{"id":19111,"date":"2021-08-10T11:15:16","date_gmt":"2021-08-10T03:15:16","guid":{"rendered":"https:\/\/blog.tibame.com\/?p=19111"},"modified":"2021-11-10T14:15:38","modified_gmt":"2021-11-10T06:15:38","slug":"%e3%80%90ai60%e5%95%8f%e3%80%91q48%e4%ba%ba%e8%87%89%e8%ad%98%e5%88%a5%e5%ae%8c%e6%95%b4%e6%b5%81%e7%a8%8b%e6%98%af%e4%bb%80%e9%ba%bc%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/blog.tibame.com\/?p=19111","title":{"rendered":"\u3010AI60\u554f\u3011Q48\u4eba\u81c9\u8b58\u5225\u5b8c\u6574\u6d41\u7a0b\u662f\u4ec0\u9ebc\uff1f"},"content":{"rendered":"\n<p>\u4eba\u81c9\u8b58\u5225\u7684\u76ee\u6a19\u662f\u78ba\u5b9a\u4e00\u5f35\u4eba\u81c9\u5716\u50cf\u7684\u8eab\u4efd\uff0c\u5c31\u662f\u300c\u9019\u500b\u4eba\u662f\u8ab0\u300d\uff0c\u9019\u662f\u6a5f\u5668\u5b78\u7fd2\u548c\u6a21\u5f0f\u8b58\u5225\u4e2d\u7684\u5206\u985e\u554f\u984c\u3002\u5b83\u4e3b\u8981\u61c9\u7528\u5728\u8eab\u4efd\u8b58\u5225\u548c\u8eab\u4efd\u9a57\u8b49\u4e2d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u8eab\u4efd\u8b58\u5225\uff1a\u5931\u8e64\u4eba\u53e3\u3001\u5acc\u7591\u4eba\u8ffd\u8e64\u3001\u667a\u6167\u4ea4\u4e92\u5834\u666f\u4e2d\u8b58\u5225\u7528\u6236\u8eab\u4efd&#8230;\u7b49<\/li><li>\u8eab\u4efd\u9a57\u8b49\uff1a\u8eab\u4efd\u8b49\u7b49\u8b49\u4ef6\u67e5\u8a62\u3001\u51fa\u5165\u8003\u52e4\u67e5\u9a57\u3001\u8eab\u4efd\u9a57\u8b49\u89e3\u9396\u3001\u652f\u4ed8&#8230;\u7b49<\/li><\/ul>\n\n\n\n<p><strong>\u4eba\u81c9\u8b58\u5225\u6f14\u7b97\u6cd5\uff0c\u4e3b\u8981\u5305\u542b\u4e09\u500b\u6a21\u7d44\uff0c\u5982\u4e0b\u571648-1<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u4eba\u81c9\u6aa2\u6e2c\uff08Face Detection\uff09<\/strong><\/li><li><strong>\u4eba\u81c9\u5c0d\u9f4a\uff08Face Alignment\uff09<\/strong><\/li><li><strong>\u4eba\u81c9\u7279\u5fb5\u8868\u5fb5\uff08Feature Representation\uff09<\/strong><\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"697\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_48-1024x697.png\" alt=\"\u7def\u80b2TibaMeAI 60\u554f-\u5716 48-1\u4eba\u81c9\u8b58\u5225\u904e\u7a0b\" class=\"wp-image-19105\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_48-1024x697.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_48-300x204.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_48-768x523.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_48-585x398.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_48.png 1106w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u5716 48-1\u4eba\u81c9\u8b58\u5225\u904e\u7a0b<\/figcaption><\/figure>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u5167\u5bb9\u76ee\u9304<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u986f\u793a\/\u96b1\u85cf\u5167\u5bb9\u76ee\u9304\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/blog.tibame.com\/?p=19111\/#1%E3%80%81%E4%BA%BA%E8%87%89%E6%AA%A2%E6%B8%AC_Face_Detection%EF%BC%9A\" >1\u3001\u4eba\u81c9\u6aa2\u6e2c Face