{"id":779,"date":"2024-06-23T23:44:02","date_gmt":"2024-06-23T15:44:02","guid":{"rendered":"http:\/\/ai.gitpp.com\/?p=779"},"modified":"2024-06-23T23:44:02","modified_gmt":"2024-06-23T15:44:02","slug":"%e4%ba%ba%e8%84%b8%e8%af%86%e5%88%ab%e6%a8%a1%e5%9e%8b%e3%80%81%e5%b7%a5%e5%85%b7%e5%8c%85%e5%92%8c%e6%95%b0%e6%8d%ae%e9%9b%86%e7%9a%84%e8%bf%9b%e6%ad%a5","status":"publish","type":"post","link":"http:\/\/ai.gitpp.com\/index.php\/2024\/06\/23\/%e4%ba%ba%e8%84%b8%e8%af%86%e5%88%ab%e6%a8%a1%e5%9e%8b%e3%80%81%e5%b7%a5%e5%85%b7%e5%8c%85%e5%92%8c%e6%95%b0%e6%8d%ae%e9%9b%86%e7%9a%84%e8%bf%9b%e6%ad%a5\/","title":{"rendered":"\u4eba\u8138\u8bc6\u522b\u6a21\u578b\u3001\u5de5\u5177\u5305\u548c\u6570\u636e\u96c6\u7684\u8fdb\u6b65"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u4eba\u8138\u8bc6\u522b\u6a21\u578b\uff1a\u672c\u6587\u91cd\u70b9\u4ecb\u7ecd\u73b0\u6709\u4eba\u8138\u8bc6\u522b\u6a21\u578b\u3001\u5de5\u5177\u5305\u3001\u6570\u636e\u96c6\u548c FR \u6d41\u7a0b\u7684\u5168\u9762\u7814\u7a76\u3002\u4ece\u65e9\u671f\u7684\u7279\u5f81\u4eba\u8138\u548c Fisher \u4eba\u8138\u65b9\u6cd5\u5230\u5148\u8fdb\u7684\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\uff0c\u8fd9\u4e9b\u6a21\u578b\u5df2\u7ecf\u9010\u6b65\u5b8c\u5584\u4e86\u4ece\u6570\u5b57\u56fe\u50cf\u4e2d\u8bc6\u522b\u4e2a\u4eba\u7684\u6280\u672f\u3002\u6211\u4eec\u5c06\u5256\u6790\u8fd9\u4e9b\u8ff7\u4eba\u7684\u6a21\u578b\uff0c\u63ed\u793a\u5b83\u4eec\u7684\u72ec\u7279\u5c5e\u6027\u3001\u4f18\u52bf\u548c\u7f3a\u70b9\u3002\u4ed4\u7ec6\u7684\u5206\u6790\u5c06\u8bf4\u660e\u6bcf\u4e2a\u8fde\u7eed\u7684\u6a21\u578b\u3001\u5de5\u5177\u5305\u6216\u6570\u636e\u96c6\u5982\u4f55\u5728\u5176\u524d\u8eab\u7684\u57fa\u7840\u4e0a\u6784\u5efa\uff0c\u4ece\u800c\u5c06\u6280\u672f\u63a8\u5411\u60ca\u4eba\u7684\u65b0\u9ad8\u5ea6\u3002\u8fd9\u4e00\u63a2\u7d22\u65e8\u5728\u52a0\u6df1\u60a8\u5bf9\u5851\u9020\u73b0\u4ee3\u4eba\u8138\u8bc6\u522b\u7cfb\u7edf\u7684\u6f5c\u5728\u673a\u5236\u7684\u7406\u89e3\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u73b0\u6709\u7684\u6700\u5148\u8fdb\u4eba\u8138\u8bc6\u522b\u6a21\u578b\n<ul class=\"wp-block-list\">\n<li><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u70ed\u95e8\u4eba\u8138\u8bc6\u522b\u5de5\u5177\u5305\n<ul class=\"wp-block-list\">\n<li><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4eba\u8138\u68c0\u6d4b\u548c\u8bc6\u522b\u6570\u636e\u96c6\n<ul class=\"wp-block-list\">\n<li><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4eba\u8138\u8bc6\u522b\u7ba1\u9053\u6784\u5efa\u6574\u5408\u7cfb\u7edf\n<ul class=\"wp-block-list\">\n<li><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u7ed3\u8bba<\/li>\n\n\n\n<li>\u53c2\u8003<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u73b0\u6709\u7684\u6700\u5148\u8fdb\u4eba\u8138\u8bc6\u522b\u6a21\u578b<\/h2>\n\n\n\n<p>\u4eba\u8138\u8bc6\u522b\u4f7f\u7528\u4ec0\u4e48\u6a21\u578b\uff1f\u76ee\u524d\uff0c\u5f88\u5c11\u6709\u6700\u5148\u8fdb\u7684\u6a21\u578b\u5df2\u7ecf\u5728\u6d77\u91cf\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8fc7\u8bad\u7ec3\u3002\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u63a2\u8ba8\u4e00\u4e9b\u8868\u73b0\u6700\u4f73\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Facebook \u7684 DeepFace\uff082014 \u5e74\uff09<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5f3a\u8c03<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DeepFace \u6a21\u578b\u62e5\u6709\u8d85\u8fc7 1.2 \u4ebf\u4e2a\u53c2\u6570<\/li>\n\n\n\n<li>\u5b83\u662f\u4e00\u4e2a9\u5c42\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc<\/li>\n\n\n\n<li>\u4f7f\u7528\u5c40\u90e8\u8fde\u63a5\u5c42\u4ee3\u66ff\u5377\u79ef\u795e\u7ecf\u7f51\u7edc<\/li>\n\n\n\n<li>\u5728\u793e\u4ea4\u4eba\u8138\u5206\u7c7b\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u5305\u542b 400 \u4e07\u5f20\u4eba\u8138\u56fe\u50cf<\/li>\n\n\n\n<li>\u9884\u6d4b\u51c6\u786e\u7387\uff1a97.35%<\/li>\n<\/ul>\n\n\n\n<p>\u5b83\u662f\u9488\u5bf9\u4eba\u8138\u9a8c\u8bc1\u3001\u4eba\u8138\u8bc6\u522b\u3001\u4eba\u8138\u5c5e\u6027\u5206\u6790\u3001\u5b9e\u65f6\u4eba\u8138\u5206\u6790\u7b49\u9762\u90e8\u5206\u6790\u4efb\u52a1\u800c\u8bbe\u8ba1\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u5176\u67b6\u6784\u5982\u56fe1\u6240\u793a\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTV7hLFUxQKvjr8gBZfabt1Mys5ZJL8lJMRiad4ByZUo8VXg5Pl5dvYpow\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"deepface_face_recognition \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 1\uff1a&nbsp;DeepFace \u67b6\u6784<\/figcaption><\/figure>\n\n\n\n<p>SFC \u6570\u636e\u96c6\u4e2d\u7684\u56fe\u50cf\u662f\u4ece Facebook \u7528\u6237\u4e2a\u4eba\u8d44\u6599\u6570\u636e\u96c6\u7684\u5927\u91cf\u4eba\u8138\u6570\u636e\u4e2d\u6536\u96c6\u7684\u3002\u6b64\u5916\uff0c\u8be5\u6a21\u578b\u8fd8\u53ef\u4ee5\u6267\u884c\u9762\u90e8\u8bc6\u522b\uff0c\u5373\u5728\u4eba\u8138\u56fe\u50cf\u6570\u636e\u5e93\u4e2d\u67e5\u627e\u4eba\u7684\u8138\u90e8\u3002\u9762\u90e8\u5c5e\u6027\u5206\u6790\u662f DeepFace \u7684\u53e6\u4e00\u9879\u529f\u80fd\uff0c\u5b83\u63cf\u8ff0\u4e86\u9762\u90e8\u56fe\u50cf\u7684\u89c6\u89c9\u5c5e\u6027\u3002\u8be5\u6a21\u578b\u5df2\u5728\u5b9e\u65f6\u4eba\u8138\u5206\u6790\u573a\u666f\u4e2d\u8fdb\u884c\u4e86\u6d4b\u8bd5\uff0c\u8bc1\u660e\u4e86\u5176\u80fd\u591f\u5bf9\u5b9e\u65f6\u7f51\u7edc\u6444\u50cf\u5934\u6e90\u6267\u884c\u4eba\u8138\u8bc6\u522b\u548c\u5c5e\u6027\u5206\u6790\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8c37\u6b4c\u7684 FaceNet\uff082015 \u5e74\uff09<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5f3a\u8c03<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>FaceNet \u6a21\u578b\u6709 1.4 \u4ebf\u4e2a\u53c2\u6570<\/li>\n\n\n\n<li>\u5b83\u662f\u4e00\u4e2a 22 \u5c42\u7684\u6df1\u5ea6\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u5177\u6709 L2 \u5f52\u4e00\u5316\u00a0<\/li>\n\n\n\n<li>\u5f15\u5165\u4e09\u91cd\u635f\u5931\u51fd\u6570<\/li>\n\n\n\n<li>\u9884\u6d4b\u51c6\u786e\u7387\uff1aLFW \u4e0a\u4e3a 99.25%\uff0cYFD \u6570\u636e\u96c6\u4e0a\u4e3a 95.12%<\/li>\n<\/ul>\n\n\n\n<p>\u8c37\u6b4c\u9488\u5bf9\u4eba\u8138\u8bc6\u522b\u95ee\u9898\u7684\u7b54\u6848\u662fFaceNet\u3002\u8be5\u6a21\u578b\u7684\u7f51\u7edc\u67b6\u6784\u5982\u56fe2\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVxkw3W8H5UoiaxEjna7icTY8vVfAG6ZOWJqrb7EAHP0Kh4e5ZQicyrfP9w\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"google_facenet_architecture \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 2\uff1a&nbsp;FaceNet \u67b6\u6784<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u8fd9\u79cd\u65b9\u6cd5\u4e2d\uff0c\u5b9e\u73b0\u4e86\u4e00\u4e2a\u7d27\u51d1\u7684\u6b27\u51e0\u91cc\u5f97\u7a7a\u95f4\uff0c\u5176\u4e2d\u8ddd\u79bb\u76f4\u63a5\u5bf9\u5e94\u4e8e\u9762\u90e8\u76f8\u4f3c\u5ea6\u7684\u5ea6\u91cf\u3002\u8fd9\u4e2a\u6a21\u578b\u6709\u51e0\u4e2a\u503c\u5f97\u6ce8\u610f\u7684\u7279\u70b9\u3002\u9996\u5148\uff0c\u6bcf\u4e2a\u9762\u90e8\u90fd\u7531\u4e00\u4e2a 128 \u7ef4\u5b57\u8282\u5411\u91cf\u8868\u793a\uff0c\u6709\u52a9\u4e8e\u53ef\u6269\u5c55\u7684\u805a\u7c7b\u548c\u8bc6\u522b\u3002\u5176\u6b21\uff0c\u8c37\u6b4c\u4e0e FaceNet \u4e00\u8d77\u5f15\u5165\u4e86\u4e09\u91cd\u635f\u5931\uff08\u5982\u56fe 3 \u6240\u793a\uff09\u3002\u8be5\u51fd\u6570\u9075\u5faa\u4e00\u79cd\u4e0d\u90a3\u4e48\u8d2a\u5a6a\u7684\u65b9\u6cd5\u3002\u5b83\u80fd\u591f\u5f62\u6210\u6709\u7528\u7684\u4e09\u91cd\u594f\uff0c\u5e76\u4e14\u8fd8\u5229\u7528\u4e09\u91cd\u594f\u635f\u5931\u51fd\u6570\u548c\u4e09\u91cd\u594f\u9009\u62e9\u673a\u5236\u8fdb\u884c\u8bad\u7ec3\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVlzVHsiaFbiaz4BXBm8LC8XEVL5oVstZqKShh3JKtUzrWwhl2X4sYAg9w\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"\u4eba\u8138\u8bc6\u522b\u6a21\u578b \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 3\uff1a\u4e09\u91cd\u635f\u5931\u56fe\u793a<\/figcaption><\/figure>\n\n\n\n<p>\u5b83\u4f7f\u7528\u6837\u672c\u9009\u62e9\u6280\u672f\u5f62\u6210\u6709\u7528\u7684\u4e09\u5143\u7ec4\u3002\u6570\u636e\u88ab\u6392\u5217\u6210\u201c\u4e09\u5143\u7ec4\u201d\uff0c\u5373\u951a\u70b9\u3001\u6b63\u793a\u4f8b\u548c\u8d1f\u793a\u4f8b\u3002\u7136\u540e\uff0c\u8fd9\u4e9b\u6570\u636e\u88ab\u8f93\u5165\u5230\u4e00\u4e2a\u901a\u7528\u795e\u7ecf\u7f51\u7edc\u4e2d\u8fdb\u884c\u8bad\u7ec3\uff0c\u65e8\u5728\u51cf\u5c11\u951a\u70b9-\u6b63\u793a\u4f8b\u8ddd\u79bb\u5e76\u589e\u52a0\u951a\u70b9-\u8d1f\u793a\u4f8b\u8ddd\u79bb\u3002\u8be5\u6280\u672f\u53ef\u4ee5\u7528\u6570\u5b66\u8868\u793a\u4e3a\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVE5Y4tdG46R7wMWeSuKTiaVqedTpAWh2v0uFHVTbZsjejqdiaePq1Fqdg\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"triplet_loss_function \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 4\uff1a\u4e09\u91cd\u6001\u635f\u5931\u51fd\u6570\u7684\u6570\u5b66\u8868\u8fbe\u5f0f<\/figcaption><\/figure>\n\n\n\n<p>Google \u8bad\u7ec3\u4e86\u5176\u4ed6\u51e0\u4e2a\u6a21\u578b\uff0c\u5e76\u5c06\u57fa\u7840 FaceNet \u6a21\u578b\u4e0e\u5b83\u4eec\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u56fe 5 \u663e\u793a\u4e86\u81ea\u5b9a\u4e49\u6a21\u578b\u89c4\u683c\u53ca\u5176\u5404\u81ea\u7684\u9a8c\u8bc1\u6027\u80fd\u6307\u6807\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVQpuIDCLdFQ9aXCeiaMCEImGEGVEicibWHZgYTicticrUCNbUtCHvVvdU8Rg\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"FaceNet \u6a21\u578b\u8bad\u7ec3\u6307\u6807 \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 5\uff1a&nbsp;FaceNet \u8bad\u7ec3\u6a21\u578b\u548c\u9a8c\u8bc1\u6307\u6807<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u725b\u6d25\u5927\u5b66\u7684 VGG-Face\uff082015 \u5e74\uff09<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5f3a\u8c03<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>VGG-Face \u6a21\u578b\u62e5\u6709 1.45 \u4ebf\u4e2a\u53c2\u6570<\/li>\n\n\n\n<li>\u5b83\u662f\u4e00\u4e2a 37 \u5c42\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u6709 11 \u4e2a\u6784\u5efa\u5757<\/li>\n\n\n\n<li>\u6a21\u578b\u5df2\u5bf9 260 \u4e07\u5f20\u9762\u90e8\u56fe\u50cf\u8fdb\u884c\u8bad\u7ec3<\/li>\n\n\n\n<li>\u9884\u6d4b\u51c6\u786e\u7387\uff1aLFW \u4e0a\u4e3a 98.95%\uff0cYFD \u6570\u636e\u96c6\u4e0a\u4e3a 97.3%<\/li>\n<\/ul>\n\n\n\n<p>VGG-Face \u6a21\u578b\u662f\u7531\u725b\u6d25\u5927\u5b66\u5de5\u7a0b\u79d1\u5b66\u7cfb\u7684\u4e00\u4e2a\u4e13\u95e8\u5c0f\u7ec4\u201c\u89c6\u89c9\u51e0\u4f55\u7ec4\u201d\u5f00\u53d1\u7684\u3002\u4ed6\u4eec\u7684\u4e3b\u8981\u76ee\u6807\u662f\u5728\u673a\u5668\u548c\u4eba\u5de5\u667a\u80fd\u4e2d\u5efa\u7acb\u89c6\u89c9\u611f\u3002\u8be5\u6a21\u578b\u7684\u67b6\u6784\u5982\u56fe 6 \u6240\u793a\u3002\u6574\u4f53\u67b6\u6784\u76f8\u5f53\u7b80\u5355\uff0c\u7531\u5377\u79ef + ReLU\u3001\u6700\u5927\u6c60\u5316\u5c42\u548c softmax \u6fc0\u6d3b\u51fd\u6570\u7ec4\u5408\u800c\u6210\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVvTfNlYHrhGhpnq2GyrAqnGCTAsxJ0bM6woDVf96EDagGpwR4FkFJYQ\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"vggface \u67b6\u6784 \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 6\uff1a&nbsp;VGG-Face \u67b6\u6784<\/figcaption><\/figure>\n\n\n\n<p>\u7ee7FaceNet\u4e4b\u540e\uff0cVGG-Face\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u4e86\u4e09\u91cd\u635f\u5931\u51fd\u6570\u6765\u5b66\u4e60\u4eba\u8138\u5d4c\u5165\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">ArcFace\uff082015\uff09<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5f3a\u8c03<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ArcFace \u6a21\u578b\u91c7\u7528\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u4f5c\u4e3a\u4e3b\u5e72<\/li>\n\n\n\n<li>\u5f15\u5165\u9644\u52a0\u89d2\u5ea6\u88d5\u5ea6\u635f\u5931<\/li>\n\n\n\n<li>\u4f7f\u7528\u4f59\u5f26\u76f8\u4f3c\u5ea6\u8fdb\u884c\u8bc6\u522b<\/li>\n\n\n\n<li>\u9884\u6d4b\u51c6\u786e\u7387\uff1aLFW \u6570\u636e\u96c6\u4e0a\u7684 99.40%<\/li>\n<\/ul>\n\n\n\n<p>\u56fe 7 \u663e\u793a\u4e86ArcFace\u67b6\u6784\uff0c\u5b83\u6d89\u53ca\u51e0\u4e2a\u5173\u952e\u7ec4\u4ef6\u3002\u4e3b\u5e72\u7528\u4e8e\u4ece\u4eba\u8138\u56fe\u50cf\u4e2d\u63d0\u53d6\u9ad8\u7ea7\u7279\u5f81\u3002\u8fd9\u4e9b\u7279\u5f81\u6355\u6349\u91cd\u8981\u7684\u9762\u90e8\u7279\u5f81\u5e76\u7528\u4e8e\u8868\u793a\u8f93\u5165\u4eba\u8138\u3002\u9664\u6b64\u4e4b\u5916\uff0cArcFace \u8fd8\u5f15\u5165\u4e86\u4e00\u4e2a\u5b8c\u5168\u8fde\u63a5\u7684\u5c42\uff0c\u901a\u5e38\u79f0\u4e3a\u201cArcFace \u5c42\u201d\uff0c\u7528\u4e8e\u8ba1\u7b97\u7279\u5f81\u7684\u89d2\u5ea6\u8868\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVDINuQTbtRIMIKDibwibIjmK0USj6EhTWTicLCv2LIsNLwSvxv97ib4rL0Q\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"arcface_architecture \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 7\uff1a&nbsp;ArcFace \u67b6\u6784<\/figcaption><\/figure>\n\n\n\n<p>\u8be5\u5c42\u5c06\u53cd\u4f59\u5f26\u51fd\u6570\u5e94\u7528\u4e8e\u7279\u5f81\u5411\u91cf\u548c\u76f8\u5e94\u6743\u91cd\u5411\u91cf\u7684\u70b9\u79ef\u3002\u7136\u540e\u4f7f\u7528\u5f97\u5230\u7684\u89d2\u5ea6\u6765\u6d4b\u91cf\u4e0d\u540c\u4eba\u8138\u8eab\u4efd\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u3002\u4e3a\u4e86\u589e\u5f3a\u6a21\u578b\u7684\u5224\u522b\u80fd\u529b\uff0cArcFace \u91c7\u7528\u4e86\u4e00\u79cd\u79f0\u4e3a\u9644\u52a0\u89d2\u5ea6\u8fb9\u8ddd\u7684\u89c4\u8303\u5316\u6280\u672f\u3002\u6b64\u8fb9\u8ddd\u5f3a\u5236\u5728\u89d2\u5ea6\u7a7a\u95f4\u4e2d\u5c06\u4e0d\u540c\u8eab\u4efd\u4e4b\u95f4\u8fdb\u884c\u6240\u9700\u7684\u5206\u79bb\u3002\u901a\u8fc7\u589e\u52a0\u8fb9\u8ddd\uff0c\u6a21\u578b\u53ef\u4ee5\u66f4\u597d\u5730\u533a\u5206\u76f8\u4f3c\u7684\u9762\u5b54\u5e76\u63d0\u9ad8\u6a21\u578b\u7684\u51c6\u786e\u6027\u3002ArcFace \u65b9\u6cd5\u7684\u6570\u5b66\u5b9e\u73b0\u5982\u4e0b\u6240\u793a\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVkibN73nEiaqwyRMPib71JYBQzeKj1dZct6zAMuaLlvUOib2IzHl1QGW0OQ\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"arcface_expression \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 8\uff1a&nbsp;ArcFace \u7684\u6570\u5b66\u8868\u8fbe\u5f0f<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0cArcFace \u901a\u8fc7\u6700\u5c0f\u5316\u89d2\u5ea6 