{"id":11088,"date":"2023-12-28T23:55:02","date_gmt":"2023-12-28T15:55:02","guid":{"rendered":"https:\/\/www.zhangxinxu.com\/wordpress\/?p=11088"},"modified":"2023-12-28T23:55:02","modified_gmt":"2023-12-28T15:55:02","slug":"js-image-video-face-detect","status":"publish","type":"post","link":"https:\/\/www.zhangxinxu.com\/wordpress\/2023\/12\/js-image-video-face-detect\/","title":{"rendered":"\u7eafJS\u5b9e\u73b0\u56fe\u50cf\u7684\u4eba\u8138\u8bc6\u522b\u529f\u80fd"},"content":{"rendered":"<p>by <a href=\"https:\/\/www.zhangxinxu.com\/\">zhangxinxu<\/a> from <a href=\"https:\/\/www.zhangxinxu.com\/wordpress\/?p=11088\">https:\/\/www.zhangxinxu.com\/wordpress\/?p=11088<\/a> \u946b\u7a7a\u95f4-\u946b\u751f\u6d3b<br \/>\n\u672c\u6587\u6b22\u8fce\u5206\u4eab\u4e0e\u805a\u5408\uff0c\u5168\u6587\u8f6c\u8f7d\u5c31\u4e0d\u5fc5\u4e86\uff0c\u5c0a\u91cd\u7248\u6743\uff0c\u5708\u5b50\u5c31\u8fd9\u4e48\u5927\uff0c\u82e5\u6025\u7528\u53ef\u4ee5\u8054\u7cfb\u6388\u6743\u3002<\/p>\n<p><script>window.wxShareImgUrl = 'https:\/\/www.zhangxinxu.com\/study\/image\/share\/202312-face.png';<\/script><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/image.zhangxinxu.com\/image\/blog\/202312\/face-detect-cover.png\" width=\"423\" height=\"268\" alt=\"\u4eba\u8138\u8bc6\u522b\u5c01\u9762\u5360\u4f4d\u56fe\" class=\"alignright clip thumb size-medium\" \/><\/p>\n<h3>\u4e00\u3001\u6548\u679c\u62a2\u5148\u4f53\u9a8c<\/h3>\n<p>\u7eafJS\u5c31\u53ef\u4ee5\u5b9e\u73b0\u4eba\u8138\u8bc6\u522b\u529f\u80fd\uff0c\u52a0\u8f7d\u6a21\u578b\uff0c\u6267\u884c\u8bc6\u522b\u3002<\/p>\n<p>\u773c\u89c1\u4e3a\u5b9e\uff0c\u60a8\u53ef\u4ee5\u72e0\u72e0\u5730\u70b9\u51fb\u8fd9\u91cc\uff1a<a href=\"https:\/\/www.zhangxinxu.com\/study\/202312\/js-face-detect-demo.php\" rel=\"noopener\" target=\"_blank\">JS\u5224\u65ad\u4eba\u8138\u753b\u9762\u533a\u57dfdemo<\/a><\/p>\n<p>\u672cdemo\u63d0\u4f9b\u4e863\u5904\u4ea4\u4e92\u6848\u4f8b\uff0c\u5206\u522b\u662f\u65e0\u4eba\u8138\uff0c\u6709\u4eba\u8138\u548c\u81ea\u5b9a\u4e49\u4e0a\u4f20\u3002<\/p>\n<p>\u4f8b\u5982\u7b2c\u4e00\u5f20\u56fe\uff0c\u663e\u793a\u65e0\u4eba\u8138\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/image.zhangxinxu.com\/image\/blog\/202312\/2023-12-28_223105.png\" width=\"302\" height=\"267\" alt=\"\u65e0\u4eba\u8138\u4e66\u5c01\u56fe\" class=\"alignnone