Detection\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/blog.tibame.com\/?p=19111\/#2%E3%80%81%E4%BA%BA%E8%87%89%E5%B0%8D%E9%BD%8A_Face_Alignment%EF%BC%9A\" >2\u3001\u4eba\u81c9\u5c0d\u9f4a Face Alignment\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/blog.tibame.com\/?p=19111\/#3%E3%80%81%E4%BA%BA%E8%87%89%E7%89%B9%E5%BE%B5%E8%A1%A8%E5%BE%B5_Feature_Representation%EF%BC%9A\" >3\u3001\u4eba\u81c9\u7279\u5fb5\u8868\u5fb5 Feature Representation\uff1a<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1%E3%80%81%E4%BA%BA%E8%87%89%E6%AA%A2%E6%B8%AC_Face_Detection%EF%BC%9A\"><\/span>1\u3001<strong>\u4eba\u81c9\u6aa2\u6e2c<\/strong> Face Detection\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u4eba\u81c9\u6aa2\u6e2c\u7528\u65bc\u78ba\u5b9a\u4eba\u81c9\u5728\u5716\u50cf\u4e2d\u7684\u5927\u5c0f\u548c\u4f4d\u7f6e\uff0c\u70ba\u4e86\u89e3\u6c7a\u300c\u4eba\u81c9\u5728\u54ea\u88e1\u300d\u7684\u554f\u984c\uff0c\u628a\u771f\u6b63\u7684\u4eba\u81c9\u5340\u57df\u5f9e\u5716\u50cf\u4e2d\u88c1\u526a\u51fa\u4f86\uff0c\u597d\u8b93\u5f8c\u7e8c\u7684\u4eba\u81c9\u7279\u5fb5\u5206\u6790\u548c\u8b58\u5225\u3002\u571648-2\u5c31\u662f\u5c0d\u4e00\u5f35\u5716\u50cf\u7684\u4eba\u81c9\u6aa2\u6e2c\u7d50\u679c\u3002<\/p>\n\n\n\n<p>&#x1f449;  <a rel=\"noreferrer noopener\" aria-label=\"\u4e86\u89e3\u4eba\u81c9\u8fa8\u8b58\u6280\u8853\u8207\u843d\u5730\u6240\u9700\u8981\u638c\u63e1\u7684\u6700\u65b0\u89c0\u5ff5\u53ca\u5be6\u4f5c\u6280\u5de7 (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\" href=\"https:\/\/www.tibame.com\/course\/1040\" target=\"_blank\">\u4e86\u89e3\u4eba\u81c9\u8fa8\u8b58\u6280\u8853\u8207\u843d\u5730\u6240\u9700\u8981\u638c\u63e1\u7684\u6700\u65b0\u89c0\u5ff5\u53ca\u5be6\u4f5c\u6280\u5de7<\/a><\/p>\n\n\n\n<p>\u7d50\u5e33\u8f38\u5165\u512a\u60e0\u78bc\u300cBLOGONLY200\u300d\uff0c\u8cfc\u8cb7\u4eba\u81c9\u8fa8\u8b58\u7dda\u4e0a\u8ab2\u7a0b\u73fe\u6298$200\uff01<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2%E3%80%81%E4%BA%BA%E8%87%89%E5%B0%8D%E9%BD%8A_Face_Alignment%EF%BC%9A\"><\/span>2\u3001<strong>\u4eba\u81c9\u5c0d\u9f4a<\/strong> Face Alignment\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u540c\u500b\u4eba\u5728\u4e0d\u540c\u7684\u5716\u50cf\u5e8f\u5217\u4e2d\u53ef\u80fd\u5448\u73fe\u51fa\u4e0d\u540c\u7684\u59ff\u614b\u548c\u8868\u60c5\uff0c\u9019\u7a2e\u60c5\u6cc1\u662f\u4e0d\u5229\u65bc\u4eba\u81c9\u8b58\u5225\u7684\u3002\u6240\u4ee5\u9700\u8981\u5c07\u4eba\u81c9\u5716\u50cf\u90fd\u8b8a\u63db\u5230\u4e00\u500b\u7d71\u4e00\u7684\u89d2\u5ea6\u548c\u59ff\u614b\uff0c\u9019\u5c31\u662f\u4eba\u81c9\u5c0d\u9f4a\u3002<\/p>\n\n\n\n<p>\u5b83\u7684\u539f\u7406\u662f\u627e\u5230\u4eba\u81c9\u7684\u597d\u5e7e\u500b\u95dc\u9375\u9ede\uff08\u57fa\u6e96\u9ede\uff0c\u5982\uff1a\u773c\u89d2\u3001\u9f3b\u5c16\u3001\u5634\u89d2&#8230;\u7b49\uff09\uff0c\u7136\u5f8c\u5229\u7528\u9019\u4e9b\u5c0d\u61c9\u7684\u95dc\u9375\u9ede\u900f\u904e\u76f8\u4f3c\u8b8a\u63db\uff08Similarity