├── .gitattributes ├── .github └── FUNDING.yml ├── LICENSE ├── README.md ├── face-detection.html ├── images └── camera_flip.png ├── js ├── face-api.min.js └── face-detection.js ├── models ├── age_gender_model-shard1 ├── age_gender_model-weights_manifest.json ├── face_expression_model-shard1 ├── face_expression_model-weights_manifest.json ├── face_landmark_68_model-shard1 ├── face_landmark_68_model-weights_manifest.json ├── face_landmark_68_tiny_model-shard1 ├── face_landmark_68_tiny_model-weights_manifest.json ├── face_recognition_model-shard1 ├── face_recognition_model-shard2 ├── face_recognition_model-weights_manifest.json ├── mtcnn_model-shard1 ├── mtcnn_model-weights_manifest.json ├── ssd_mobilenetv1_model-shard1 ├── ssd_mobilenetv1_model-shard2 ├── ssd_mobilenetv1_model-weights_manifest.json ├── tiny_face_detector_model-shard1 └── tiny_face_detector_model-weights_manifest.json └── style └── face-detection.css /.gitattributes: -------------------------------------------------------------------------------- 1 | # Auto detect text files and perform LF normalization 2 | * text=auto 3 | -------------------------------------------------------------------------------- /.github/FUNDING.yml: -------------------------------------------------------------------------------- 1 | ko_fi: bensonruan 2 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2019 Benson Ruan 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Face Detection 2 | Face detection from webcam in browser using javascript library face-api.js 3 | 4 | Streaming webcam on desktop computer or mobile, there is function to switch back or front cameras on mobile 5 | 6 | ## Live Demo 7 | **[https://bensonruan.com/face-detection-with-face-api-js/](https://bensonruan.com/face-detection-with-face-api-js/)** 8 | 9 | ![faceapi](https://bensonruan.com/wp-content/uploads/2019/08/benson-face.gif) 10 | 11 | 12 | ## Installing 13 | Clone this repository to your local computer 14 | ``` bash 15 | git https://github.com/bensonruan/Face-Detection.git 16 | ``` 17 | Point your localhost to the cloned root directory 18 | 19 | Browse to http://localhost/face-detection.html 20 | 21 | 22 | ## Start Detecting 23 | * Turn on the Webcam switch and allowing the browser to access your webcam 24 | * Turn on the Load Model switch to load the face detection pre-trained models 25 | * Turn on the Detect Face switch to start detecting faces in your webcam 26 | 27 | ## Face Detection Features 28 | * Bounding Box 29 | * Face landmarks 30 | * Face Expression 31 | * Age 32 | * Gender 33 | 34 | ## Notes 35 | Please note that on iOS Safari, cameras can only be accessed via the https protocol 36 | 37 | ## Library 38 | * [jquery](https://code.jquery.com/jquery-3.3.1.min.js) - JQuery 39 | * [face-api.js](https://github.com/justadudewhohacks/face-api.js) - JavaScript API for face detection and face recognition in the browser 40 | 41 | ## Support me 42 | [![ko-fi](https://ko-fi.com/img/githubbutton_sm.svg)](https://ko-fi.com/W7W6METMY) 43 | -------------------------------------------------------------------------------- /face-detection.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | Face Detection 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 |
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58 | Loading Model 59 | 62 |
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68 | Fail to start camera
69 | 1. Please allow permission to access camera.
70 | 2. If you are browsing through social media built in browsers, look for the ... or browser icon on the right top/bottom corner, and open the page in Sarafi (iPhone)/ Chrome (Android) 71 |
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76 | 77 | 78 | -------------------------------------------------------------------------------- /images/camera_flip.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bensonruan/Face-Detection/802aaac0df6f838365aa68ab46a2f2d116704092/images/camera_flip.png -------------------------------------------------------------------------------- /js/face-detection.js: -------------------------------------------------------------------------------- 1 | const webcamElement = document.getElementById('webcam'); 2 | const webcam = new Webcam(webcamElement, 'user'); 3 | const modelPath = 'models'; 4 | let currentStream; 5 | let displaySize; 6 | let convas; 7 | let faceDetection; 8 | 9 | $("#webcam-switch").change(function () { 10 | if(this.checked){ 11 | webcam.start() 12 | .then(result =>{ 13 | cameraStarted(); 14 | webcamElement.style.transform = ""; 15 | console.log("webcam started"); 16 | }) 17 | .catch(err => { 18 | displayError(); 19 | }); 20 | } 21 | else { 22 | cameraStopped(); 23 | webcam.stop(); 24 | console.log("webcam stopped"); 25 | } 26 | }); 27 | 28 | $('#cameraFlip').click(function() { 29 | webcam.flip(); 30 | webcam.start() 31 | .then(result =>{ 32 | webcamElement.style.transform = ""; 33 | }); 34 | }); 35 | 36 | $("#webcam").bind("loadedmetadata", function () { 37 | displaySize = { width:this.scrollWidth, height: this.scrollHeight } 38 | }); 39 | 40 | $("#detection-switch").change(function () { 41 | if(this.checked){ 42 | toggleContrl("box-switch", true); 43 | toggleContrl("landmarks-switch", true); 44 | toggleContrl("expression-switch", true); 45 | toggleContrl("age-gender-switch", true); 46 | $("#box-switch").prop('checked', true); 47 | $(".loading").removeClass('d-none'); 48 | Promise.all([ 49 | faceapi.nets.tinyFaceDetector.load(modelPath), 50 | faceapi.nets.faceLandmark68TinyNet.load(modelPath), 51 | faceapi.nets.faceExpressionNet.load(modelPath), 52 | faceapi.nets.ageGenderNet.load(modelPath) 53 | ]).then(function(){ 54 | createCanvas(); 55 | startDetection(); 56 | }) 57 | } 58 | else { 59 | clearInterval(faceDetection); 60 | toggleContrl("box-switch", false); 61 | toggleContrl("landmarks-switch", false); 62 | toggleContrl("expression-switch", false); 63 | toggleContrl("age-gender-switch", false); 64 | if(typeof canvas !== "undefined"){ 65 | setTimeout(function() { 66 | canvas.getContext('2d').clearRect(0, 0, canvas.width, canvas.height) 67 | }, 1000); 68 | } 69 | } 70 | }); 71 | 72 | function createCanvas(){ 73 | if( document.getElementsByTagName("canvas").length == 0 ) 74 | { 75 | canvas = faceapi.createCanvasFromMedia(webcamElement) 76 | document.getElementById('webcam-container').append(canvas) 77 | faceapi.matchDimensions(canvas, displaySize) 78 | } 79 | } 80 | 81 | function toggleContrl(id, show){ 82 | if(show){ 83 | $("#"+id).prop('disabled', false); 84 | $("#"+id).parent().removeClass('disabled'); 85 | }else{ 86 | $("#"+id).prop('checked', false).change(); 87 | $("#"+id).prop('disabled', true); 88 | $("#"+id).parent().addClass('disabled'); 89 | } 90 | } 91 | 92 | function startDetection(){ 93 | faceDetection = setInterval(async () => { 94 | const detections = await faceapi.detectAllFaces(webcamElement, new faceapi.TinyFaceDetectorOptions()).withFaceLandmarks(true).withFaceExpressions().withAgeAndGender() 95 | const resizedDetections = faceapi.resizeResults(detections, displaySize) 96 | canvas.getContext('2d').clearRect(0, 0, canvas.width, canvas.height) 97 | if($("#box-switch").is(":checked")){ 98 | faceapi.draw.drawDetections(canvas, resizedDetections) 99 | } 100 | if($("#landmarks-switch").is(":checked")){ 101 | faceapi.draw.drawFaceLandmarks(canvas, resizedDetections) 102 | } 103 | if($("#expression-switch").is(":checked")){ 104 | faceapi.draw.drawFaceExpressions(canvas, resizedDetections) 105 | } 106 | if($("#age-gender-switch").is(":checked")){ 107 | resizedDetections.forEach(result => { 108 | const { age, gender, genderProbability } = result 109 | new faceapi.draw.DrawTextField( 110 | [ 111 | `${faceapi.round(age, 0)} years`, 112 | `${gender} (${faceapi.round(genderProbability)})` 113 | ], 114 | result.detection.box.bottomRight 115 | ).draw(canvas) 116 | }) 117 | } 118 | 119 | if(!$(".loading").hasClass('d-none')){ 120 | $(".loading").addClass('d-none') 121 | } 122 | }, 300) 123 | } 124 | 125 | function cameraStarted(){ 126 | toggleContrl("detection-switch", true); 127 | $("#errorMsg").addClass("d-none"); 128 | if( webcam.webcamList.length > 1){ 129 | $("#cameraFlip").removeClass('d-none'); 130 | } 131 | } 132 | 133 | function cameraStopped(){ 134 | toggleContrl("detection-switch", false); 135 | $("#errorMsg").addClass("d-none"); 136 | $("#cameraFlip").addClass('d-none'); 137 | } 138 | 139 | function displayError(err = ''){ 140 | if(err!=''){ 141 | $("#errorMsg").html(err); 142 | } 143 | $("#errorMsg").removeClass("d-none"); 144 | } -------------------------------------------------------------------------------- /models/age_gender_model-shard1: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bensonruan/Face-Detection/802aaac0df6f838365aa68ab46a2f2d116704092/models/age_gender_model-shard1 -------------------------------------------------------------------------------- /models/age_gender_model-weights_manifest.json: -------------------------------------------------------------------------------- 1 | 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