{"id":16689,"date":"2021-02-26T18:01:22","date_gmt":"2021-02-26T10:01:22","guid":{"rendered":"https:\/\/blog.tibame.com\/?p=16689"},"modified":"2022-04-08T18:01:19","modified_gmt":"2022-04-08T10:01:19","slug":"ai%e5%a6%82%e5%bd%b1%e9%9a%a8%e8%a1%8c%ef%bc%8c%e6%b7%ba%e8%ab%87%e5%bd%b1%e5%83%8f%e8%be%a8%e8%ad%98","status":"publish","type":"post","link":"https:\/\/blog.tibame.com\/?p=16689","title":{"rendered":"\u3010\u4eba\u5de5\u667a\u6167\u3011AI\u5982\u5f71\u96a8\u884c\uff0c\u6dfa\u8ac7\u5f71\u50cf\u8fa8\u8b58"},"content":{"rendered":"\n<p><strong>\u64b0\u6587\u8005\uff1aTibaMe AI\u4eba\u5de5\u667a\u6167\u8ab2\u7a0b\u7e3d\u76e3 Ryan<\/strong><\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u5728\u96fb\u8166\u8996\u89ba\u4e2d\uff0c\u5f71\u50cf\u8fa8\u8b58\u5176\u5be6\u6709\u8a31\u591a\u4e0d\u540c\u7684\u5be6\u73fe\u65b9\u5f0f\uff0c\u6bcf\u7a2e\u5be6\u73fe\u65b9\u5f0f\u6240\u9700\u8981\u7684\u6a19\u8a18\u8cc7\u6599\u3001\u4ee5\u53ca\u5be6\u505a\u65b9\u5f0f\u4e5f\u6709\u5f88\u5927\u7684\u4e0d\u540c\uff0c\u672c\u7bc7\u6587\u7ae0\u5c07\u6703\u70ba\u5927\u5bb6\u4ecb\u7d39\u516d\u7a2e\u4e0d\u540c\u7684\u5e38\u898b\u4efb\u52d9\u3002<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 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=16689\/#1_%E5%BD%B1%E5%83%8F%E5%88%86%E9%A1%9E_Image_Classification_%EF%BC%9A\" >(1) \u5f71\u50cf\u5206\u985e ( Image Classification )\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=16689\/#2_%E7%89%A9%E4%BB%B6%E5%AE%9A%E4%BD%8D_Object_Localization_%EF%BC%9A\" >(2) \u7269\u4ef6\u5b9a\u4f4d (Object Localization )\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=16689\/#3_%E7%89%A9%E9%AB%94%E8%BE%A8%E8%AD%98_Object_Recognition_%EF%BC%9A\" >(3) \u7269\u9ad4\u8fa8\u8b58 (Object Recognition )\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/blog.tibame.com\/?p=16689\/#4_%E8%AA%9E%E7%BE%A9%E5%BD%B1%E5%83%8F%E5%88%86%E5%89%B2_Semantic_Segmentation_%EF%BC%9A\" >(4) \u8a9e\u7fa9\u5f71\u50cf\u5206\u5272 ( Semantic Segmentation )\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/blog.tibame.com\/?p=16689\/#5_%E5%AF%A6%E4%BE%8B%E5%BD%B1%E5%83%8F%E5%88%86%E5%89%B2_Instance_Segmentation_%EF%BC%9A\" >(5) \u5be6\u4f8b\u5f71\u50cf\u5206\u5272 ( Instance Segmentation )\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/blog.tibame.com\/?p=16689\/#6_%E9%97%9C%E9%8D%B5%E9%BB%9E%E5%81%B5%E6%B8%AC_Keypoint_Detection_%EF%BC%9A\" >(6) \u95dc\u9375\u9ede\u5075\u6e2c ( Keypoint Detection )\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/blog.tibame.com\/?p=16689\/#AI%E8%B3%87%E6%96%99%E7%A7%91%E5%AD%B8%E5%AE%B6%EF%BC%9A%E4%B8%89%E9%9A%8E%E6%AE%B5%E5%85%A8%E6%96%B9%E4%BD%8D%E5%AD%B8%E7%A8%8B%E7%8F%AD\" >AI\u8cc7\u6599\u79d1\u5b78\u5bb6\uff1a\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_%E5%BD%B1%E5%83%8F%E5%88%86%E9%A1%9E_Image_Classification_%EF%BC%9A\"><\/span><strong>(1) \u5f71\u50cf\u5206\u985e ( Image Classification )\uff1a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u9019\u7a2e\u61c9\u7528\u6240\u9700\u8981\u6a19\u8a18\u6210\u672c\u6700\u4f4e\uff0c\u56e0\u70ba\u6574\u5f35\u5716\u53ea\u6703\u6709\u4e00\u500b\u6a19\u8a18\uff0c\u4f8b\u5982\u4e0b\u5716\u4e2d\u6709\u4e00\u4f4d\u7267\u7f8a\u4eba\u8207\u4e09\u96bb\u7f8a\uff0c\u82e5\u6211\u5011\u975e\u5f97\u8981\u70ba\u6574\u5f35\u5f71\u50cf\u8ce6\u4e88\u4e00\u500b\u610f\u7fa9\uff0c\u4ee5\u7269\u4ef6\u7684\u89d2\u5ea6\uff0c\u901a\u5e38\u662f\u6703\u5206\u6210&#8221;\u4eba&#8221;\uff0c\u56e0\u70ba\u7406\u8ad6\u4e0a\u9019\u5f35\u5f71\u50cf\u4e2d\u6700\u986f\u8457\u7684&#8221;\u7269\u9ad4&#8221;\u662f\u4eba\uff0c\u4fc3\u4f7f\u6df1\u5ea6\u5b78\u7fd2\u6280\u8853\u8208\u8d77\u7684\u7af6\u8cfd-ILSVRC (Imagenet Large Scale Visual Recognition Challenge)\uff0c\u5176\u5be6\u4e3b\u8981\u662f\u63d0\u4f9b\u5de8\u91cf\u7684\u5f71\u50cf\u5206\u985e\u8cc7\u6599\uff0c\u800c\u9019\u500b\u7af6\u8cfd\u6240\u7522\u751f\u7684\u77e5\u540dCNN\uff0c\u4f8b\u5982Alexnet, GoogLenet, VGG, ResNet\uff0c\u5176\u5be6\u90fd\u662f\u5f71\u50cf\u5206\u985e\u7684CNN\uff0c\u800c\u901a\u5e38\u7269\u9ad4\u5075\u6e2c\u6216\u662f\u5f71\u50cf\u5206\u5272\u6a21\u578b\u90fd\u6703\u4f7f\u7528\u5728\u5f71\u50cf\u5206\u985e\u8cc7\u6599\u96c6\u6240\u9810\u8a13\u7df4\u7684\u6a21\u578b\u4f86\u9054\u5230\u66f4\u597d\u7684\u6548\u679c\uff0c\u800c\u9019\u7a31\u70ba\u9077\u79fb\u5b78\u7fd2 (Transfer Learning)\uff0c\u662f\u6df1\u5ea6\u5b78\u7fd2\u4e2d\u76f8\u7576\u91cd\u8981\u7684\u6982\u5ff5\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_%E7%89%A9%E4%BB%B6%E5%AE%9A%E4%BD%8D_Object_Localization_%EF%BC%9A\"><\/span><strong> (2) \u7269\u4ef6\u5b9a\u4f4d (Object Localization )\uff1a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u6b64\u4efb\u52d9\u7684\u76ee\u7684\u662f\u9810\u6e2c\u5f71\u50cf\u4e2d\u6700\u986f\u8457\u7684&#8221;\u4e00\u500b&#8221;\u7269\u9ad4\u7684Bounding Box\uff0c\u518d\u900f\u904e\u5f71\u50cf\u5206\u985e\u7684\u65b9\u5f0f\u8fa8\u8b58\u6b64bounding box\u4e2d\u7684\u7269\u9ad4\uff0c\u8acb\u6ce8\u610f\uff0c\u4f9d\u64da\u5b9a\u7fa9\uff0c\u5f71\u50cf\u53ea\u6703\u6709&#8221;\u4e00\u500b&#8221;\u986f\u8457\u7684\u7269\u9ad4\uff0c\u56e0\u6b64\uff0c\u9019\u6a23\u7684\u5047\u8a2d\u8981\u61c9\u7528\u5728\u73fe\u5be6\u751f\u6d3b\u4e2d\uff0c\u986f\u7136\u8f03\u70ba\u56f0\u96e3\uff0c\u56e0\u70ba\u6211\u5011\u4e26\u4e0d\u80fd\u63a7\u5236\u5f71\u50cf\u5167\u53ea\u80fd\u542b\u6709\u4e00\u500b\u6700\u986f\u8457\u7684\u7269\u9ad4\uff0c\u800c\u4e14\u7269\u4ef6\u5b9a\u4f4d\u53ef\u5b8c\u5168\u88ab\u7269\u9ad4\u5075\u6e2c\u6a21\u578b\u53d6\u4ee3\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_%E7%89%A9%E9%AB%94%E8%BE%A8%E8%AD%98_Object_Recognition_%EF%BC%9A\"><\/span><strong> (3) \u7269\u9ad4\u8fa8\u8b58 (Object Recognition )\uff1a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u9019\u6a23\u7684\u4efb\u52d9\u901a\u5e38\u53c8\u7a31\u70ba <strong>Object Detection (\u7269\u9ad4\u5075\u6e2c)<\/strong> \uff0c\u8acb\u6ce8\u610f\u5728\u6a5f\u5668\u5b78\u7fd2\u7684\u6642\u4ee3\uff0c\u6211\u5011\u901a\u5e38\u90fd\u662f\u5148\u627e\u51fa\u6240\u6709\u7269\u9ad4\u7684bounding box\uff0c\u518d\u5c07\u6bcfbounding box\u5206\u985e\u6210\u4e0d\u540c\u7684\u985e\u5225\uff0c\u6240\u4ee5\u9019\u6a23\u7684\u4efb\u52d9\u6709\u6642\u7a31\u70ba\u7269\u4ef6\u8fa8\u8b58\uff0c\u5728\u6df1\u5ea6\u5b78\u7fd2\u6642\u4ee3\uff0c\u4e00\u958b\u59cb\u7684\u4e5f\u662f\u904b\u7528\u9019\u6a23two stage\u7684\u65b9\u5f0f\u4f86\u5be6\u73fe\u7269\u9ad4\u5075\u6e2c\uff0c\u4f8b\u5982R-CNN, Fast R-CNN, Faster R-CNN\u7b49\uff0c\u5f8c\u4f86\u53c8\u6709\u6240\u8b02\u7684one stage\u7684\u6a21\u578b\uff0c\u4f8b\u5982YOLO, SSD\u7b49\uff0c\u9019\u6a23\u7684detector\uff0c\u8981\u5b8c\u6210\u5075\u6e2c\u4e00\u5f35\u5f71\u50cf\u4e2d\u7269\u9ad4\uff0cCNN\u4e2d\u7684\u6bcf\u4e00\u5c64\u53ea\u6703\u88ab\u57f7\u884c\u4e00\u6b21\uff0c\u800c\u9019\u904e\u7a0b\u4e5f\u6c92\u6709\u6240\u8b02\u5148\u627e\u7269\u9ad4\u7684boundg box\u518d\u9032\u4e00\u6b65\u5206\u985e\u7684\u904e\u7a0b\uff0c\u53ef\u4ee5\u60f3\u898b\uff0cone stage\u7684detector\u7684\u901f\u5ea6\u901a\u5e38\u6bd4\u8f03\u5feb\uff0c\u800c\u901a\u5e38two stage detector\u7684\u8fa8\u8b58\u7387\u6703\u6bd4\u8f03\u9ad8\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_%E8%AA%9E%E7%BE%A9%E5%BD%B1%E5%83%8F%E5%88%86%E5%89%B2_Semantic_Segmentation_%EF%BC%9A\"><\/span><strong>(4) \u8a9e\u7fa9\u5f71\u50cf\u5206\u5272 ( Semantic Segmentation )\uff1a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u6240\u8b02\u7684\u8a9e\u7fa9\u5206\u5272\uff0c\u6307\u7684\u662f\u6bcf\u4e00\u500b\u50cf\u7d20\u90fd\u6703\u88ab\u5206\u6210\u67d0\u4e00\u985e\uff0c\u4f8b\u5982\u4e0b\u5716\u4e2d\u6240\u6709\u7684\u7f8a\u88ab\u7e6a\u4e0a\u540c\u4e00\u7a2e\u984f\u8272\u65e2\u4ee3\u8868\u7260\u5011\u5c6c\u65bc\u540c\u4e00\u500b\u985e\u5225\uff0c\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u4ee5\u4e0b\u4e09\u96bb\u7f8a\u4e2d\uff0c\u5c31\u8a9e\u7fa9\u5206\u5272\u4f86\u8aaa\uff0c\u6bcf\u96bb\u7f8a\u4e0d\u5b58\u5728\u9ed1\u8272\u7684\u8f2a\u5ed3\uff0c\u4e5f\u5c31\u662f\u5de6\u908a\u7684\u5169\u96bb\u7f8a\u61c9\u8a72\u6703&#8221;\u76f8\u9023&#8221;\uff0c\u800c\u9019\u4e5f\u662f\u8a9e\u7fa9\u5206\u5272\u4e0d\u80fd\u66ff\u4ee3Object