size-medium\" \/><\/p>\n<p>\u5176\u5b9e\uff0c\u662f\u6709\u4e2a\u5c0f\u5c0f\u7684\u4eba\u8138\u7684\uff0c\u6211\u4e00\u5f00\u59cb\u4e5f\u6ca1\u6ce8\u610f\uff0c\u56e0\u4e3a\u56fe\u7247\u5c3a\u5bf8\u6bd4\u8f83\u5c0f\uff0c\u54c8\u54c8\u54c8\uff0c\u5982\u679c\u662f\u5927\u5c3a\u5bf8\u56fe\u7247\uff0c\u4f30\u8ba1\u662f\u53ef\u4ee5\u8bc6\u522b\u7684\u3002<\/p>\n<p>\u7b2c\u4e8c\u5f20\u662f\u6211\u7684\u793e\u4ea4\u7f51\u7ad9\u5934\u50cf\uff0c\u70b9\u51fb\u201c\u8bc6\u522b\u201d\u6309\u94ae\uff0c\u53ef\u4ee5\u770b\u5230\u8138\u4e0a\u6709\u4e2a\u9ec4\u8272\u7684\u6846\u6846\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/image.zhangxinxu.com\/image\/blog\/202312\/2023-12-28_223328.png\" width=\"298\" height=\"268\" alt=\"\u4eba\u8138\u8bc6\u522b\u793a\u610f\" class=\"alignnone size-medium\" \/><\/p>\n<p>\u6f14\u793a\u9875\u9762\u8fd8\u652f\u6301\u4e0a\u4f20\u672c\u5730\u56fe\u7247\u8fdb\u884c\u68c0\u6d4b\uff0c\u4f8b\u5982\u6211\u9009\u62e9\u4e86\u4e4b\u524d\u4ecb\u7ecdLUT\u6ee4\u955c\u5e94\u7528\u6587\u7ae0\u4f7f\u7528\u7684\u7d20\u6750\u622a\u56fe\uff0c\u7ed3\u679c\u663e\u793a\u4e24\u4e2a\u4eba\u8138\uff0c\u5e76\u51c6\u786e\u5b9a\u4f4d\u4e86\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/image.zhangxinxu.com\/image\/blog\/202312\/2023-12-28_223449.png\" width=\"356\" height=\"420\" alt=\"\u591a\u4eba\u8138\u8bc6\u522b\u793a\u610f\" class=\"alignnone size-medium\" \/><\/p>\n<h3>\u4e8c\u3001\u9879\u76ee\u53ca\u7528\u6cd5\u793a\u610f<\/h3>\n<p>\u6211\u7528\u7684\u662f\u8fd9\u4e2a\u9879\u76ee\uff1a<a href=\"https:\/\/github.com\/WebDevSimplified\/Face-Detection-JavaScript\" rel=\"noopener\" target=\"_blank\">https:\/\/github.com\/WebDevSimplified\/Face-Detection-JavaScript<\/a><\/p>\n<p>\u4ed3\u5e93\u6bd4\u8f83\u7b80\u5355\uff0c\u4e00\u4e2aJS\u6587\u4ef6\uff0cface-api.min.js\uff0c\u7136\u540e\u5c31\u662f\u6a21\u578b\u6587\u4ef6\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/image.zhangxinxu.com\/image\/blog\/202312\/2023-12-28_225931.png\" width=\"444\" height=\"245\" alt=\"\u4ed3\u5e93\u622a\u56fe\" class=\"alignnone size-medium\" \/><\/p>\n<p>\u522b\u770b\u4ed3\u5e93\u6ca1\u6709\u90a3\u4e9b\u82b1\u91cc\u80e1\u54e8\u7684\u5404\u79cd\u5b89\u88c5\u5305\u548cJSON\u6587\u4ef6\uff0c\u8bc6\u522b\u7684\u6548\u679c\u8fd8\u8001\u597d\u4e86\uff0c\u4f7f\u7528\u4e5f\u6bd4\u8f83\u7b80\u5355\u3002<\/p>\n<p>\u9996\u5148\uff0c\u7b2c\u4e00\u6b65\uff0c\u5f15\u7528JS\uff0c\u76f4\u8fde\u5373\u53ef\uff1a<\/p>\n<pre>&lt;script src=\".\/face-api.min.js\"&gt;&lt;\/script&gt;<\/pre>\n<p>\u7b2c\u4e8c\u6b65\uff0c\u52a0\u8f7d\u6a21\u578b\uff0c\u6307\u5411models\u6587\u4ef6\u5939\u7684\u8def\u5f84\uff0c\u4ee3\u7801\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<pre>\/\/ \u52a0\u8f7d\u4eba\u8138\u8bc6\u522b\u6a21\u578b\r\nPromise.all([\r\n  faceapi.nets.tinyFaceDetector.loadFromUri('.\/models'),\r\n  faceapi.nets.faceLandmark68Net.loadFromUri('.\/models'),\r\n  faceapi.nets.faceRecognitionNet.loadFromUri('.\/models'),\r\n  faceapi.nets.faceExpressionNet.loadFromUri('.\/models')\r\n]).then(() =&gt; {\r\n    console.log('\u6a21\u578b\u52a0\u8f7d\u5b8c\u6210');\r\n});<\/pre>\n<p>\u6700\u540e\uff0c\u56fe\u50cf\u8bc6\u522b\uff0c\u8fd9\u4e2a\u56fe\u50cf\uff0c\u53ef\u4ee5\u662fHTMLImageElement\uff0c\u4e5f\u5c31\u662f<code>&lt;img&gt;<\/code>\u5143\u7d20\uff0c\u4e5f\u53ef\u4ee5\u662fCanvas\u5143\u7d20\u3002\u5047\u8bbe\u56fe\u50cf\u5143\u7d20\u7684DOM\u5bf9\u8c61\u53d8\u91cf\u662fimage\uff0c\u5219\u6709\uff1a<\/p>\n<pre>const detections = await faceapi.detectAllFaces(image, new faceapi.TinyFaceDetectorOptions()).withFaceLandmarks().withFaceExpressions();<\/pre>\n<p>\u6b64\u65f6\u7684\u8fd4\u56de\u503cdetections\u5c31\u662f\u4eba\u8138\u8bc6\u522b\u7684\u68c0\u6d4b\u7ed3\u679c\uff0c\u8fd9\u662f\u4e00\u4e2a\u6570\u7ec4\uff0c\u6709\u4e00\u9879\u5219\u8868\u793a\u4e00\u4e2a\u4eba\u8138\uff0c\u5982\u679c\u6ca1\u6709\u4eba\u8138\u5339\u914d\uff0c\u5219\u662f\u7a7a\u6570\u7ec4\u3002<\/p>\n<p>detections\u7684\u6570\u7ec4\u9879\u662f\u4e2a\u5bf9\u8c61\uff0c\u5305\u542b\u4e86\u4eba\u8138\u8bc6\u522b\u7684\u591a\u79cd\u4fe1\u606f\uff0c\u4f8b\u5982\uff0c\u5224\u522b\u7684\u6982\u7387\uff0c\u4eba\u7269\u7684\u8868\u60c5\uff08\u5f00\u5fc3\u8fd8\u662f\u60b2\u4f24\u7684\u6982\u7387\u503c\uff09\u4ee5\u53ca\u4eba\u8138\u7684\u8f6e\u5ed3\u4f4d\u7f6e\uff0c\u4ee5\u53ca\u76f8\u5bf9\u4e8e\u56fe\u50cf\u7684\u5750\u6807\u548c\u5c3a\u5bf8\u3002<\/p>\n<p>console\u8f93\u51fa\u7ed3\u679c\u53c2\u89c1\u4e0b\u9762\u7684\u622a\u56fe\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/image.zhangxinxu.com\/image\/blog\/202312\/2023-12-28_231322.png\" width=\"444\" height=\"149\" alt=\"\u4eba\u8138\u8bc6\u522b\u7ed3\u679c\u793a\u610f\" class=\"alignnone size-medium\" \/><\/p>\n<p>\u5176\u4e2d\uff0c\u9ec4\u8272\u6846\u6846\u5708\u4e2d\u4eba\u8138\u4f4d\u7f6e\u4f7f\u7528\u7684\u662falignedRect\u8fd9\u4e2a\u5c5e\u6027\uff0c\u4f8b\u5982\uff1a<\/p>\n<pre>const