 462], [462, 250], [300, 276], [276, 383], [383, 300], [292, 308], [308, 325], [325, 292], [283, 276], [276, 293], [293, 283], [264, 372], [372, 447], [447, 264],
|
||||
[346, 352], [352, 340], [340, 346], [354, 274], [274, 19], [19, 354], [363, 456], [456, 281], [281, 363], [426, 436], [436, 425], [425, 426], [380, 381], [381, 252], [252, 380], [267, 269], [269, 393], [393, 267],
|
||||
[421, 200], [200, 428], [428, 421], [371, 266], [266, 329], [329, 371], [432, 287], [287, 422], [422, 432], [290, 250], [250, 328], [328, 290], [385, 258], [258, 384], [384, 385], [446, 265], [265, 342], [342, 446],
|
||||
[386, 387], [387, 257], [257, 386], [422, 424], [424, 430], [430, 422], [445, 342], [342, 276], [276, 445], [422, 273], [273, 424], [424, 422], [306, 292], [292, 307], [307, 306], [352, 366], [366, 345], [345, 352],
|
||||
[268, 271], [271, 302], [302, 268], [358, 423], [423, 371], [371, 358], [327, 294], [294, 460], [460, 327], [331, 279], [279, 294], [294, 331], [303, 271], [271, 304], [304, 303], [436, 432], [432, 427], [427, 436],
|
||||
[304, 272], [272, 408], [408, 304], [395, 394], [394, 431], [431, 395], [378, 395], [395, 400], [400, 378], [296, 334], [334, 299], [299, 296], [6, 351], [351, 168], [168, 6], [376, 352], [352, 411], [411, 376],
|
||||
[307, 325], [325, 320], [320, 307], [285, 295], [295, 336], [336, 285], [320, 319], [319, 404], [404, 320], [329, 330], [330, 349], [349, 329], [334, 293], [293, 333], [333, 334], [366, 323], [323, 447], [447, 366],
|
||||
[316, 15], [15, 315], [315, 316], [331, 358], [358, 279], [279, 331], [317, 14], [14, 316], [316, 317], [8, 285], [285, 9], [9, 8], [277, 329], [329, 350], [350, 277], [253, 374], [374, 252], [252, 253],
|
||||
[319, 318], [318, 403], [403, 319], [351, 6], [6, 419], [419, 351], [324, 318], [318, 325], [325, 324], [397, 367], [367, 365], [365, 397], [288, 435], [435, 397], [397, 288], [278, 344], [344, 439], [439, 278],
|
||||
[310, 272], [272, 311], [311, 310], [248, 195], [195, 281], [281, 248], [375, 273], [273, 291], [291, 375], [175, 396], [396, 199], [199, 175], [312, 311], [311, 268], [268, 312], [276, 283], [283, 445], [445, 276],
|
||||
[390, 373], [373, 339], [339, 390], [295, 282], [282, 296], [296, 295], [448, 449], [449, 346], [346, 448], [356, 264], [264, 454], [454, 356], [337, 336], [336, 299], [299, 337], [337, 338], [338, 151], [151, 337],
|
||||
[294, 278], [278, 455], [455, 294], [308, 292], [292, 415], [415, 308], [429, 358], [358, 355], [355, 429], [265, 340], [340, 372], [372, 265], [352, 346], [346, 280], [280, 352], [295, 442], [442, 282], [282, 295],
|
||||
[354, 19], [19, 370], [370, 354], [285, 441], [441, 295], [295, 285], [195, 248], [248, 197], [197, 195], [457, 440], [440, 274], [274, 457], [301, 300], [300, 368], [368, 301], [417, 351], [351, 465], [465, 417],
|
||||
[251, 301], [301, 389], [389, 251], [394, 395], [395, 379], [379, 394], [399, 412], [412, 419], [419, 399], [410, 436], [436, 322], [322, 410], [326, 2], [2, 393], [393, 326], [354, 370], [370, 461], [461, 354],
|
||||
[393, 164], [164, 267], [267, 393], [268, 302], [302, 12], [12, 268], [312, 268], [268, 13], [13, 312], [298, 293], [293, 301], [301, 298], [265, 446], [446, 340], [340, 265], [280, 330], [330, 425], [425, 280],
|
||||
[322, 426], [426, 391], [391, 322], [420, 429], [429, 437], [437, 420], [393, 391], [391, 326], [326, 393], [344, 440], [440, 438], [438, 344], [458, 459], [459, 461], [461, 458], [364, 434], [434, 394], [394, 364],
|
||||