Detection\u7684\u4e3b\u8981\u539f\u56e0\uff0c\u56e0\u70ba\u540c\u985e\u7269\u9ad4\u53ea\u8981\u4ea4\u758a\uff0c\u6211\u5011\u5c31\u7121\u6cd5\u5340\u5225\u500b\u5225\u50cf\u7d20\u5206\u5225\u5c6c\u65bc\u90a3\u500b\u500b\u9ad4\uff0c\u800c\u8a9e\u7fa9\u5206\u5272\u7684\u6a19\u8a18\u6210\u672c\u662f\u5f88\u5de8\u5927\u7684\uff0c\u56e0\u70ba\u9019\u7b49\u540c\u65bc\u9700\u8981\u4eba\u5de5\u70ba\u6bcf\u500b\u50cf\u7d20\u6a19\u8a18\uff0c\u77e5\u540d\u7684\u8a9e\u7fa9\u5206\u5272\u6a21\u578b\u5305\u62ec\u4e86FCN, Deeplab\u7b49\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_%E5%AF%A6%E4%BE%8B%E5%BD%B1%E5%83%8F%E5%88%86%E5%89%B2_Instance_Segmentation_%EF%BC%9A\"><\/span><strong>(5) \u5be6\u4f8b\u5f71\u50cf\u5206\u5272 ( Instance Segmentation )\uff1a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5be6\u4f8b\u5206\u5272\u6700\u7c21\u55ae\u7684\u5be6\u73fe\u65b9\u5f0f\u53ef\u89e3\u8b80\u70ba\u5148\u9032\u884c\u7269\u9ad4\u5075\u6e2c\uff0c\u4e5f\u5c31\u662f\u627e\u51fa\u6bcf\u500b\u7269\u9ad4\u7684bounding box\u5f8c\uff0c\u518d\u65bc\u6bcf\u500bbounding box\u4e2d\u9032\u884c\u8a9e\u7fa9\u5206\u5272\uff0c\u4e0b\u5716\u4e2d\u4e09\u96bb\u7f8a\u5206\u5225\u4ee5\u4e0d\u540c\u984f\u8272\u7e6a\u88fd\u4ee3\u8868\u8457\u9019\u4e09\u96bb\u7f8a\u5c6c\u65bc\u4e0d\u540c\u7684\u500b\u9ad4\uff0c\u4e5f\u5c31\u662f\u4e0d\u6703\u6709\u8a9e\u7fa9\u5206\u5272\u5c6c\u65bc\u540c\u4e00\u985e\u7269\u9ad4\u6703\u5f7c\u6b64\u76f8\u9023\u7684\u554f\u984c\uff0c\u800c\u4e14\u8a9e\u7fa9\u5206\u5272\u7406\u8ad6\u4e0a\u53bb\u9664\u4e86\u7269\u9ad4\u5075\u6e2c\u4e2d\u6bcf\u500bbounding box\u4e2d\u7684\u5197\u9918\u8cc7\u8a0a\uff0c\u4f8b\u5982\u4e0b\u5716\u4e2d\u6a19\u51fa\u4eba\u7684boundg box\u4e2d\uff0c\u5176\u5be6\u8a31\u591a\u50cf\u7d20\u8207&#8221;\u4eba&#8221;\u662f\u7121\u95dc\u7684\uff0c\u77e5\u540d\u7684\u5be6\u4f8b\u5f71\u50cf\u5206\u5272\u6a21\u578b\u6709Mask R-CNN\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"865\" height=\"308\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2020\/08\/000.png\" alt=\"\" class=\"wp-image-16690\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2020\/08\/000.png 865w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2020\/08\/000-300x107.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2020\/08\/000-768x273.png 768w\" sizes=\"(max-width: 865px) 100vw, 865px\" \/><\/figure><\/div>\n\n\n\n<p>\u7136\u800c\uff0c\u76f8\u8f03\u65bc\u8a9e\u7fa9\u5206\u5272\uff0c\u5be6\u4f8b\u5206\u5272\u53ea\u80fd\u5075\u6e2c\u51fa\u6240\u6709\u80fd\u7528bounding box\u6846\u9078\u51fa\u7684\u7269\u9ad4\uff0c\u5176\u9918\u50cf\u7d20\u4e00\u6982\u7121\u6cd5\u9032\u884c\u5224\u5b9a\uff0c\u4f8b\u5982\u8349\u5730\uff0c\u9019\u4e5f\u662f\u5be6\u4f8b\u5206\u5272\u7f8e\u4e2d\u4e0d\u8db3\u7684\u5730\u65b9\u3002\u6240\u5e78\u9019\u5169\u5e74\u6709\u4e00\u7a2e\u5168\u65b0\u7684<strong> Panoptic