box = detections[0].alignedRect.box;\r\n\/\/ box.x\uff0cbox.y\u5c31\u662f\u5750\u6807\r\n\/\/ box.width\u548cbox.height\u5c31\u662f\u5c3a\u5bf8<\/pre>\n<p>\u6709\u4e86\u5750\u6807\u548c\u5c3a\u5bf8\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u7ed8\u5236\u8868\u793a\u4eba\u8138\u8303\u56f4\u7684\u9009\u6846\u4e86\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e2a\u5750\u6807\u548c\u5c3a\u5bf8\u503c\u662f\u76f8\u5bf9\u4e8e\u539f\u59cb\u56fe\u50cf\u5c3a\u5bf8\u7684\uff0c\u5b9a\u4f4d\u548c\u8ba1\u7b97\u7684\u65f6\u5019\u8981\u5339\u914d\u56fe\u50cf\u6e32\u67d3\u7684\u5c3a\u5bf8\uff08\u6f14\u793a\u9875\u9762\u6709\u8ba1\u7b97\u793a\u610f\uff0c\u53ef\u4ee5\u53c2\u8003\uff09\u3002<\/p>\n<h3>\u4e09\u3001\u5176\u4ed6\u5570\u54e9\u5427\u55e6<\/h3>\n<p>demo\u9875\u9762\u4f53\u9a8c\u4e0b\u6765\uff0c\u4eba\u8138\u68c0\u6d4b\u82b1\u8d39\u7684\u65f6\u95f4\u6709\u4e9b\u201c\u62bd\u201d\uff0c\u6709\u65f6\u5019\u5f88\u5feb\uff0c\u516d\u4e03\u5341\u6beb\u79d2\uff0c\u6709\u65f6\u5019\u6bd4\u8f83\u6162\uff0c\u516d\u4e03\u767e\u6beb\u79d2\uff0c\u5947\u4e86\u602a\u4e86\u3002<\/p>\n<p>\u4e0d\u8fc7\u6211\u66fe\u8dd1\u8fc7\u9ad8\u5bc6\u5ea6\u7684\u8bc6\u522b\u4efb\u52a1\uff0c\u6027\u80fd\u8fd8\u597d\uff0c\u633a\u5feb\u7684\uff0c\u6709\u53ef\u80fd\u6a21\u578b\u8fd8\u6ca1\u52a0\u8f7d\u70ed\u7684\u539f\u56e0\u5427\uff0c\u54c8\u54c8\u54c8\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u662f\u6709\u63d0\u9ad8\u8bc6\u522b\u6027\u80fd\u7684\u624b\u6bb5\u7684\uff0c\u90a3\u5c31\u662f\u628a\u539f\u59cb\u56fe\u50cf\u7ed8\u5236\u5728\u4e00\u4e2a\u5c3a\u5bf8\u6bd4\u8f83\u5408\u9002\u7684Canvas\u4e0a\uff0c\u4f8b\u5982300*400\u50cf\u7d20\u8fd9\u79cd\uff08\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u9009\u62e9\uff0c\u9009\u7528\u4e0d\u5f71\u54cd\u8bc6\u522b\u6548\u679c\u7684\u6700\u5c0f\u5c3a\u5bf8\uff09\uff0c\u56fe\u7247\u5c3a\u5bf8\u5c0f\u4e86\uff0c\u81ea\u7136\u8bc6\u522b\u901f\u5ea6\u5c31\u4e0a\u53bb\u4e86\u3002<\/p>\n<p>\u7136\u540efaceRecognitionNet\u8fd9\u4e2a\u6a21\u578b\uff0c\u6211\u53d1\u73b0\u4e0d\u52a0\u8f7d\u597d\u50cf\u4e5f\u80fd\u8fd0\u884c\u2026\u2026\u4e5f\u4e0d\u77e5\u9053\u8fd9\u4e2a\u6a21\u578b\u662f\u5e72\u561b\u7684\u3002<\/p>\n<p>\u5176\u4ed6\u5c31\u6ca1\u4ec0\u4e48\u7684\u4e86\uff0c\u603b\u800c\u8a00\u4e4b\u4e00\u53e5\u8bdd\uff0cJS\u5f3a\u5230\u8981\u7206\u70b8\u3002<\/p>\n<h3>\u56db\u30012023\u5e74\u8981\u62dc\u62dc\u54af<\/h3>\n<p>\u4e00\u6643\uff0c2023\u5e74\u8981\u7ed3\u675f\u4e86\uff0c\u5143\u65e6\u9a6c\u4e0a\u5c31\u5230\u4e86\u3002<\/p>\n<p>\u65f6\u95f4\u8fc7\u5f97\u8fd8\u771f\u5feb\uff0c\u5bf9\u4e8e\u6211\u6765\u8bf4\uff0c\u5e73\u5e73\u6de1\u6de1\u7684\u4e00\u5e74\u3002<\/p>\n<p>\u516c\u53f8\u5185\u7684\u8bdd\uff0c\u5e74\u521d\u664b\u5347\u6210\u529f\uff0c\u4f9d\u7136\u4fdd\u6301\u4e86100%\u664b\u5347\u7387\uff0c\u76ee\u524d\u662f\u5382\u5b50\u91cc\u4e13\u4e1a\u65b9\u5411\u7ea7\u522b\u6700\u9ad8\u7684\uff0c\u4e0d\u8fc7\u4e4b\u524d\u8981\u5f80\u4e0a\u8d70\uff0c\u96be\u54e6\uff0c\u9664\u975e\u9047\u5230\u4ec0\u4e48\u7206\u70b8\u6027\u7684\u9879\u76ee\uff0c\u8fd9\u4e2a\u53ef\u9047\u4e0d\u53ef\u6c42\uff0c\u53ea\u80fd\u5e73\u65f6\u4e0d\u65ad\u79ef\u7d2f\u4e13\u4e1a\u6280\u80fd\uff0c\u7b49\u5f85\u673a\u4f1a\u5427\u3002<\/p>\n<p>\u4e0a\u534a\u5e74\u62bd\u7a7a\u5199\u4e86\u4e2a\u5c0f\u6d4b\uff0c\u300a<a href=\"https:\/\/juejin.cn\/book\/7184663814950879270\" rel=\"noopener\" target=\"_blank\">\u6280\u672f\u5199\u4f5c\u6307\u5357<\/a>\u300b\uff0c\u5356\u5f97\u8fd8\u884c\uff0c\u8fd8\u5f97\u5956\u4e86\uff0c\u5356\u5ea7\u5956\u8fd8\u662f\u4ec0\u4e48\u7684\uff0c\u7f16\u8f91\u548c\u6211\u63d0\u4e86\u4e0b\uff0c\u6ca1\u653e\u5728\u5fc3\u4e0a\u3002<\/p>\n<p>\u4e0b\u534a\u5e74\u56fd\u5e86\u524d\u6574\u7406\u4e4b\u524d\u5199\u7684\u77ed\u8bc4\u5c0f\u8bf4\uff0c\u60f3\u51fa\u7248\u4e2a\u5408\u96c6\u4f5c\u54c1\uff0c\u4e00\u76f4\u6ca1\u8054\u7cfb\u4e0a\u5408\u9002\u7684\u7f16\u8f91\uff0c\u56e0\u4e3a\u4e4b\u540e\u9a6c\u4e0d\u505c\u8e44\u8d76\u65b0\u4e66\u7684\u7a3f\u5b50\uff0c\u6682\u65f6\u6401\u7f6e\u4e86\u3002<\/p>\n<p>\u65b0\u4e66\u8ba1\u5212\u662f\u6625\u8282\u671f\u95f4\u5199\u597d\uff0c\u76ee\u524d\u770b\uff0c\u6709\u70b9\u60ac\u554a\uff0c\u5509\uff0c\u5468\u672b\u9493\u9c7c\u6709\u70b9\u591a\uff0c\u73b0\u5728\u6bcf\u5468\u8981\u53bb\u63a2\u9493\u9c7c\u5858\uff0c\u62cd\u6296\u97f3\u77ed\u89c6\u9891\uff0c\u8fd8\u8981\u505a\u89c6\u9891\uff0c\u803d\u8bef\u4e86\u4e0d\u5c11\u65f6\u95f4\uff0c\u8d26\u53f7\u662f\u201c\u6700\u4f1a\u9493\u9c7c\u7684\u7a0b\u5e8f\u5458\u201d\uff0c\u6b22\u8fce\u5173\u6ce8\u54c8~<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/image.zhangxinxu.com\/image\/blog\/202312\/2023-12-28_233241.png\" width=\"334\" height=\"154\" class=\"size-medium\" alt=\"\u6211\u7684\u6296\u97f3\u8d26\u53f7\" 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