[428, 396], [396, 262], [262, 428], [274, 354], [354, 457], [457, 274], [317, 316], [316, 402], [402, 317], [316, 315], [315, 403], [403, 316], [315, 314], [314, 404], [404, 315], [314, 313], [313, 405], [405, 314],
|
||||
[313, 421], [421, 406], [406, 313], [323, 366], [366, 361], [361, 323], [292, 306], [306, 407], [407, 292], [306, 291], [291, 408], [408, 306], [291, 287], [287, 409], [409, 291], [287, 432], [432, 410], [410, 287],
|
||||
[427, 434], [434, 411], [411, 427], [372, 264], [264, 383], [383, 372], [459, 309], [309, 457], [457, 459], [366, 352], [352, 401], [401, 366], [1, 274], [274, 4], [4, 1], [418, 421], [421, 262], [262, 418],
|
||||
[331, 294], [294, 358], [358, 331], [435, 433], [433, 367], [367, 435], [392, 289], [289, 439], [439, 392], [328, 462], [462, 326], [326, 328], [94, 2], [2, 370], [370, 94], [289, 305], [305, 455], [455, 289],
|
||||
[339, 254], [254, 448], [448, 339], [359, 255], [255, 446], [446, 359], [254, 253], [253, 449], [449, 254], [253, 252], [252, 450], [450, 253], [252, 256], [256, 451], [451, 252], [256, 341], [341, 452], [452, 256],
|
||||
[414, 413], [413, 463], [463, 414], [286, 441], [441, 414], [414, 286], [286, 258], [258, 441], [441, 286], [258, 257], [257, 442], [442, 258], [257, 259], [259, 443], [443, 257], [259, 260], [260, 444], [444, 259],
|
||||
[260, 467], [467, 445], [445, 260], [309, 459], [459, 250], [250, 309], [305, 289], [289, 290], [290, 305], [305, 290], [290, 460], [460, 305], [401, 376], [376, 435], [435, 401], [309, 250], [250, 392], [392, 309],
|
||||
[376, 411], [411, 433], [433, 376], [453, 341], [341, 464], [464, 453], [357, 453], [453, 465], [465, 357], [343, 357], [357, 412], [412, 343], [437, 343], [343, 399], [399, 437], [344, 360], [360, 440], [440, 344],
|
||||
[420, 437], [437, 456], [456, 420], [360, 420], [420, 363], [363, 360], [361, 401], [401, 288], [288, 361], [265, 372], [372, 353], [353, 265], [390, 339], [339, 249], [249, 390], [339, 448], [448, 255], [255, 339],
|
||||
];
|
||||
|
||||
function connectionsToIndices(connections: PairArray) {
|
||||
const indices = connections.map((connection) => connection[0]);
|
||||
indices.push(connections[connections.length - 1][1]);
|
||||
return indices;
|
||||
}
|
||||
|
||||
export const MEDIAPIPE_FACE_MESH_KEYPOINTS_BY_CONTOUR = {
|
||||
lips: connectionsToIndices(LIPS_CONNECTIONS),
|
||||
leftEye: connectionsToIndices(LEFT_EYE_CONNECTIONS),
|
||||
leftEyebrow: connectionsToIndices(LEFT_EYEBROW_CONNECTIONS),
|
||||
leftIris: connectionsToIndices(LEFT_IRIS_CONNECTIONS),
|
||||
rightEye: connectionsToIndices(RIGHT_EYE_CONNECTIONS),
|
||||
rightEyebrow: connectionsToIndices(RIGHT_EYEBROW_CONNECTIONS),
|
||||
rightIris: connectionsToIndices(RIGHT_IRIS_CONNECTIONS),
|
||||
faceOval: connectionsToIndices(FACE_OVAL_CONNECTIONS),
|
||||
};
|
||||
|
||||
const indexLabelPairs: Array<[number, string]> = Object.entries(MEDIAPIPE_FACE_MESH_KEYPOINTS_BY_CONTOUR)
|
||||
.map(([label, indices]) => indices.map((index) => [index, label] as [number, string]))
|
||||
.flat();
|
||||
|
||||
export const MEDIAPIPE_FACE_MESH_KEYPOINTS = new Map(indexLabelPairs);
|
||||
|
||||
type AssignAverage = number[];
|
||||
export interface LandmarksRefinementConfig {
|
||||
indexesMapping: number[]; // Maps indexes of the given set of landmarks to indexes of the resulting set of landmarks. Should be non empty and contain the same amount of indexes as landmarks in the corresponding input
|
||||
zRefinement: 'none'|'copy'|AssignAverage; // Z refinement instructions.
