Add TFJSFaceDetectionService

This commit is contained in:
Shailesh Pandit 2021-11-04 16:00:52 +05:30
parent 377400228a
commit 2f767ed83f
8 changed files with 365 additions and 4 deletions

1
.gitignore vendored
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@ -46,3 +46,4 @@ public/sw.js.map
public/worker-*.js
public/worker-*.js.map
thirdparty/blazeface

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@ -17,6 +17,12 @@
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"axios": "^0.21.3",

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@ -1,9 +1,16 @@
import { MLSyncResult } from 'utils/machineLearning/types';
import TFJSFaceDetectionService from './tfjsFaceDetectionService';
class MachineLearningService {
public constructor() {}
private faceDetectionService: TFJSFaceDetectionService;
public async init() {}
public constructor() {
this.faceDetectionService = new TFJSFaceDetectionService();
}
public async init() {
await this.faceDetectionService.init();
}
public async sync(token: string): Promise<MLSyncResult> {
if (!token) {

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@ -0,0 +1,103 @@
import {
load as blazeFaceLoad,
BlazeFaceModel,
} from '@tensorflow-models/blazeface';
import * as tf from '@tensorflow/tfjs';
import { AlignedFace } from 'utils/machineLearning/types';
class TFJSFaceDetectionService {
private blazeFaceModel: BlazeFaceModel;
private blazeFaceBackModel: tf.GraphModel;
private desiredLeftEye = [0.3, 0.4];
private desiredFaceWidth = 112;
private desiredFaceHeight = 112;
private minFacePixels = 50;
public constructor() {}
public async init() {
this.blazeFaceModel = await blazeFaceLoad({
maxFaces: 10,
scoreThreshold: 0.5,
iouThreshold: 0.3,
modelUrl: '/models/blazeface/back/model.json',
inputHeight: 256,
inputWidth: 256,
});
console.log(
'loaded blazeFaceModel: ',
this.blazeFaceModel,
await tf.getBackend()
);
}
private getAlignedFace(normFace): AlignedFace {
const leftEye = normFace.landmarks[0];
const rightEye = normFace.landmarks[1];
// const noseTip = normFace.landmarks[2];
const dy = rightEye[1] - leftEye[1];
const dx = rightEye[0] - leftEye[0];
const desiredRightEyeX = 1.0 - this.desiredLeftEye[0];
// const eyesCenterX = (leftEye[0] + rightEye[0]) / 2;
// const yaw = Math.abs(noseTip[0] - eyesCenterX)
const dist = Math.sqrt(dx * dx + dy * dy);
let desiredDist = desiredRightEyeX - this.desiredLeftEye[0];
desiredDist *= this.desiredFaceWidth;
const scale = desiredDist / dist;
// console.log("scale: ", scale);
const eyesCenter = [];
eyesCenter[0] = Math.floor((leftEye[0] + rightEye[0]) / 2);
eyesCenter[1] = Math.floor((leftEye[1] + rightEye[1]) / 2);
// console.log("eyesCenter: ", eyesCenter);
const faceWidth = this.desiredFaceWidth / scale;
const faceHeight = this.desiredFaceHeight / scale;
// console.log("faceWidth: ", faceWidth, "faceHeight: ", faceHeight)
const tx = eyesCenter[0] - faceWidth * 0.5;
const ty = eyesCenter[1] - faceHeight * this.desiredLeftEye[1];
// console.log("tx: ", tx, "ty: ", ty);
return {
...normFace,
alignedBox: [tx, ty, tx + faceWidth, ty + faceHeight],
};
}
public async detectFaces(image: tf.Tensor3D) {
const resizedImage = tf.image.resizeBilinear(image, [256, 256]);
const reshapedImage = resizedImage.reshape([
1,
resizedImage.shape[0],
resizedImage.shape[1],
3,
]);
const normalizedImage = tf.sub(tf.div(reshapedImage, 127.5), 1.0);
const results = await this.blazeFaceBackModel.predict(normalizedImage);
// console.log('onFacesDetected: ', results);
return results;
}
public async estimateFaces(image: tf.Tensor3D) {
const normalizedFaces = await this.blazeFaceModel.estimateFaces(
image as any
);
const alignedFaces = normalizedFaces.map((normFace) =>
this.getAlignedFace(normFace)
);
const filtertedFaces = alignedFaces.filter((face) => {
return (
face.alignedBox[2] - face.alignedBox[0] > this.minFacePixels &&
face.alignedBox[3] - face.alignedBox[1] > this.minFacePixels
);
});
return filtertedFaces;
}
}
export default TFJSFaceDetectionService;

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@ -1,3 +1,9 @@
import { NormalizedFace } from '@tensorflow-models/blazeface';
export interface MLSyncResult {
allFaces: number[][];
}
export interface AlignedFace extends NormalizedFace {
alignedBox: [number, number, number, number];
}