softmax \u635f\u5931\u6765\u4f18\u5316\u6a21\u578b\u53c2\u6570\u3002\u6b64\u635f\u5931\u51fd\u6570\u9f13\u52b1\u6b63\u786e\u7684\u7c7b\u6bd4\u5176\u4ed6\u7c7b\u5177\u6709\u66f4\u9ad8\u7684\u6982\u7387\uff0c\u540c\u65f6\u5f3a\u5236\u7c7b\u4e4b\u95f4\u7684\u89d2\u5ea6\u5206\u79bb\u3002\u5b83\u901a\u8fc7\u60e9\u7f5a\u9884\u6d4b\u89d2\u5ea6\u4e0e\u76ee\u6807\u89d2\u5ea6\u7684\u504f\u5dee\u6765\u5b9e\u73b0\u8fd9\u4e00\u70b9\u3002\u5728\u4e0b\u56fe\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230 softmax \u635f\u5931\u548c ArcFace \u5b9e\u73b0\u4e4b\u95f4\u7684\u6bd4\u8f83\u3002\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0csoftmax \u635f\u5931\u7ed9\u51fa\u51e0\u4e4e\u4e0d\u53ef\u5206\u79bb\u7684\u7279\u5f81\u5d4c\u5165\uff0c\u800c ArcFace \u635f\u5931\u53ef\u4ee5\u5728\u5f7c\u6b64\u63a5\u8fd1\u7684\u7c7b\u4e4b\u95f4\u5efa\u7acb\u66f4\u660e\u663e\u7684\u5dee\u8ddd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTV17e6OGrArcRd02wBnic6wSlR9YRbicpVcM6n2QHSibEHxUf7vy5pkTdyw\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"softmax_vs_arcfaceloss \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 9\uff1a&nbsp;Softmax \u4e0e ArcFace Loss \u7684\u6bd4\u8f83<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVrMpmLGSbEibm0srFiaw11Qlic9JibkXgv177bZ9CDlZv42eLm3qjrR4xEQ\/640?wx_fmt=jpeg&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"\u5185\u8054 \u2013 LearnOpenCV \u2013 LearnOpenCV\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u70ed\u95e8\u4eba\u8138\u8bc6\u522b\u5de5\u5177\u5305<\/h2>\n\n\n\n<p>\u5728\u4e0a\u4e00\u8282\u4e2d\uff0c\u6211\u4eec\u63a2\u8ba8\u4e86\u4e00\u4e9b\u6700\u5148\u8fdb\u7684\u6a21\u578b\u3002\u5982\u679c\u60a8\u60f3\u5b9e\u73b0\u548c\u6d4b\u8bd5\u8fd9\u4e9b\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5e76\u7528\u5b83\u4eec\u8fdb\u884c\u5b9e\u9a8c\uff0c\u8be5\u600e\u4e48\u529e\uff1f\u5bf9\u4e8e\u521d\u5b66\u8005\u6765\u8bf4\uff0c\u8fd9\u5c06\u662f\u4e00\u4e2a\u590d\u6742\u4e14\u8017\u65f6\u7684\u8fc7\u7a0b\u3002\u9488\u5bf9\u8fd9\u4e2a\u786e\u5207\u7684\u95ee\u9898\uff0c\u5df2\u7ecf\u4ece\u5934\u5f00\u53d1\u4e86\u591a\u4e2a\u5f00\u6e90\u5de5\u5177\u5305\u3002&nbsp;&nbsp;<\/p>\n\n\n\n<p>\u8ba9\u6211\u4eec\u5feb\u901f\u6df1\u5165\u4e86\u89e3\u4e00\u4e0b GitHub \u4e0a\u6700\u53d7\u6b22\u8fce\u7684\u51e0\u4e2a\u4eba\u8138\u8bc6\u522b\u5de5\u5177\u5305\u3002&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">OpenCV \u4eba\u8138\u8bc6\u522b\uff08\u4f7f\u7528 Seventh Sense\uff09\uff1a<\/h3>\n\n\n\n<p>OpenCV \u4eba\u8138\u8bc6\u522b\u4ee3\u8868\u4e86\u9886\u5148\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u5e93 OpenCV \u4e0e\u5168\u7403\u6700\u9ad8\u8bc4\u7ea7\u7684\u4eba\u8138\u8bc6\u522b\u6280\u672f\u7684\u521b\u9020\u8005 Seventh Sense \u5408\u4f5c\u4ea7\u751f\u7684\u5c16\u7aef\u4eba\u8138\u8bc6\u522b\u670d\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVLCTz9fUD9YTRmNobc6SAKbGbwVpQdSNwiba34blOK81XLlsomUUSnmQ\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"opencv_face_recognition-1 \u2013 \u5b66\u4e60OpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 10\uff1a&nbsp;OpenCV \u4eba\u8138\u8bc6\u522b<\/figcaption><\/figure>\n\n\n\n<p>\u968f\u7740\u8be5\u5de5\u5177\u5305\u7684\u53d1\u5e03\uff0c\u5f00\u53d1\u4eba\u5458\u53ea\u9700\u51e0\u884c\u7b80\u5355\u7684\u4ee3\u7801\u5373\u53ef\u4e3a\u5176\u5e94\u7528\u7a0b\u5e8f\u6dfb\u52a0\u4eba\u8138\u8bc6\u522b\u529f\u80fd\u3002\u540c\u6837\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8be5\u5b9e\u73b0\u5728 2022 \u5e74 NIST \u4eba\u8138\u8bc6\u522b\u6311\u6218\u8d5b\u4e2d\u6392\u540d\u524d 10\u3002\u5b83\u4e5f\u4e0d\u9700\u8981\u4efb\u4f55 ML \u6216 GPU \u7ecf\u9a8c\uff0c\u56e0\u4e3a\u5b83\u5b8c\u5168\u57fa\u4e8e API \u8c03\u7528\u800c\u8bbe\u8ba1\u3002\u53ef\u4ee5\u4f7f\u7528\u5185\u7f6e Web \u754c\u9762\u8bbf\u95ee\u8be5\u5de5\u5177\u5305\u3002\u5982\u679c\u60a8\u6709\u5174\u8da3\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u968f\u65f6\u67e5\u770b\u8fd9\u7bc7\u5173\u4e8eOpenCV \u4eba\u8138\u8bc6\u522b\u7684\u8be6\u7ec6\u6587\u7ae0\u3002&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">DeepFace\uff1a<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVCgbicINdwVCsyRuEXYIJ4GkWSmRxKArYMJDSu10pp0xGOfEQYCfdreA\/640?wx_fmt=jpeg&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"deepface_github_repo \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 11\uff1a&nbsp;GitHub \u4e0a\u7684 DeepFace \u5b58\u50a8\u5e93\u4e2d\u7684\u793a\u4f8b<\/figcaption><\/figure>\n\n\n\n<p>\u5b83\u662f\u4e00\u4e2a\u4e3a Python \u6784\u5efa\u7684\u8f7b\u91cf\u7ea7\u9762\u90e8\u8bc6\u522b\u5c5e\u6027\u5206\u6790\u5e93\u3002\u5b83\u5177\u6709\u5f3a\u5927\u7684\u7ba1\u9053\uff0c\u652f\u6301\uff1a\u9762\u90e8\u7684\u68c0\u6d4b\u3001\u5bf9\u9f50\u3001\u89c4\u8303\u5316\u3001\u8868\u793a\u548c\u9a8c\u8bc1\u3002\u5bf9\u4e8e\u68c0\u6d4b\uff0c\u5b83\u652f\u6301\u8457\u540d\u7684\u68c0\u6d4b\u5b9e\u73b0\uff0c\u5982 OpenCV\u3001MTCNN\u3001RetinaFace\u3001MediaPipe\u3001Dlib \u548c SSD\u3002\u8be5\u5e93\u8fd8\u652f\u6301\u9762\u90e8\u9a8c\u8bc1\uff0c\u4ee5\u9a8c\u8bc1\u7ed9\u5b9a\u7684\u4e00\u5bf9\u9762\u90e8\u662f\u5426\u76f8\u540c\uff0c\u4ee5\u53ca NumPy \u6570\u7ec4\u548c base64 \u7f16\u7801\u56fe\u50cf\u652f\u6301\u3002<\/p>\n\n\n\n<p>DeepFace \u5177\u6709\u4eba\u8138\u5d4c\u5165\u51fd\u6570\uff0c\u53ef\u4ee5\u4f7f\u7528\u8be5\u51fd\u6570\u5c06\u5d4c\u5165\u8868\u793a\u4e3a\u591a\u7ef4\u5411\u91cf\u3002\u8fd8\u6709\u4e00\u4e2a\u4e13\u7528\u7684\u8868\u793a\u51fd\u6570\uff0c\u53ef\u4ece\u8f93\u5165\u7684\u4eba\u8138\u56fe\u50cf\u8fd4\u56de\u5d4c\u5165\u5217\u8868\u3002\u8be5\u5e93\u8fd8\u53ef\u4ee5\u6267\u884c\u9762\u90e8\u5c5e\u6027\u5206\u6790\uff0c\u67e5\u627e\u5e74\u9f84\u3001\u60c5\u7eea\u3001\u6027\u522b\u4ee5\u53ca\u79cd\u65cf\u7b49\u53c2\u6570\u3002DeepFace \u5e93\u7684\u6700\u5927\u529f\u80fd\u4e4b\u4e00\u662f\u5b83\u5bf9\u591a\u79cd\u6a21\u578b\u7684\u5927\u91cf\u652f\u6301\u3002\u8fd9\u5305\u62ec VGG-Face\u3001FaceNet\u3001FaceNet512\u3001OpenFace\u3001DeepFace\u3001DeepID\u3001ArcFace\u3001Dlib \u548c SFace\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u5b9e\u65f6\u5206\u6790\uff0c\u8be5\u51fd\u6570\u53ef\u4ee5\u6bcf 5 \u5e27\u6309\u987a\u5e8f\u805a\u7126\u4e00\u4e2a\u9762\u90e8\u5e27\u3002\u6700\u540e\uff0c\u5b83\u53ef\u4ee5\u4f5c\u4e3a REST-API \u670d\u52a1\u63d0\u4f9b\u7ed9\u7528\u6237\uff0c\u4e5f\u53ef\u4ee5\u4f5c\u4e3a docker \u5bb9\u5668\u5206\u53d1\u6216\u90e8\u7f72\u5728 Kubernetes \u96c6\u7fa4\u4e0a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">TFace\uff1a<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVWbcvaLj3x7QKluVZ3lpQvdWtj4hvohjV9SUjCy2ttphYYicq1S4cxgQ\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"tface_github_repository \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 12\uff1a&nbsp;GitHub \u4e0a\u7684 TFace \u5b58\u50a8\u5e93<\/figcaption><\/figure>\n\n\n\n<p>TFace \u662f\u817e\u8baf\u4f18\u56fe\u5b9e\u9a8c\u5ba4\u5f00\u53d1\u7684\u5f00\u6e90\u4eba\u8138\u5206\u6790\u7814\u7a76\u5e73\u53f0\uff0c\u5177\u6709\u4e00\u4e9b\u6709\u7528\u7684\u6570\u636e\u96c6\u5904\u7406\u529f\u80fd\uff0c\u4f8b\u5982\u652f\u6301\u5355\u6570\u636e\u96c6\u548c\u591a\u6570\u636e\u96c6\uff0c\u5305\u62ec IndexParser\u3001ImgSampleParser \u548c TFRecordSampleParser\u3002<\/p>\n\n\n\n<p>TFace \u62e5\u6709\u4e00\u4e2a\u4e3b\u5e72\u6a21\u578b\u5e93\uff0c\u5176\u4e2d\u5305\u542b ResNet (SEResNet)\u3001MobileFaceNet\u3001 EfficientNet&nbsp;\u3001FBNet \u548c GhostNet\u7684\u73b0\u6210\u5b9e\u73b0\u3002\u5b83\u8fd8\u652f\u6301 CurricularFace\u3001DDL\u3001CIFP \u548c SCF \u7b49\u635f\u5931\u51fd\u6570\u3002\u9664\u4e86\u5355\u72ec\u7684\u51fd\u6570\u5916\uff0c\u5b83\u8fd8\u5177\u6709\u7528\u4e8e\u5728 ARM \u548c x86 \u67b6\u6784\u4e0a\u5bf9\u6a21\u578b\u5ef6\u8fdf\u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\u7684\u6d4b\u8bd5\u534f\u8bae\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">InSightFace\uff1a<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVkeENWQ6rAGtkzSmffzFYC5Cs4UAICkZIYAFFOjMfBLotOL591AObeg\/640?wx_fmt=jpeg&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"InSightFace_github_repository \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 13\uff1a\u6765\u81ea GitHub \u4e0a\u7684 InSightFace \u5b58\u50a8\u5e93\u7684\u4eba\u8138\u68c0\u6d4b\u793a\u4f8b<\/figcaption><\/figure>\n\n\n\n<p>InSightFace \u662f\u4e00\u4e2a 2D \u548c 3D \u6df1\u5ea6\u4eba\u8138\u5206\u6790\u5e93\u3002\u5b83\u9ad8\u6548\u5730\u5b9e\u73b0\u4e86\u4e30\u5bcc\u7684\u4eba\u8138\u8bc6\u522b\u3001\u4eba\u8138\u68c0\u6d4b\u548c\u4eba\u8138\u5bf9\u9f50\u7684\u5148\u8fdb\u7b97\u6cd5\uff0c\u5e76\u9488\u5bf9\u8bad\u7ec3\u548c\u90e8\u7f72\u8fdb\u884c\u4e86\u4f18\u5316\u3002\u5b83\u652f\u6301\u4e00\u7cfb\u5217\u9aa8\u5e72\u67b6\u6784\uff0c\u5305\u62ec IResNet\u3001RetinaNet\u3001MobileFaceNet\u3001InceptionResNet_v2 \u548c DenseNet\u3002\u9664\u4e86\u6a21\u578b\u4e4b\u5916\uff0c\u5b83\u8fd8\u652f\u6301\u4f7f\u7528 MS1M\u3001VGG2 \u548c CASIA-WebFace \u7b49\u4eba\u8138\u6570\u636e\u96c6\u3002InSightFace \u6709\u51e0\u4e2a\u8bc4\u4f30\u7ba1\u9053 IJB \u548c