|
||||
}
|
||||
|
||||
export const LANDMARKS_REFINEMENT_LIPS_CONFIG = [
|
||||
61, 146, 91, 181, 84, 17, 314, 405, 321, 375, 291, // Lower outer.
|
||||
185, 40, 39, 37, 0, 267, 269, 270, 409, // Upper outer(excluding corners).
|
||||
78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308, // Lower inner.
|
||||
191, 80, 81, 82, 13, 312, 311, 310, 415, // Upper inner(excluding corners).
|
||||
76, 77, 90, 180, 85, 16, 315, 404, 320, 307, 306, // Lower semi - outer.
|
||||
184, 74, 73, 72, 11, 302, 303, 304, 408, // Upper semi - outer(excluding corners).
|
||||
62, 96, 89, 179, 86, 15, 316, 403, 319, 325, 292, // Lower semi - inner.
|
||||
183, 42, 41, 38, 12, 268, 271, 272, 407, // Upper semi - inner(excluding corners).
|
||||
];
|
||||
|
||||
export const LANDMARKS_REFINEMENT_LEFT_EYE_CONFIG = [
|
||||
33, 7, 163, 144, 145, 153, 154, 155, 133, // Lower contour.
|
||||
246, 161, 160, 159, 158, 157, 173, // upper contour (excluding corners).
|
||||
130, 25, 110, 24, 23, 22, 26, 112, 243, // Halo x2 lower contour.
|
||||
247, 30, 29, 27, 28, 56, 190, // Halo x2 upper contour (excluding corners).
|
||||
226, 31, 228, 229, 230, 231, 232, 233, 244, // Halo x3 lower contour.
|
||||
113, 225, 224, 223, 222, 221, 189, // Halo x3 upper contour (excluding corners).
|
||||
35, 124, 46, 53, 52, 65, // Halo x4 upper contour (no lower because of mesh structure) or eyebrow inner contour.
|
||||
143, 111, 117, 118, 119, 120, 121, 128, 245, // Halo x5 lower contour.
|
||||
156, 70, 63, 105, 66, 107, 55, 193, // Halo x5 upper contour (excluding corners) or eyebrow outer contour.
|
||||
];
|
||||
|
||||
export const LANDMARKS_REFINEMENT_RIGHT_EYE_CONFIG = [
|
||||
263, 249, 390, 373, 374, 380, 381, 382, 362, // Lower contour.
|
||||
466, 388, 387, 386, 385, 384, 398, // Upper contour (excluding corners).
|
||||
359, 255, 339, 254, 253, 252, 256, 341, 463, // Halo x2 lower contour.
|
||||
467, 260, 259, 257, 258, 286, 414, // Halo x2 upper contour (excluding corners).
|
||||
446, 261, 448, 449, 450, 451, 452, 453, 464, // Halo x3 lower contour.
|
||||
342, 445, 444, 443, 442, 441, 413, // Halo x3 upper contour (excluding corners).
|
||||
265, 353, 276, 283, 282, 295, // Halo x4 upper contour (no lower because of mesh structure) or/ eyebrow inner contour.
|
||||
372, 340, 346, 347, 348, 349, 350, 357, 465, // Halo x5 lower contour.
|
||||
383, 300, 293, 334, 296, 336, 285, 417, // Halo x5 upper contour (excluding corners) or eyebrow outer contour.
|
||||
];
|
||||
|
||||
export const LANDMARKS_REFINEMENT_LEFT_IRIS_CONFIG = [
|
||||
468, // Center.
|
||||
469, // Iris right edge.
|
||||
470, // Iris top edge.
|
||||
471, // Iris left edge.
|
||||
472, // Iris bottom edge.
|
||||
];
|
||||
/*
|
||||
zRefinement: [
|
||||
33, 7, 163, 144, 145, 153, 154, 155, 133, // Lower contour.
|
||||
246, 161, 160, 159, 158, 157, 173, // Upper contour (excluding corners).
|
||||
];
|
||||
*/
|
||||
|
||||
export const LANDMARKS_REFINEMENT_RIGHT_IRIS_CONFIG = [
|
||||
473, // Center.
|
||||
474, // Iris right edge.
|
||||
475, // Iris top edge.
|
||||
476, // Iris left edge.
|
||||
477, // Iris bottom edge.
|
||||
];
|
||||
/*
|
||||
zRefinement: [
|
||||
263, 249, 390, 373, 374, 380, 381, 382, 362, // Lower contour.
|
||||
466, 388, 387, 386, 385, 384, 398, // Upper contour (excluding corners).
|
||||
];
|
||||
*/
|
||||
|
|
@ -86,11 +86,11 @@ export async function predict(input: Tensor, config: Config): Promise<FaceResult
|
|||
if (config.debug) log('face mesh detection requested, but model is not loaded');
|
||||
} else { // mesh enabled
|
||||
const results = model.execute(face.tensor as Tensor) as Array<Tensor>;
|
||||
const confidence = results.find((t) => t.shape[t.shape.length - 1] === 1) as Tensor;
|
||||
const contourCoords = results.find((t) => t.shape[t.shape.length - 1] === 1404) as Tensor;
|
||||
const faceConfidence = await confidence.data();
|
||||
const confidenceT = results.find((t) => t.shape[t.shape.length - 1] === 1) as Tensor;
|
||||
const meshT = results.find((t) => t.shape[t.shape.length - 1] === 1404) as Tensor;
|
||||
const faceConfidence = confidenceT.dataSync();
|
||||
face.faceScore = Math.round(100 * faceConfidence[0]) / 100;
|
||||
const coordsReshaped = tf.reshape(contourCoords, [-1, 3]);
|
||||
const coordsReshaped = tf.reshape(meshT, [-1, 3]);
|
||||
let rawCoords = await coordsReshaped.array();
|
||||
if (face.faceScore < (config.face.detector?.minConfidence || 1)) { // low confidence in detected mesh
|
||||
box.confidence = face.faceScore; // reset confidence of cached box
|
||||
|
|
@ -133,6 +133,11 @@ export async function predict(input: Tensor, config: Config): Promise<FaceResult
|
|||
|
||||
export async function load(config: Config): Promise<GraphModel> {
|
||||
if (env.initial) model = null;
|
||||
// @ts-ignore private property
|
||||
if (config?.face?.attention?.enabled && model?.signature) {
|
||||
// @ts-ignore private property
|
||||
if (Object.keys(model?.signature?.outputs || {}).length < 6) model = null;
|
||||
}
|
||||
if (!model) {
|
||||
if (config.face.attention?.enabled) model = await loadModel(config.face.attention?.modelPath);
|
||||
else model = await loadModel(config.face.mesh?.modelPath);
|
||||
|
|
|
|||
|
|
@ -9,10 +9,18 @@ export const meshAnnotations: Record<string, number[]> = {
|
|||
397, 365, 379, 378, 400, 377, 152, 148, 176, 149, 150, 136,
|
||||
172, 58, 132, 93, 234, 127, 162, 21, 54, 103, 67, 109,
|
||||
],
|
||||
lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291], // 11
|
||||
lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291], // 10
|
||||
lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308], // 11
|
||||
lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308], // 11
|
||||
// lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291], // 11
|
||||
// lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291], // 10
|
||||
// lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308], // 11
|
||||
// lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308], // 11
|
||||
lipsUpperOuter: [185, 40, 39, 37, 0, 267, 269, 270, 409],
|
||||
lipsLowerOuter: [61, 146, 91, 181, 84, 17, 314, 405, 321, 375, 291],
|
||||
lipsUpperInner: [191, 80, 81, 82, 13, 312, 311, 310, 415],
|
||||
lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308],
|
||||
lipsLowerSemiOuter: [76, 77, 90, 180, 85, 16, 315, 404, 320, 307, 306],
|
||||
lipsUpperSemiOuter: [184, 74, 73, 72, 11, 302, 303, 304, 408],
|
||||
lipsLowerSemiInner: [62, 96, 89, 179, 86, 15, 316, 403, 319, 325, 292],
|
||||
lipsUpperSemiInner: [183, 42, 41, 38, 12, 268, 271, 272, 407],
|
||||
rightEyeUpper0: [246, 161, 160, 159, 158, 157, 173], // 7
|
||||
rightEyeLower0: [33, 7, 163, 144, 145, 153, 154, 155, 133], // 9
|
||||
rightEyeUpper1: [247, 30, 29, 27, 28, 56, 190], // 7
|
||||
|
|
|
|||
|
|
@ -1,24 +1,25 @@
|
|||
2022-05-24 07:19:41 [36mINFO: [39m Application: {"name":"@vladmandic/human","version":"2.7.3"}
|
||||
2022-05-24 07:19:41 [36mINFO: [39m Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true}
|
||||
2022-05-24 07:19:41 [36mINFO: [39m Toolchain: {"build":"0.7.3","esbuild":"0.14.39","typescript":"4.6.4","typedoc":"0.22.15","eslint":"8.16.0"}
|
||||
2022-05-24 07:19:41 [36mINFO: [39m Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]}
|
||||
2022-05-24 07:19:41 [35mSTATE:[39m Clean: {"locations":["dist/*","types/lib/*","typedoc/*"]}
|
||||
2022-05-24 07:19:41 [35mSTATE:[39m Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":595}
|
||||
2022-05-24 07:19:41 [35mSTATE:[39m Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":72,"inputBytes":607902,"outputBytes":298472}
|
||||
2022-05-24 07:19:41 [35mSTATE:[39m 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":599}
|
||||
2022-05-24 07:19:41 [35mSTATE:[39m Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":72,"inputBytes":607906,"outputBytes":298476}
|
||||
2022-05-24 07:19:41 [35mSTATE:[39m 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":651}
|
||||
2022-05-24 07:19:41 [35mSTATE:[39m Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":72,"inputBytes":607958,"outputBytes":298526}
|
||||
2022-05-24 07:19:41 [35mSTATE:[39m Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1069,"outputBytes":358}
|
||||
2022-05-24 07:19:41 [35mSTATE:[39m Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":1032,"outputBytes":583}
|
||||
2022-05-24 07:19:41 [35mSTATE:[39m Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":72,"inputBytes":607890,"outputBytes":297382}
|
||||
2022-05-24 07:19:41 [35mSTATE:[39m Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":1353306}
|
||||
2022-05-24 07:19:41 [35mSTATE:[39m Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":72,"inputBytes":1960613,"outputBytes":1649734}
|
||||
2022-05-24 07:19:41 [35mSTATE:[39m Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":72,"inputBytes":1960613,"outputBytes":2133419}
|
||||
2022-05-24 07:19:46 [35mSTATE:[39m Typings: {"input":"src/human.ts","output":"types/lib","files":114}
|
||||
2022-05-24 07:19:48 [35mSTATE:[39m TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":73,"generated":true}
|
||||
2022-05-24 07:19:48 [35mSTATE:[39m Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":5967,"outputBytes":2980}
|
||||
2022-05-24 07:19:48 [35mSTATE:[39m Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15174,"outputBytes":7820}
|
||||
2022-05-24 07:19:55 [35mSTATE:[39m Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":104,"errors":0,"warnings":0}
|
||||
2022-05-24 07:19:56 [35mSTATE:[39m ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"}
|
||||
2022-05-24 07:19:56 [36mINFO: [39m Done...