Segmentation (\u5168\u666f\u5206\u5272)<\/strong> \u53ef\u540c\u6642\u5be6\u73fe\u8a9e\u7fa9\u5206\u5272\u8207\u5be6\u4f8b\u5206\u5272\uff0c\u91dd\u5c0d\u9019\u6a23\u7684\u61c9\u7528\uff0c\u672c\u5c08\u6b04\u4ee5\u5f8c\u6703\u6709\u66f4\u5177\u9ad4\u7684\u4ecb\u7d39\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"6_%E9%97%9C%E9%8D%B5%E9%BB%9E%E5%81%B5%E6%B8%AC_Keypoint_Detection_%EF%BC%9A\"><\/span><strong>(6) \u95dc\u9375\u9ede\u5075\u6e2c ( Keypoint Detection )\uff1a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u9019\u6a23\u61c9\u7528\uff0c\u901a\u5e38\u662f\u70ba\u4e86\u5075\u6e2c\u4eba\u9ad4\u7684\u5404\u500b\u90e8\u4f4d\uff0c\u751a\u81f3\u662f\u6574\u500b\u9aa8\u67b6\uff0c\u800c\u57fa\u65bc\u9019\u4e9bkeypoint\uff0c\u6211\u5011\u9084\u53ef\u9032\u4e00\u6b65\u7684\u5206\u6790\u4eba\u7684Pose\uff0c\u4ee5\u9054\u5230\u6240\u8b02\u7684<strong>\u6d3b\u52d5\u8fa8\u8b58 (Activity Recognition)<\/strong>\uff0c\u4f8b\u5982\u5728\u5b89\u990a\u9662\u4e2d\uff0c\u904b\u7528\u9019\u6a23\u7684\u6280\u8853\uff0c\u6211\u5011\u53ef\u4ee5\u900f\u904e\u76e3\u63a7\u7cfb\u7d71\u5f97\u77e5\u662f\u5426\u6709\u8001\u4eba\u8dcc\u5012\u7b49\u3002\u77e5\u540d\u7684\u95dc\u9375\u9ede\u5075\u6e2c\u6a21\u578b\u5305\u62ec\u4e86OpenPose\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u4ee5\u4e0a\u516d\u7a2e\u5f71\u50cf\u5206\u6790\u7684\u4efb\u52d9\u5176\u5be6\u5728\u751f\u6d3b\u7576\u4e2d\u6709\u5f88\u591a\u7684\u61c9\u7528\uff0c\u5c24\u5176\u662f\u5728\u5927\u958b\u6e90\u7684\u6642\u4ee3\uff0c\u5404\u7a2e\u61c9\u7528\u7684\u539f\u59cb\u78bc\u5176\u5be6\u96a8\u8655\u53ef\u898b\uff0c\u4f46\u91dd\u5c0d\u7279\u5b9a\u7684\u61c9\u7528\uff0c\u82e5\u662f\u9078\u932f\u4e86\u6a21\u578b\uff0c\u53ef\u80fd\u6703\u5c0e\u81f4\u7814\u7a76\u9032\u5ea6\u6216\u662f\u7522\u54c1\u958b\u767c\u9032\u5ea6\u7684\u56b4\u91cd\u843d\u5f8c\uff0c\u6709\u53e5\u8a71\u8aaa \u201d<strong>Prior preparation prevents poor performance<\/strong>\u201d \uff0c\u5c0d\u5f71\u50cf\u8fa8\u8b58\u6f14\u7b97\u6cd5\u6709\u500b\u901a\u76e4\u7684\u77ad\u89e3\uff0c\u5f8c\u7e8c\u5c08\u6848\u7684\u57f7\u884c\u624d\u80fd\u5c11\u8d70\u51a4\u6789\u8def\uff0c\u672a\u4f86\uff0c\u5f71\u50cf\u8fa8\u8b58\u9664\u4e86\u5de5\u696d\u4e0a\u7684\u61c9\u7528\u5916\uff0c\u904b\u7528\u8f03\u70ba\u8f15\u8584\u77ed\u5c0f\u7684\u6a21\u578b\uff0c\u66f4\u6709\u671b\u6574\u5408\u5728\u667a\u6167\u578b\u624b\u6a5f\u7b49\u884c\u52d5\u88dd\u7f6e\u4e0a\uff0c\u6253\u9020\u751f\u6d3b\u4e0a\u7684\u5404\u7a2e\u61c9\u7528\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AI%E8%B3%87%E6%96%99%E7%A7%91%E5%AD%B8%E5%AE%B6%EF%BC%9A%E4%B8%89%E9%9A%8E%E6%AE%B5%E5%85%A8%E6%96%B9%E4%BD%8D%E5%AD%B8%E7%A8%8B%E7%8F%AD\"><\/span><strong>AI\u8cc7\u6599\u79d1\u5b78\u5bb6\uff1a\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u968e\u6bb5\u4e00\uff1a\u3010\u57fa\u790e\u601d\u7dad\u65b9\u6848\u3011<\/strong><\/h3>\n\n\n\n<p><strong>\u5fc5\u5099\u8077\u80fd<\/strong>\uff1a<br \/>AI \/ \u8cc7\u6599\u79d1\u5b78\u79d1\u666e<br \/><a href=\"https:\/\/www.tibame.com\/course\/1740\">\u9ede\u6211\u4e86\u89e3\u66f4\u591a<\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><a href=\"https:\/\/www.tibame.com\/course\/1740\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/02\/1920x1080-AI\u57fa\u790e\u601d\u7dad\u65b9\u6848-1024x576.png\" alt=\"\" class=\"wp-image-17250\" width=\"512\" height=\"288\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/02\/1920x1080-AI\u57fa\u790e\u601d\u7dad\u65b9\u6848-1024x576.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/02\/1920x1080-AI\u57fa\u790e\u601d\u7dad\u65b9\u6848-300x169.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/02\/1920x1080-AI\u57fa\u790e\u601d\u7dad\u65b9\u6848-768x432.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/02\/1920x1080-AI\u57fa\u790e\u601d\u7dad\u65b9\u6848.png 1921w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/a><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u968e\u6bb5\u4e8c\uff1a\u3010\u6838\u5fc3\u6280\u8853\u65b9\u6848\u3011<\/strong><\/h3>\n\n\n\n<p><strong>\u5fc5\u5099\u8077\u80fd<\/strong>\uff1a<br \/>\u8cc7\u6599\u5206\u6790\u7a0b\u5f0f\u8a9e\u8a00\u3001\u8cc7\u6599\u5eab\u7db2\u8def\u722c\u87f2\u3001\u8cc7\u6599\u63a2\u52d8\u3001\u6a5f\u5668\u5b78\u7fd2<br \/><a href=\"https:\/\/www.tibame.com\/course\/1741\">\u9ede\u6211\u4e86\u89e3\u66f4\u591a<\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><a href=\"https:\/\/www.tibame.com\/course\/1741\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/02\/1920x1080-AI\u6838\u5fc3\u6280\u8853\u65b9\u6848-1024x576.png\" alt=\"\" class=\"wp-image-17251\" width=\"512\" height=\"288\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/02\/1920x1080-AI\u6838\u5fc3\u6280\u8853\u65b9\u6848-1024x576.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/02\/1920x1080-AI\u6838\u5fc3\u6280\u8853\u65b9\u6848-300x169.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/02\/1920x1080-AI\u6838\u5fc3\u6280\u8853\u65b9\u6848-768x432.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/02\/1920x1080-AI\u6838\u5fc3\u6280\u8853\u65b9\u6848.png 1921w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/a><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u968e\u6bb5\u4e09\uff1a\u3010\u5168\u9762\u61c9\u7528\u65b9\u6848\u3011<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5fc5\u5099\u8077\u80fd<\/strong>\uff1a<br \/>\u5f71\u50cf\u8fa8\u8b58\u3001\u6df1\u5ea6\u5b78\u7fd2\u3001\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u8cc7\u6599\u8996\u89ba\u5316\u3001\u91ab\u7642\u5f71\u50cf\u5206\u6790\u3001\u667a\u6167\u88fd\u9020\u5206\u6790<br \/><a href=\"https:\/\/www.tibame.com\/course\/1742\">\u9ede\u6211\u4e86\u89e3\u66f4\u591a<\/a><\/h4>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><a href=\"https:\/\/www.tibame.com\/course\/1742\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/02\/1920x1080-AI\u5168\u9762\u61c9\u7528\u65b9\u6848-1024x576.png\" alt=\"\" class=\"wp-image-17252\" width=\"512\" height=\"288\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/02\/1920x1080-AI\u5168\u9762\u61c9\u7528\u65b9\u6848-1024x576.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/02\/1920x1080-AI\u5168\u9762\u61c9\u7528\u65b9\u6848-300x169.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/02\/1920x1080-AI\u5168\u9762\u61c9\u7528\u65b9\u6848-768x432.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/02\/1920x1080-AI\u5168\u9762\u61c9\u7528\u65b9\u6848.png 1921w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/a><\/figure><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u96fb\u8166\u8996\u89ba\u4e2d\uff0c\u5f71\u50cf\u8fa8\u8b58\u5176\u5be6\u6709\u8a31\u591a\u4e0d\u540c\u7684\u5be6\u73fe\u65b9\u5f0f\uff0c\u6bcf\u7a2e\u5be6\u73fe\u65b9\u5f0f\u6240\u9700\u8981\u7684\u6a19\u8a18\u8cc7\u6599\u3001\u4ee5\u53ca\u5be6\u505a\u65b9\u5f0f\u4e5f\u6709\u5f88\u5927\u7684\u4e0d\u540c\uff0c\u672c\u7bc7\u6587\u7ae0\u5c07\u6703\u70ba\u5927\u5bb6\u4ecb\u7d39\u516d\u7a2e\u4e0d\u540c\u7684\u5e38\u898b\u4efb\u52d9\u3002<\/p>\n","protected":false},"author":19,"featured_media":17253,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[480,1196,173],"tags":[1043,1044,1045,1046,1047,1048,353,677,679,691,793],"class_list":["post-16689","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","category-ai-","category-173","tag-1043","tag-1044","tag-1045","tag-1046","tag-1047","tag-1048","tag-353","tag-ai","tag-679","tag-691","tag-793"],"aioseo_notices":[],"views":2676,"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/posts\/16689","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/users\/19"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=16689"}],"version-history":[{"count":4,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/posts\/16689\/revisions"}],"predecessor-version":[{"id":19236,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/posts\/16689\/revisions\/19236"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/media\/17253"}],"wp:attachment":[{"href":"https:\/\/blog.tibame.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=16689"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=16689"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=16689"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}