MegaFace\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4eba\u8138\u68c0\u6d4b\u548c\u8bc6\u522b\u6570\u636e\u96c6<\/h2>\n\n\n\n<p>\u95ee\u9898\u662f\uff0c\u201c<em>\u6709\u591a\u5c11\u6570\u636e\u96c6\u53ef\u7528\u4e8e\u4eba\u8138\u68c0\u6d4b\u548c\u8bc6\u522b\uff1f<\/em>&nbsp;\u201d\u5b9e\u9645\u4e0a\uff0c\u53ef\u4f9b\u9009\u62e9\u7684\u9009\u9879\u592a\u591a\u4e86\uff0c\u6bcf\u4e2a\u9009\u9879\u90fd\u6709\u81ea\u5df1\u7684\u4f18\u70b9\u548c\u7f3a\u70b9\u3002\u8ba9\u6211\u4eec\u6765\u770b\u770b\u51e0\u4e2a\u8fd9\u6837\u7684\u5f00\u6e90\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4eba\u8138\u68c0\u6d4b\u6570\u636e\u96c6<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>UMD \u9762\u5b54\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u4e8e\u9759\u6001\u56fe\u50cf\uff1a8,277 \u540d\u53d7\u8bd5\u8005\u7684 367,888 \u4e2a\u9762\u90e8\u6ce8\u91ca<\/li>\n\n\n\n<li>\u5bf9\u4e8e\u89c6\u9891\u5e27\uff1a370 \u591a\u4e07\u4e2a\u5e26\u6ce8\u91ca\u7684\u89c6\u9891\u5e27<\/li>\n\n\n\n<li>\u94fe\u63a5\uff08\u5b98\u65b9\uff09\uff1ahttp:\/\/umdfaces.io\/<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u66f4\u5bbd\u7684\u8138\n<ul class=\"wp-block-list\">\n<li>\u6db5\u76d6\u9762\u90e8\u6570\u636e\u7684\u5404\u79cd\u53d8\u5316\uff1a\u6bd4\u4f8b\u3001\u59ff\u52bf\u3001\u906e\u6321\u3001\u8868\u60c5\u3001\u7167\u660e\u548c\u5316\u5986<\/li>\n\n\n\n<li>\u56fe\u50cf\u6570\u91cf\uff1a32,203 \u5f20\uff0c\u6570\u636e\u96c6\u5185\u6709 393,703 \u4e2a\u5e26\u6807\u7b7e\u7684\u4eba\u8138<\/li>\n\n\n\n<li>\u94fe\u63a5\uff08\u5b98\u65b9\uff09\uff1ahttp:\/\/shuoyang1213.me\/WIDERFACE\/<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVPIryaFicKaag0EUibYe7bLGEAibED1xdPW8VZ8BL4R0icFVlITWZYibRVvQ\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"face_detection_datasets \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 14\uff1a\u5f00\u6e90\u4eba\u8138\u68c0\u6d4b\u6570\u636e\u96c6<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u4eba\u8138\u8bc6\u522b\u6570\u636e\u96c6<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u91ce\u5916\u6807\u8bb0\u9762\u5b54 \u2013 LWF\n<ul class=\"wp-block-list\">\n<li>\u56fe\u7247\u6570\u91cf\uff1a5749 \u4eba\u7684 13,232 \u5f20\u56fe\u7247\uff0c\u5176\u4e2d 1680 \u4eba\u6709\u4e24\u5f20\u6216\u4e24\u5f20\u4ee5\u4e0a\u56fe\u7247\u00a0<\/li>\n\n\n\n<li>\u94fe\u63a5\uff08\u5b98\u65b9\uff09\uff1ahttp:\/\/vis-www.cs.umass.edu\/lfw\/<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>MS-\u540d\u4eba-1M\n<ul class=\"wp-block-list\">\n<li>\u6bcf\u4e2a\u4eba\u7684\u8138\u90e8\u56fe\u50cf\u90fd\u4fdd\u7559\u4e86\u591a\u6837\u6027<\/li>\n\n\n\n<li>\u56fe\u7247\u6570\u91cf\uff1a6,464,018 \u5f20<\/li>\n\n\n\n<li>\u540d\u4eba\u6570\u91cf\uff1a94,682 \u4eba<\/li>\n\n\n\n<li>\u94fe\u63a5\uff08\u975e\u5b98\u65b9\uff09\uff1ahttp:\/\/www.gitpp.com\/CircuitVerse\/c-ms-celeb<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>VGG \u4eba\u81382\n<ul class=\"wp-block-list\">\n<li>\u7537\u6027\u548c\u5973\u6027\u9762\u5b54\u4e4b\u95f4\u7684\u65e0\u504f\u5dee\u5206\u5e03<\/li>\n\n\n\n<li>\u9762\u5b54\u6570\u91cf\uff1a330\u591a\u4e07<\/li>\n\n\n\n<li>\u8eab\u4efd\u6570\u91cf\uff1a9,000+<\/li>\n\n\n\n<li>\u59ff\u52bf\u3001\u60c5\u7eea\u3001\u5149\u7ebf\u548c\u906e\u6321\u7684\u53d8\u5316\u00a0<\/li>\n\n\n\n<li>\u94fe\u63a5\uff08\u5b98\u65b9\uff09\uff1ahttps:\/\/www.robots.ox.ac.uk\/~vgg\/data\/vgg_face2\/<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>IMDB-\u7ef4\u57fa\uff1a\n<ul class=\"wp-block-list\">\n<li>IMDB \u548c Wikipedia \u7f51\u9875\u7684\u9762\u90e8\u56fe\u50cf\u7ec4\u5408<\/li>\n\n\n\n<li>\u56fe\u7247\u6570\u91cf\uff08IMDB\uff09\uff1a460,723 \u5f20<\/li>\n\n\n\n<li>\u56fe\u7247\u6570\u91cf\uff08\u7ef4\u57fa\u767e\u79d1\uff09\uff1a62,328 \u5f20\u56fe\u7247<\/li>\n\n\n\n<li>\u94fe\u63a5\uff08\u5b98\u65b9\uff09\uff1ahttps:\/\/data.vision.ee.ethz.ch\/cvl\/rrothe\/imdb-wiki\/<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Digi-Face 1M\n<ul class=\"wp-block-list\">\n<li>\u5408\u6210\u4eba\u8138\u6570\u636e<\/li>\n\n\n\n<li>\u56fe\u7247\u6570\u91cf\uff1a100\u4e07\u4ee5\u4e0a<\/li>\n\n\n\n<li>740K \u5f20\u56fe\u50cf\uff0c\u542b 10K \u4e2a\u8eab\u4efd\uff0872 \u5f20\u56fe\u50cf\/\u8eab\u4efd\uff09<\/li>\n\n\n\n<li>500K \u5f20\u56fe\u50cf\uff0c100K \u4e2a\u8eab\u4efd\uff085 \u5f20\u56fe\u50cf\/\u8eab\u4efd\uff09<\/li>\n\n\n\n<li>\u94fe\u63a5\uff08\u975e\u5b98\u65b9\uff09\uff1ahttp:\/\/www.gitpp.com\/CircuitVerse\/digiface1m<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTV1Yib47gatnCyERC9s9ImuibPekLgjQSeb3VFkgs9MJaTmGuF7G5Y7PNA\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"opensource_face_recognition_datasets \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 