Transform\uff0c\u65cb\u8f49\u3001\u7e2e\u653e\u548c\u5e73\u79fb\uff09\u5c07\u4eba\u81c9\u76e1\u53ef\u80fd\u8b8a\u63db\u5230\u6a19\u6e96\u4eba\u81c9\u3002\u4e0b\u5716\u5c31\u662f\u4e00\u500b\u5178\u578b\u7684\u4eba\u81c9\u5716\u50cf\u5c0d\u9f4a\u904e\u7a0b\uff08\u571648-2\uff09\uff1a <\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"684\" height=\"248\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_48-2.png\" alt=\"\" class=\"wp-image-19113\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_48-2.png 684w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_48-2-300x109.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_48-2-585x212.png 585w\" sizes=\"(max-width: 684px) 100vw, 684px\" \/><figcaption>\u571648-2\u4eba\u81c9\u5c0d\u9f4a\u904e\u7a0b <\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3%E3%80%81%E4%BA%BA%E8%87%89%E7%89%B9%E5%BE%B5%E8%A1%A8%E5%BE%B5_Feature_Representation%EF%BC%9A\"><\/span>3\u3001<strong>\u4eba\u81c9\u7279\u5fb5\u8868\u5fb5<\/strong> Feature Representation\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u7b2c\u4e09\u500b\u6a21\u7d44\u662f\u4eba\u81c9\u8b58\u5225\u6f14\u7b97\u6cd5\uff0c\u5b83\u63a5\u53d7\u7684\u8f38\u5165\u662f\u6a19\u6e96\u5316\u7684\u4eba\u81c9\u5716\u50cf\uff0c\u900f\u904e\u7279\u5fb5\u5efa\u6a21\u5f97\u5230\u5411\u91cf\u5316\u7684\u4eba\u81c9\u7279\u5fb5\uff0c\u6700\u5f8c\u900f\u904e\u5206\u985e\u5668\u5224\u5225\u5f97\u5230\u8b58\u5225\u7684\u7d50\u679c\u3002<\/p>\n\n\n\n<p>\u4e3b\u8981\u95dc\u9375\u662f\u600e\u6a23\u5f97\u5230\u5c0d\u4e0d\u540c\u4eba\u81c9\u6709\u5340\u5206\u5ea6\u7684\u7279\u5fb5\uff0c\u901a\u5e38\u6211\u5011\u5728\u8b58\u5225\u4e00\u500b\u4eba\u6642\u6703\u770b\u5b83\u7684\u7709\u5f62\u3001\u81c9\u8f2a\u5ed3\u3001\u9f3b\u5b50\u5f62\u72c0\u3001\u773c\u775b\u7684\u985e\u578b\u7b49\uff0c\u4eba\u81c9\u8b58\u5225\u6f14\u7b97\u6cd5\u5f15\u64ce\u8981\u900f\u904e\u7df4\u7fd2\/\u8a13\u7df4\u4f86\u5f97\u5230\u985e\u4f3c\u9019\u6a23\u7684\u6709\u5340\u5206\u5ea6\u7684\u7279\u5fb5\u3002<\/p>\n\n\n\n<p>&#x1f449; <a rel=\"noreferrer noopener\" aria-label=\"\u6df1\u5165\u4e86\u89e3\u5f71\u50cf\u8fa8\u8b58\uff0c\u63a2\u7d22OpenCV \u7684\u591a\u7a2e\u61c9\u7528 (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\" href=\"https:\/\/www.tibame.com\/course\/1730\" target=\"_blank\">\u6df1\u5165\u4e86\u89e3\u5f71\u50cf\u8fa8\u8b58\uff0c\u63a2\u7d22OpenCV \u7684\u591a\u7a2e\u61c9\u7528<\/a><\/p>\n\n\n\n<p>\u7d50\u5e33\u8f38\u5165\u512a\u60e0\u78bc\u300cBLOGONLY200\u300d\uff0c\u8cfc\u8cb7Open CV \u7dda\u4e0a\u8ab2\u7a0b\u73fe\u6298$200\uff01<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u4eba\u81c9\u8b58\u5225\u6f14\u7b97\u6cd5\u7d93\u6b77\u65e9\u671f\u6f14\u7b97\u6cd5\uff0c\u4eba\u5de5\u7279\u5fb5\uff0b\u5206\u985e\u5668\uff0c\u6df1\u5ea6\u5b78\u7fd23\u500b\u968e\u6bb5\u3002\u76ee\u524d\u6df1\u5ea6\u5b78\u7fd2\u6f14\u7b97\u6cd5\u662f\u4e3b\u6d41\uff0c\u6975\u5927\u7684\u63d0\u9ad8\u4e86\u4eba\u81c9\u8b58\u5225\u7684\u7cbe\u5ea6\uff0c\u63a8\u52d5\u9019\u500b\u6280\u8853\u8d70\u5411\u5be6\u7528\u65b9\u9762\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u60f3\u6210\u70ba\u722c\u87f2\u5de5\u7a0b\u5e2b \u3001\u8cc7\u6599\u5206\u6790\u5e2b \u3001\u8cc7\u6599\u5de5\u7a0b\u5e2b \u3001\u8cc7\u6599\u5206\u6790\u9818\u57df\u5c08\u5bb6 \u3001\u4eba\u5de5\u667a\u6167\u7522\u54c1\u7d93\u7406\u55ce\uff1f\u9084\u662f\u4f60\u7684\u516c\u53f8\u6b63\u9700\u8981\u57f9\u990a\u6b64\u9818\u57df\u4eba\u624d\u5462\uff1f<\/p>\n\n\n\n<p>\u9ede\u6211\u4e86\u89e3 AI\u8cc7\u6599\u79d1\u5b78\u5bb6\u5168\u65b9\u4f4d\u5b78\u7a0b &#x1f449;  <a href=\"https:\/\/bit.ly\/3o4N39e\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"https:\/\/bit.ly\/3o4N39e  (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">https:\/\/bit.ly\/3o4N39e <\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><a href=\"https:\/\/bit.ly\/3o4N39e\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/10\/\u5b98\u7db2BN-002-1024x576.png\" alt=\"AI\u8cc7\u6599\u79d1\u5b78\u5bb6\u5168\u65b9\u4f4d\u5b78\u7a0b\" class=\"wp-image-19995\" width=\"512\" height=\"288\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/10\/\u5b98\u7db2BN-002-1024x576.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/10\/\u5b98\u7db2BN-002-300x169.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/10\/\u5b98\u7db2BN-002-768x432.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/10\/\u5b98\u7db2BN-002-1170x659.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/10\/\u5b98\u7db2BN-002-585x329.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/10\/\u5b98\u7db2BN-002.png 1201w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/a><figcaption><a href=\"https:\/\/bit.ly\/3o4N39e\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"AI\u8cc7\u6599\u79d1\u5b78\u5bb6\u5168\u65b9\u4f4d\u5b78\u7a0b (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">AI\u8cc7\u6599\u79d1\u5b78\u5bb6\u5168\u65b9\u4f4d\u5b78\u7a0b<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u6bcf\u65e55\u5206\u9418\uff0c&nbsp;<a 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100vw, 485px\" \/><\/a><\/figure><\/div>\n\n\n\n<p>\u53c3\u8003\u8cc7\u6599<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/36416906\">\u77e5\u4e4e&#8211;\u4eba\u81c9\u8b58\u5225\u6f14\u7b97\u6cd5\u6f14\u5316\u53f2<\/a><\/li><li><a href=\"https:\/\/kknews.cc\/zh-tw\/news\/x426m9r.html\">\u6bcf\u65e5\u982d\u689d&#8211;CV\u5b78\u7fd2\u7b46\u8a18(\u4e09\u5341)\uff1a\u4eba\u81c9\u8b58\u5225\u6d41\u7a0b\u5206\u6790 <\/a><\/li><li><a href=\"https:\/\/medium.com\/ai-academy-taiwan\/%E4%BD%BF%E7%94%A8%E6%B7%B1%E5%BA%A6%E5%AD%B8%E7%BF%92%E9%80%B2%E8%A1%8C%E4%BA%BA%E8%87%89%E8%BE%A8%E8%AD%98-8eef26596883\">\u4f7f\u7528\u6df1\u5ea6\u5b78\u7fd2\u9032\u884c\u4eba\u81c9\u8fa8\u8b58: Triplet loss, Large margin 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