241
yarn.lock
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resolved "https://registry.yarnpkg.com/long/-/long-4.0.0.tgz#9a7b71cfb7d361a194ea555241c92f7468d5bf28"
integrity sha512-XsP+KhQif4bjX1kbuSiySJFNAehNxgLb6hPRGJ9QsUr8ajHkuXGdrHmFUTUUXhDwVX2R5bY4JNZEwbUiMhV+MA==
loose-envify@^1.0.0, loose-envify@^1.1.0, loose-envify@^1.4.0:
version "1.4.0"
resolved "https://registry.npmjs.org/loose-envify/-/loose-envify-1.4.0.tgz"
@ -4515,6 +4682,18 @@ mime-db@1.49.0:
resolved "https://registry.npmjs.org/mime-db/-/mime-db-1.49.0.tgz"
integrity sha512-CIc8j9URtOVApSFCQIF+VBkX1RwXp/oMMOrqdyXSBXq5RWNEsRfyj1kiRnQgmNXmHxPoFIxOroKA3zcU9P+nAA==
mime-db@1.50.0:
version "1.50.0"
resolved "https://registry.yarnpkg.com/mime-db/-/mime-db-1.50.0.tgz#abd4ac94e98d3c0e185016c67ab45d5fde40c11f"
integrity sha512-9tMZCDlYHqeERXEHO9f/hKfNXhre5dK2eE/krIvUjZbS2KPcqGDfNShIWS1uW9XOTKQKqK6qbeOci18rbfW77A==
mime-types@^2.1.12:
version "2.1.33"
resolved "https://registry.yarnpkg.com/mime-types/-/mime-types-2.1.33.tgz#1fa12a904472fafd068e48d9e8401f74d3f70edb"
integrity sha512-plLElXp7pRDd0bNZHw+nMd52vRYjLwQjygaNg7ddJ2uJtTlmnTCjWuPKxVu6//AdaRuME84SvLW91sIkBqGT0g==
dependencies:
mime-db "1.50.0"
mime-types@~2.1.24:
version "2.1.32"
resolved "https://registry.npmjs.org/mime-types/-/mime-types-2.1.32.tgz"
@ -4669,6 +4848,13 @@ node-fetch@^2.6.0, node-fetch@^2.6.1:
resolved "https://registry.npmjs.org/node-fetch/-/node-fetch-2.6.2.tgz"
integrity sha512-aLoxToI6RfZ+0NOjmWAgn9+LEd30YCkJKFSyWacNZdEKTit/ZMcKjGkTRo8uWEsnIb/hfKecNPEbln02PdWbcA==
node-fetch@~2.6.1:
version "2.6.6"
resolved "https://registry.yarnpkg.com/node-fetch/-/node-fetch-2.6.6.tgz#1751a7c01834e8e1697758732e9efb6eeadfaf89"
integrity sha512-Z8/6vRlTUChSdIgMa51jxQ4lrw/Jy5SOW10ObaA47/RElsAN2c5Pn8bTgFGWn/ibwzXTE8qwr1Yzx28vsecXEA==
dependencies:
whatwg-url "^5.0.0"
node-forge@^0.10.0:
version "0.10.0"
resolved "https://registry.npmjs.org/node-forge/-/node-forge-0.10.0.tgz"
@ -5552,7 +5738,7 @@ regenerator-runtime@^0.11.0:
resolved "https://registry.npmjs.org/regenerator-runtime/-/regenerator-runtime-0.11.1.tgz"
integrity sha512-MguG95oij0fC3QV3URf4V2SDYGJhJnJGqvIIgdECeODCT98wSWDAJ94SSuVpYQUoTcGUIL6L4yNB7j1DFFHSBg==
regenerator-runtime@^0.13.4, regenerator-runtime@^0.13.7:
regenerator-runtime@^0.13.4, regenerator-runtime@^0.13.5, regenerator-runtime@^0.13.7:
version "0.13.9"
resolved "https://registry.npmjs.org/regenerator-runtime/-/regenerator-runtime-0.13.9.tgz"
integrity sha512-p3VT+cOEgxFsRRA9X4lkI1E+k2/CtnKtU4gcxyaCUreilL/vqI6CdZ3wxVUx3UOUg+gnUOQQcRI7BmSI656MYA==
@ -5601,6 +5787,11 @@ regjsparser@^0.6.4:
dependencies:
jsesc "~0.5.0"
require-directory@^2.1.1:
version "2.1.1"
resolved "https://registry.yarnpkg.com/require-directory/-/require-directory-2.1.1.tgz#8c64ad5fd30dab1c976e2344ffe7f792a6a6df42"
integrity sha1-jGStX9MNqxyXbiNE/+f3kqam30I=
require-from-string@^2.0.2:
version "2.0.2"
resolved "https://registry.npmjs.org/require-from-string/-/require-from-string-2.0.2.tgz"
@ -5759,6 +5950,11 @@ scrypt-js@^3.0.1:
resolved "https://registry.npmjs.org/scrypt-js/-/scrypt-js-3.0.1.tgz"