15\uff1a\u5f00\u6e90\u4eba\u8138\u8bc6\u522b\u6570\u636e\u96c6<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4eba\u8138\u8bc6\u522b\u7ba1\u9053\u6784\u5efa\u6574\u5408\u7cfb\u7edf<\/h2>\n\n\n\n<p>\u5047\u8bbe\u60a8\u5bf9\u6784\u5efa\u4e00\u4e2a\u76d1\u63a7\u7cfb\u7edf\u611f\u5174\u8da3\u3002\u60a8\u53ef\u80fd\u4f1a\u95ee\uff1a\u201c<em>\u4ece\u5934\u5f00\u59cb\u6784\u5efa\u4eba\u8138\u8bc6\u522b\u7cfb\u7edf\u6d89\u53ca\u54ea\u4e9b\u4e0d\u540c\u7684\u6b65\u9aa4\uff1f<\/em>&nbsp;\u201d\u3002\u8ba9\u6211\u4eec\u66f4\u8fdb\u4e00\u6b65\uff0c\u4ece\u9ad8\u5c42\u6b21\u6982\u8ff0\u6784\u5efa\u6b64\u7cfb\u7edf\u6240\u6d89\u53ca\u7684\u5404\u79cd\u8fc7\u7a0b\u3002\u56fe 16 \u663e\u793a\u4e86\u6846\u56fe\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVVXQ52RNRzEaOauMQC2l2urO7Y90Vygu5f3BjZwwHtiaj2Kq4nkJ3hiag\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"\u4eba\u8138\u8bc6\u522b\u5757\u56fe \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 16\uff1a\u4eba\u8138\u8bc6\u522b\u7cfb\u7edf\u6846\u56fe<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u8f93\u5165\u4eba\u8138\u56fe\u50cf\u7684\u9884\u5904\u7406<\/h3>\n\n\n\n<p>\u4eba\u5de5\u667a\u80fd\u4e2d\u6709\u53e5\u4fd7\u8bed\uff1a\u201c\u6a21\u578b\u7684\u597d\u574f\u53d6\u51b3\u4e8e\u8f93\u5165\u7684\u6570\u636e\u201d\uff0c\u8fd9\u53e5\u8bdd\u786e\u5b9e\u6ca1\u9519\u3002\u53ef\u4ee5\u80af\u5b9a\u7684\u662f\uff0c\u9762\u90e8\u56fe\u50cf\u901a\u5e38\u4e0d\u80fd\u76f4\u63a5\u4ee5\u539f\u59cb\u5f62\u5f0f\u4f7f\u7528\u3002\u5728\u4efb\u4f55\u56fe\u50cf\u4e2d\uff0c\u8bb8\u591a\u7ec6\u8282\u90fd\u4f4d\u4e8e\u9634\u5f71\u4e2d\u6216\u9ad8\u5149\u4e2d\u3002\u56fe\u50cf\u9884\u5904\u7406\u662f\u4e00\u79cd\u6709\u52a9\u4e8e\u7ec6\u8282\u6062\u590d\u5e76\u6709\u52a9\u4e8e\u6e05\u7406\u539f\u59cb\u9762\u90e8\u56fe\u50cf\u6570\u636e\u7684\u65b9\u6cd5\u3002\u8c03\u6574\u5927\u5c0f\u3001\u7070\u5ea6\u6ee4\u6ce2\u5668\u3001\u76f4\u65b9\u56fe\u5747\u8861\u6ee4\u6ce2\u5668\u4ee5\u53ca\u521b\u5efa\u8bad\u7ec3\u548c\u9a8c\u8bc1\u6570\u636e\u96c6\u7b49\u56fe\u50cf\u64cd\u4f5c\u88ab\u8ba4\u4e3a\u662f\u4efb\u4f55\u57fa\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u95ee\u9898\u6700\u5e38\u89c1\u7684\u9884\u5904\u7406\u6b65\u9aa4\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVEQ8X8K2r9QyS5ItOGHZpHiaO1ZvyA5NB5la13jM0ozAmfuQHvcksyDA\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"\u4eba\u8138\u56fe\u50cf\u9884\u5904\u7406 \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 17\uff1a\u4eba\u8138\u56fe\u50cf\u9884\u5904\u7406<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u4e0a\u56fe\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u5728\u539f\u59cb RGB \u56fe\u50cf\u4e0a\u5e94\u7528\u4e86\u7070\u5ea6\u548c\u76f4\u65b9\u56fe\u5747\u8861\u4e24\u4e2a\u6ee4\u6ce2\u5668\u3002\u53ef\u4ee5\u63a8\u65ad\uff0c\u5e94\u7528\u76f4\u65b9\u56fe\u5747\u8861\u6ee4\u6ce2\u5668\u540e\uff0c\u9762\u90e8\u7279\u5f81\u66f4\u52a0\u7a81\u51fa\u3002\u901a\u8fc7\u5b66\u4e60\u4f18\u8d28\u6570\u636e\uff0c\u7cfb\u7edf\u7684\u51c6\u786e\u6027\u548c\u8bc6\u522b\u6027\u80fd\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8\u3002&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6267\u884c\u4eba\u8138\u68c0\u6d4b<\/h3>\n\n\n\n<p>\u7ed9\u5b9a\u4e00\u5f20\u8f93\u5165\u56fe\u50cf\uff0c\u6a21\u578b\u5fc5\u987b\u9996\u5148\u7f29\u5c0f\u4eba\u8138\u5728\u753b\u9762\u4e2d\u7684\u4f4d\u7f6e\u3002\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u6709\u591a\u79cd\u65b9\u6cd5\u53ef\u4ee5\u534f\u52a9\u5b8c\u6210\u8fd9\u4e00\u8fc7\u7a0b\u3002\u6700\u8457\u540d\u7684\u4eba\u8138\u68c0\u6d4b\u6280\u672f\u662f\u57fa\u4e8e haar-cascade \u7684\u68c0\u6d4b\u5668\uff0c\u4e8e 2001 \u5e74\u63a8\u51fa\u3002\u5b83\u4f7f\u7528\u57fa\u4e8e haar \u7684\u7279\u5f81\u4ece\u8f93\u5165\u56fe\u50cf\u5e27\u4e2d\u68c0\u6d4b\u4eba\u8138\u3002\u6309\u7167\u4eca\u5929\u7684\u6807\u51c6\uff0c\u5b83\u5728\u68c0\u6d4b\u51c6\u786e\u6027\u548c\u6027\u80fd\u65b9\u9762\u88ab\u8ba4\u4e3a\u5f88\u6162\uff0c\u56e0\u4e3a\u5b83\u5f88\u5bb9\u6613\u4e0e\u753b\u9762\u4e2d\u7684\u4eba\u8138\u56fe\u6848\u6df7\u6dc6\u3002\u6b64\u5916\uff0c\u5b83\u4e25\u91cd\u4f9d\u8d56\u4e8e\u5149\u7167\u6761\u4ef6\uff0c\u5728\u5149\u7ebf\u4e0d\u8db3\u7684\u73af\u5883\u4e2d\u8868\u73b0\u4e0d\u4f73\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVBeHvbfV9WjBmxtlcLQ05JYLOUibISKjxP8icicic7cPShEv2XwF9aIcAow\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"face_detection_preprocessed \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 18\uff1a\u9884\u5904\u7406\u56fe\u50cf\u4e0a\u7684\u8138\u90e8\u68c0\u6d4b<\/figcaption><\/figure>\n\n\n\n<p>\u6700\u8fd1\uff0c\u8bb8\u591a\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u6a21\u578b\u6709\u52a9\u4e8e\u4eba\u8138\u68c0\u6d4b\u8fc7\u7a0b\u3002MTCNN \u4e8e 2016 \u5e74\u63a8\u51fa\uff0c\u5b83\u5229\u7528\u4e86\u7ea7\u8054\u7ed3\u6784\u4e0e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u4e09\u4e2a\u9636\u6bb5\u76f8\u7ed3\u5408\u3002OpenCV \u4e2d\u8fd8\u6709\u4e00\u4e2a\u5185\u7f6e\u7684\u57fa\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u4eba\u8138\u68c0\u6d4b\u5668\u3002\u5b83\u4f7f\u7528\u57fa\u4e8e SSD \u67b6\u6784\u7684 Caffe \u6a21\u578b\uff0c\u5e76\u4ee5 ResNet-10 \u7f51\u7edc\u4e3a\u9aa8\u5e72\u3002\u5927\u591a\u6570\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u6a21\u578b\u8fd8\u652f\u6301\u4ece\u5355\u4e2a\u8f93\u5165\u5e27\u8fdb\u884c\u591a\u4eba\u8138\u68c0\u6d4b\uff0c\u6700\u540e\u5728\u68c0\u6d4b\u5230\u7684\u4eba\u8138\u5468\u56f4\u7ed8\u5236\u4e00\u4e2a\u8fb9\u754c\u6846\u3002\u56fe 18 \u663e\u793a\u4e86\u6b64\u8fc7\u7a0b\u7684\u4e00\u4e2a\u9002\u5f53\u793a\u4f8b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9762\u90e8\u6570\u636e\u7684\u8f6c\u6362<\/h3>\n\n\n\n<p>\u5982\u679c\u7cfb\u7edf\u662f\u5b9e\u65f6\u7684\uff0c\u90a3\u4e48\u5b9e\u65f6\u9988\u9001\u7684\u9762\u90e8\u56fe\u50cf\u9700\u8981\u65cb\u8f6c\u4ee5\u5747\u5300\u5206\u5e03\u3002\u5f53\u4e00\u4e2a\u4eba\u8d70\u5230\u7cfb\u7edf\u7684\u6444\u50cf\u5934\u524d\u65f6\uff0c\u4ed6\u4eec\u7684\u5934\u90e8\u4e0d\u53ef\u80fd\u5b8c\u5168\u5bf9\u9f50\uff0c\u7cfb\u7edf\u65e0\u6cd5\u8bc6\u522b\u3002\u8fd9\u79cd\u6781\u7aef\u60c5\u51b5\u9700\u8981\u89e3\u51b3\uff0c\u56e0\u4e3a\u5b83\u5728\u8bc6\u522b\u4e2d\u8d77\u7740\u91cd\u8981\u4f5c\u7528\u3002\u56fe 19 \u663e\u793a\u4e86\u6b64\u8fc7\u7a0b\u7684\u4e00\u4e2a\u793a\u4f8b\u3002\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0cElon \u7684\u8138\u5728\u8f93\u5165\u56fe\u50cf\u4e0a\u662f\u503e\u659c\u7684\uff0c\u800c\u5e94\u7528\u53d8\u6362\u540e\uff0c\u4ed6\u7684\u8138\u5728\u53f3\u4fa7\u770b\u8d77\u6765\u662f\u76f4\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTVg1EBTCx5wVfV95FHEol4feFT42PThXbtE4vcEJGdopg0TZ8XN9IoRA\/640?wx_fmt=png&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"\u9762\u90e8\u65b9\u5411\u53d8\u6362 \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 19\uff1a\u9762\u90e8\u65b9\u5411\u7684\u8f6c\u53d8<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u63a8\u7406<\/h3>\n\n\n\n<p>\u8fd9\u662f\u8f6c\u6362\u540e\u7684\u8138\u90e8\u6846\u67b6\u901a\u8fc7\u6a21\u578b\u5411\u524d\u4f20\u9012\u7684\u90e8\u5206\u3002\u901a\u8fc7\u672c\u6587\uff0c\u6211\u4eec\u6709\u673a\u4f1a\u4e86\u89e3\u591a\u4e2a\u6a21\u578b\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u9009\u62e9\u9884\u5148\u8bad\u7ec3\u7684\u6a21\u578b\u6216\u4ece\u9876\u90e8\u6784\u5efa\u81ea\u5b9a\u4e49\u6a21\u578b\u3002\u7b80\u800c\u8a00\u4e4b\uff0c\u540e\u8005\u9700\u8981\u66f4\u591a\u65f6\u95f4\u5e76\u4e14\u66f4\u96be\u5f00\u53d1\u3002\u53ef\u4ee5\u5bf9\u5b9e\u65f6\u6444\u50cf\u5934\u9988\u9001\u6216\u4f5c\u4e3a\u8bad\u7ec3\u6a21\u578b\u8f93\u5165\u7684\u8138\u90e8\u56fe\u50cf\u8fdb\u884c\u63a8\u7406\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_gif\/hm3gZcRt8Q2uibdaPLQ7eSqzgjUWbEzTV7bwTp5IjnyFUtHC37Eiarx2XtgvbY3FszQWlx0JVVqwamOhCbXKYGuQ\/640?wx_fmt=gif&amp;from=appmsg&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\" title=\"\u4eba\u8138\u8bc6\u522b\u63a8\u7406 \u2013 LearnOpenCV\u00a0\"\/><figcaption class=\"wp-element-caption\">\u56fe 20\uff1a\u89c6\u9891\u4eba\u8138\u8bc6\u522b\u63a8\u7406<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u4e0a\u9762\u7684\u89c6\u9891\u63d2\u56fe\u4e2d\uff0c\u53ef\u4ee5\u770b\u5230\u753b\u9762\u4e2d\u7684\u8138\u90e8\u88ab\u68c0\u6d4b\u5230\uff0c\u5e76\u4e14\u6a21\u578b\u6210\u529f\u8bc6\u522b\u51fa\u8be5\u4eba\u662f\u57c3\u9686\u00b7\u9a6c\u65af\u514b\u3002&nbsp;&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u90e8\u7f72<\/h3>\n\n\n\n<p>\u8981\u8fdb\u884c\u63a8\u7406\uff0c\u5fc5\u987b\u5148\u5c06\u6a21\u578b\u90e8\u7f72\u5230\u67d0\u4e2a\u5e73\u53f0\u3002\u8ba9\u6211\u4eec\u6765\u770b\u770b\u4e00\u4e9b\u4f17\u6240\u5468\u77e5\u7684\u6a21\u578b\u90e8\u7f72\u9009\u9879\u3002&nbsp;<\/p>\n\n\n\n<p>\u672c\u5730\u90e8\u7f72<\/p>\n\n\n\n<p>\u5728\u8fd9\u79cd\u65b9\u6cd5\u4e2d\uff0c\u6a21\u578b\u90e8\u7f72\u5728\u672c\u5730\u673a\u5668\u6216\u4e13\u7528\u670d\u52a1\u5668\u4e0a\u3002\u5b83\u96c6\u6210\u5230\u5c06\u8981\u4f7f\u7528\u7684\u5e94\u7528\u7a0b\u5e8f\u6216\u7cfb\u7edf\u4e2d\u3002\u6b64\u65b9\u6cd5\u9002\u7528\u4e8e\u5bf9\u5ef6\u8fdf\u8981\u6c42\u8f83\u4f4e\u7684\u5e94\u7528\u7a0b\u5e8f\u6216\u6a21\u578b\u9700\u8981\u8bbf\u95ee GPU \u7b49\u672c\u5730\u8d44\u6e90\u7684\u60c5\u51b5\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u4e91\u7684\u90e8\u7f72<\/p>\n\n\n\n<p>\u4e91\u5e73\u53f0\u63d0\u4f9b\u90e8\u7f72\u81ea\u5b9a\u4e49\u6a21\u578b\u7684\u57fa\u7840\u8bbe\u65bd\u548c\u670d\u52a1\u3002\u6a21\u578b\u4e0a\u4f20\u5230\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\uff08Amazon Web Services\u3001GCP \u6216 Microsoft 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