|
||||
2022-05-29 21:08:33 [36mINFO: [39m Application: {"name":"@vladmandic/human","version":"2.8.0"}
|
||||
2022-05-29 21:08:33 [36mINFO: [39m Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true}
|
||||
2022-05-29 21:08:33 [36mINFO: [39m Toolchain: {"build":"0.7.3","esbuild":"0.14.42","typescript":"4.7.2","typedoc":"0.22.15","eslint":"8.16.0"}
|
||||
2022-05-29 21:08:33 [36mINFO: [39m Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]}
|
||||
2022-05-29 21:08:33 [35mSTATE:[39m Clean: {"locations":["dist/*","types/lib/*","typedoc/*"]}
|
||||
2022-05-29 21:08:33 [35mSTATE:[39m Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":595}
|
||||
2022-05-29 21:08:33 [35mSTATE:[39m Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":73,"inputBytes":641913,"outputBytes":300409}
|
||||
2022-05-29 21:08:33 [35mSTATE:[39m 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":599}
|
||||
2022-05-29 21:08:33 [35mSTATE:[39m Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":73,"inputBytes":641917,"outputBytes":300413}
|
||||
2022-05-29 21:08:33 [35mSTATE:[39m 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":651}
|
||||
2022-05-29 21:08:33 [35mSTATE:[39m Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":73,"inputBytes":641969,"outputBytes":300463}
|
||||
2022-05-29 21:08:33 [35mSTATE:[39m Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1069,"outputBytes":358}
|
||||
2022-05-29 21:08:33 [35mSTATE:[39m Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":1032,"outputBytes":583}
|
||||
2022-05-29 21:08:33 [35mSTATE:[39m Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":73,"inputBytes":641901,"outputBytes":299319}
|
||||
2022-05-29 21:08:34 [35mSTATE:[39m Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":1354096}
|
||||
2022-05-29 21:08:34 [35mSTATE:[39m Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":73,"inputBytes":1995414,"outputBytes":1652490}
|
||||
2022-05-29 21:08:34 [35mSTATE:[39m Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":73,"inputBytes":1995414,"outputBytes":2138654}
|
||||
2022-05-29 21:08:40 [35mSTATE:[39m Typings: {"input":"src/human.ts","output":"types/lib","files":116}
|
||||
2022-05-29 21:08:40 [33mWARN: [39m You are running with an unsupported TypeScript version! This may work, or it might break. TypeDoc supports 4.0, 4.1, 4.2, 4.3, 4.4, 4.5, 4.6
|
||||
2022-05-29 21:08:42 [35mSTATE:[39m TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":73,"generated":true}
|
||||
2022-05-29 21:08:42 [35mSTATE:[39m Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6056,"outputBytes":3008}
|
||||
2022-05-29 21:08:42 [35mSTATE:[39m Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15174,"outputBytes":7820}
|
||||
2022-05-29 21:08:50 [35mSTATE:[39m Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":105,"errors":0,"warnings":0}
|
||||
2022-05-29 21:08:50 [35mSTATE:[39m ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"}
|
||||
2022-05-29 21:08:50 [36mINFO: [39m Done...
|
||||
|
|
|
|||
|
|
@ -150,7 +150,7 @@ async function verifyDetails(human) {
|
|||
verify(res.face.length === 1, 'details face length', res.face.length);
|
||||
for (const face of res.face) {
|
||||
verify(face.score > 0.9 && face.boxScore > 0.9 && face.faceScore > 0.9, 'details face score', face.score, face.boxScore, face.faceScore);
|
||||
verify(face.age > 23 && face.age < 30 && face.gender === 'female' && face.genderScore > 0.9 && face.iris > 70 && face.iris < 80, 'details face age/gender', face.age, face.gender, face.genderScore, face.iris);
|
||||
verify(face.age > 23 && face.age < 30 && face.gender === 'female' && face.genderScore > 0.9 && face.iris > 70 && face.iris < 90, 'details face age/gender', face.age, face.gender, face.genderScore, face.iris);
|
||||
verify(face.box.length === 4 && face.boxRaw.length === 4 && face.mesh.length === 478 && face.meshRaw.length === 478 && face.embedding.length === 1024, 'details face arrays', face.box.length, face.mesh.length, face.embedding.length);
|
||||
verify(face.emotion.length >= 2 && face.emotion[0].score > 0.30 && face.emotion[0].emotion === 'angry', 'details face emotion', face.emotion.length, face.emotion[0]);
|
||||
verify(face.real > 0.75, 'details face anti-spoofing', face.real);
|
||||
|
|
@ -165,7 +165,7 @@ async function verifyDetails(human) {
|
|||
verify(hand.score > 0.5 && hand.boxScore > 0.5 && hand.fingerScore > 0.5 && hand.box.length === 4 && hand.boxRaw.length === 4 && hand.label === 'point', 'details hand', hand.boxScore, hand.fingerScore, hand.label);
|
||||
verify(hand.keypoints.length === 21 && Object.keys(hand.landmarks).length === 5 && Object.keys(hand.annotations).length === 7, 'details hand arrays', hand.keypoints.length, Object.keys(hand.landmarks).length, Object.keys(hand.annotations).length);
|
||||
}
|
||||
verify(res.gesture.length === 6, 'details gesture length', res.gesture.length);
|
||||
verify(res.gesture.length >= 6, 'details gesture length', res.gesture.length);
|
||||
verify(res.gesture[0].gesture === 'facing right', 'details gesture first', res.gesture[0]);
|
||||
verify(res.object.length === 1, 'details object length', res.object.length);
|
||||
for (const obj of res.object) {
|
||||
|
|
@ -252,7 +252,7 @@ async function test(Human, inputConfig) {
|
|||
// test model loading
|
||||
log('info', 'test: model load');
|
||||
await human.load();
|
||||
const models = Object.keys(human.models).map((model) => ({ name: model, loaded: (human.models[model] !== null) }));
|
||||
const models = Object.keys(human.models).map((model) => ({ name: model, loaded: (human.models[model] !== null), url: human.models[model] ? human.models[model].modelUrl : null }));
|
||||
const loaded = models.filter((model) => model.loaded);
|
||||
if (models.length === 22 && loaded.length === 12) log('state', 'passed: models loaded', models.length, loaded.length, models);
|
||||
else log('error', 'failed: models loaded', models.length, loaded.length, models);
|
||||
|
|
@ -274,7 +274,7 @@ async function test(Human, inputConfig) {
|
|||
else log('state', 'passed: warmup face result match');
|
||||
config.warmup = 'body';
|
||||
res = await testWarmup(human, 'default');
|
||||
if (!res || res?.face?.length !== 1 || res?.body?.length !== 1 || res?.hand?.length !== 1 || res?.gesture?.length !== 6) log('error', 'failed: warmup body result mismatch', res?.face?.length, res?.body?.length, res?.hand?.length, res?.gesture?.length);
|
||||
if (!res || res?.face?.length !== 1 || res?.body?.length !== 1 || res?.hand?.length !== 1 || res?.gesture?.length < 6) log('error', 'failed: warmup body result mismatch', res?.face?.length, res?.body?.length, res?.hand?.length, res?.gesture?.length);
|
||||
else log('state', 'passed: warmup body result match');
|
||||
log('state', 'details:', {
|
||||
face: { boxScore: res.face[0].boxScore, faceScore: res.face[0].faceScore, age: res.face[0].age, gender: res.face[0].gender, genderScore: res.face[0].genderScore },
|
||||
|
|
@ -318,6 +318,14 @@ async function test(Human, inputConfig) {
|
|||
if (!res || !res.error) log('error', 'failed: invalid input', res);
|
||||
else log('state', 'passed: invalid input', res.error || res);
|
||||
|
||||
// test face attention
|
||||
/*
|
||||
log('info', 'test face attention');
|
||||
human.models.facemesh = null; // unload model
|
||||
config.face.attention = { enabled: true };
|
||||
res = await testDetect(human, 'samples/in/ai-face.jpg', 'default');
|
||||
*/
|
||||
|
||||
// test face similarity
|
||||
log('info', 'test face similarity');
|
||||
human.reset();
|
||||
|
|
|
|||
1368
test/test.log
1368
test/test.log
File diff suppressed because it is too large
Load Diff
2
wiki
2
wiki
|
|
@ -1 +1 @@
|
|||
Subproject commit 4d4e5fac7d062b0855a820e1fb79a01f618f7e61
|
||||
Subproject commit c67743e033d29f9f1c96ba596b48c70fea6e5a1e
|
||||
Loading…
Reference in New Issue