integrity sha512-cdwTTnqPu0Hyvf5in5asVdZocVDTNRmR7XEcJuIzMjJeSHybHl7vpB66AzwTaIg6CLSbtjcxc8fqcySfnTkccA==
seedrandom@2.4.3:
version "2.4.3"
resolved "https://registry.yarnpkg.com/seedrandom/-/seedrandom-2.4.3.tgz#2438504dad33917314bff18ac4d794f16d6aaecc"
integrity sha1-JDhQTa0zkXMUv/GKxNeU8W1qrsw=
semver-compare@^1.0.0:
version "1.0.0"
resolved "https://registry.npmjs.org/semver-compare/-/semver-compare-1.0.0.tgz"
@ -6380,6 +6576,11 @@ tr46@^1.0.1:
dependencies:
punycode "^2.1.0"
tr46@~0.0.3:
version "0.0.3"
resolved "https://registry.yarnpkg.com/tr46/-/tr46-0.0.3.tgz#8184fd347dac9cdc185992f3a6622e14b9d9ab6a"
integrity sha1-gYT9NH2snNwYWZLzpmIuFLnZq2o=
tryer@^1.0.1:
version "1.0.1"
resolved "https://registry.npmjs.org/tryer/-/tryer-1.0.1.tgz"
@ -6628,6 +6829,11 @@ watchpack@2.1.1:
glob-to-regexp "^0.4.1"
graceful-fs "^4.1.2"
webidl-conversions@^3.0.0:
version "3.0.1"
resolved "https://registry.yarnpkg.com/webidl-conversions/-/webidl-conversions-3.0.1.tgz#24534275e2a7bc6be7bc86611cc16ae0a5654871"
integrity sha1-JFNCdeKnvGvnvIZhHMFq4KVlSHE=
webidl-conversions@^4.0.2:
version "4.0.2"
resolved "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-4.0.2.tgz"
@ -6660,6 +6866,14 @@ webpack-sources@^1.3.0:
source-list-map "^2.0.0"
source-map "~0.6.1"
whatwg-url@^5.0.0:
version "5.0.0"
resolved "https://registry.yarnpkg.com/whatwg-url/-/whatwg-url-5.0.0.tgz#966454e8765462e37644d3626f6742ce8b70965d"
integrity sha1-lmRU6HZUYuN2RNNib2dCzotwll0=
dependencies:
tr46 "~0.0.3"
webidl-conversions "^3.0.0"
whatwg-url@^7.0.0:
version "7.1.0"
resolved "https://registry.npmjs.org/whatwg-url/-/whatwg-url-7.1.0.tgz"
@ -6969,6 +7183,11 @@ xtend@^4.0.0, xtend@^4.0.2:
resolved "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz"
integrity sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ==
y18n@^5.0.5:
version "5.0.8"
resolved "https://registry.yarnpkg.com/y18n/-/y18n-5.0.8.tgz#7f4934d0f7ca8c56f95314939ddcd2dd91ce1d55"
integrity sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==
yallist@^4.0.0:
version "4.0.0"
resolved "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz"
@ -6979,6 +7198,24 @@ yaml@^1.10.0:
resolved "https://registry.npmjs.org/yaml/-/yaml-1.10.2.tgz"
integrity sha512-r3vXyErRCYJ7wg28yvBY5VSoAF8ZvlcW9/BwUzEtUsjvX/DKs24dIkuwjtuprwJJHsbyUbLApepYTR1BN4uHrg==
yargs-parser@^20.2.2:
version "20.2.9"
resolved "https://registry.yarnpkg.com/yargs-parser/-/yargs-parser-20.2.9.tgz#2eb7dc3b0289718fc295f362753845c41a0c94ee"
integrity sha512-y11nGElTIV+CT3Zv9t7VKl+Q3hTQoT9a1Qzezhhl6Rp21gJ/IVTW7Z3y9EWXhuUBC2Shnf+DX0antecpAwSP8w==
yargs@^16.0.3:
version "16.2.0"
resolved "https://registry.yarnpkg.com/yargs/-/yargs-16.2.0.tgz#1c82bf0f6b6a66eafce7ef30e376f49a12477f66"
integrity sha512-D1mvvtDG0L5ft/jGWkLpG1+m0eQxOfaBvTNELraWj22wSVUMWxZUvYgJYcKh6jGGIkJFhH4IZPQhR4TKpc8mBw==
dependencies:
cliui "^7.0.2"
escalade "^3.1.1"
get-caller-file "^2.0.5"
require-directory "^2.1.1"
string-width "^4.2.0"
y18n "^5.0.5"
yargs-parser "^20.2.2"
yocto-queue@^0.1.0:
version "0.1.0"
resolved "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz"