{"id":19092,"date":"2021-08-08T18:02:54","date_gmt":"2021-08-08T10:02:54","guid":{"rendered":"https:\/\/blog.tibame.com\/?p=19092"},"modified":"2021-11-10T14:32:10","modified_gmt":"2021-11-10T06:32:10","slug":"%e3%80%90ai60%e5%95%8f%e3%80%91q45%e4%bb%80%e9%ba%bc%e6%98%af%e5%bd%b1%e5%83%8f%e8%be%a8%e8%ad%98%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/blog.tibame.com\/?p=19092","title":{"rendered":"\u3010AI60\u554f\u3011Q45\u4ec0\u9ebc\u662f\u5f71\u50cf\u8fa8\u8b58\uff1f"},"content":{"rendered":"\n<p>\u5f71\u50cf\u8fa8\u8b58\uff0c\u300c\u5c07\u5f71\u50cf\u8f38\u5165\u81f3\u5206\u6790\u7684\u5100\u5668\u4e2d\u4f86\u9032\u884c\u5f71\u50cf\u5206\u6790\uff0c\u5ee3\u6cdb\u61c9\u7528\u5728\u5f71\u50cf\u76e3\u63a7\u7cfb\u7d71\u3002\u300d\u800c\u900f\u904e\u5f71\u50cf\u5206\u6790\u8a2d\u5b9a\uff0c\u53ef\u4ee5\u91dd\u5c0d\u5165\u4fb5\u8005\u3001\u79fb\u52d5\u7269\u9ad4\u3001\u706b\u7130\u3001\u7159\u9727&#8230;\u7b49\u9032\u884c\u7279\u6b8a\u4e8b\u4ef6\u89f8\u767c\u8a2d\u5b9a\uff0c\u5177\u6709\u63d0\u65e9\u9810\u8b66\u7684\u6548\u679c\u3002<\/p>\n\n\n\n<p>\u6211\u5011\u7684\u7d42\u6975\u76ee\u6a19\u5c31\u662f\u6559\u5c0e\u6a5f\u5668\u80fd\u5920\u50cf\u4eba\u2f00\u6a23\u7406\u89e3\u6240\u898b\u4e4b\u7269\uff0c\u50cf\u662f\uff1a\u8b58\u5225\u7269\u54c1\u3001\u8fa8\u8a8d\u4eba\u81c9\u3001\u63a8\u8ad6\u7269\u9ad4\u7684\u5e7e\u4f55\u5f62\u614b\uff0c\u5f9e\u4e2d\u7406\u89e3\u5176\u4e2d\u7684\u95dc\u806f\u3001\u60c5\u7dd2\u3001\u52d5\u4f5c\u53ca\u610f\u5716\u3002 \u90a3\u96fb\u8166\u8981\u9054\u6210\u9019\u500b\u76ee\u6a19\u7684\u7b2c\u4e00\u6b65\uff0c\u5c31\u662f\u6559\u5b83\u5982\u4f55\u8fa8\u5225\u7269\u54c1\u3002<\/p>\n\n\n\n<p>\u8209\u4f8b\u4f86\u8aaa\uff0c\u8c93\u54aa\u662f\u7531\u2f00\u4e9b\u5e7e\u4f55\u5716\u5f62\u548c\u984f\u8272\u6240\u7d44\u6210\u7684\uff0c\u904e\u53bb\u4eba\u985e\u4f7f\u7528\u6578\u5b78\u8a9e\u8a00\u544a\u77e5\u96fb\u8166\u6f14\u7b97\u65b9\u6cd5\uff0c\u8c93\u5c31\u662f\u6709\u5713\u5713\u7684\u81c9\u3001\u80d6\u80d6\u7684\u8eab\u9ad4\u3001\u5169\u500b\u5c16\u5c16\u7684\u8033\u6735\u548c\u2f00\u689d\u9577\u5c3e\u5df4\u3002\u4f46\u82e5\u8c93\u54aa\u6539\u8b8a\u9020\u578b\uff0c\u5168\u8eab\u6372\u8d77\u4f86\uff0c\u5c31\u8981\u5728\u539f\u672c\u7684\u6a21\u578b\u4e0a\u52a0\u5165\u65b0\u7684\u5f62\u72c0\u3001\u4e0d\u540c\u7684\u8996\u91ce\u89d2\u5ea6\u3002\u4f46\u82e5\u8c93\u8ff7\u4e8b\u8eb2\u85cf\u7684\uff1f\u6211\u5011\u767c\u73fe\uff0c\u5373\u4f7f\u50cf\u662f\u8c93\u9019\u6a23\u7684\u5bb6\u5ead\u5bf5\u7269\uff0c\u4e5f\u6703\u6709\u76f8\u5c0d\u65bc\u539f\u578b\u4ee5\u5916\u3001\u6578\u4e5f\u6578\u4e0d\u6e05\u7684\u5176\u4ed6\u5f62\u614b\u8868\u5fb5\uff0c \u800c\u9019\u53ea\u662f\u5176\u4e2d\u2f00\u6a23\u3002 <\/p>\n\n\n\n<p>\u3010\u63a8\u85a6\u5b78\u7fd2\u3011<\/p>\n\n\n\n<p>&#x1f449; <a href=\"https:\/\/bit.ly\/3mWV1BV\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"\u52d5\u624b\u5be6\u4f5c OpenCV \uff0c\u5b78\u6703\u5f71\u50cf\u8fa8\u8b58\u65b0\u8996\u754c\u591a\u7a2e\u61c9\u7528 (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">\u52d5\u624b\u5be6\u4f5c OpenCV \uff0c\u5b78\u6703\u5f71\u50cf\u8fa8\u8b58\u65b0\u8996\u754c\u591a\u7a2e\u61c9\u7528<\/a><\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u4f7f\u4e39\u4f5b\u5927\u5b78\u6559\u6388\u3001\u524dGoogle\u96f2\u7aef\u4eba\u5de5\u667a\u6167\u66a8\u6a5f\u5668\u5b78\u7fd2\u9996\u5e2d\u79d1\u5b78\u5bb6\u674e\u98db\u98db\uff0c\u900f\u904e\u4e00\u500b\u7c21\u55ae\u800c\u6df1\u523b\u7684\u89c0\u5bdf\uff0c\u6539\u8b8a\u9019\u500b\u60f3\u6cd5\u3002<\/p>\n\n\n\n<p>\u674e\u98db\u98db\u767c\u73fe\u6c92\u6709\u4eba\u6559\u5c0e\u5b69\u7ae5\u5982\u4f55\u53bb\u300c\u770b\u300d\u4e16\u754c\uff0c\u5c24\u5176\u5728\u5b69\u7ae5\u767c\u80b2\u968e\u6bb5\uff0c\u4ed6\u5011\u662f\u76f4\u63a5\u5f9e\u771f\u5be6\u4e16\u754c\u7684\u7d93\u9a57\u4e2d\u4f86\u5b78\u7fd2\uff0c\u5230\u4e09\u6b72\u5de6\u53f3\u7684\u5e74\u7d00\u6642\uff0c\u5b69\u7ae5\u5df2\u7d93\u770b\u904e\u4e16\u754c\u4e2d\u6578\u4ee5\u842c\u8a08\u7684\u7167\u7247\u3002\u5927\u91cf\u7684\u8a13\u7df4\u7bc4\u4f8b\uff0c\u8b93\u674e\u98db\u98db\u77e5\u9053\u61c9\u8a72\u4f7f\u7528\u300c\u5b69\u7ae5\u5b78\u7fd2\u7d93\u9a57\u6cd5\u5247\u300d\uff0c\u517c\u9867\u8cea\u8207\u91cf\uff0c\u63d0\u4f9b\u8a13\u7df4\u7684\u8cc7\u6599\u7d66\u96fb\u8166\uff0c\u4e0d\u518d\u662f\u904e\u5f80\u7684\u8ffd\u6c42\u66f4\u597d\u7684\u7a0b\u5f0f\u6f14\u7b97\u3002<\/p>\n\n\n\n<p>\u7d93\u904e\u4e0a\u8ff0\u7684\u89c0\u5bdf\uff0c\u674e\u98db\u98db\u8a8d\u70ba\u8981\u8490\u96c6\u5927\u91cf\u8cc7\u6599\u7fa4\uff0c\u65bc\u662f\u5979\u548c\u666e\u6797\u65af\u9813\u5927\u5b78\u7684\u674e\u51f1\u6559\u6388\u65bc2007\u5e74\u958b\u59cbImageNet\u5c08\u6848\u3002\u800c2009\u5e74\u6642\uff0cImageNet\u5df2\u7d93\u662f\u500b\u64c1\u6709\u6db5\u84cb\u4e862\u842c2\u5343\u7a2e\u4e0d\u540c\u985e\u5225\uff0c\u591a\u9054150\u5104\u5e45\u5716\u50cf\u7684\u8cc7\u6599\u5eab\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>ImageNet\u7684\u8cc7\u6599\u53ef\u4ee5\u6559\u80b2\u96fb\u8166\uff0c\u7d50\u679c\u674e\u98db\u98db\u767c\u73fe\uff1aImageNet\u6240\u63d0\u4f9b\u7684\u8c50\u5bcc\u8cc7\u8a0a\u6070\u5de7\u8207\u6a5f\u5668\u5b78\u7fd2\u6f14\u7b97\u7684\u5176\u4e2d\u2f00\u9580\u7279\u5b9a\u9818\u57df\u76f8\u5408\uff0c\u5c31\u662f\u57281970\u53ca1980\u5e74\u4ee3\uff0c\u8f9b\u9813\uff08Geoff Hinton\uff09\u548c\u52d2\u4e18\u6069\uff08Yann LeCun\uff09\u7b49\u5b78\u8005\u6240\u63d0\u51fa\uff0c\u8457\u540d\u7684\u300c\u5377\u7a4d\u795e\u7d93\u7db2\u7d61\u300d\uff08Convolutional Neural Network\uff0cCNN\uff09 \u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\">*\u60f3\u4e86\u89e3CNN\uff0c\u8acb\u770b<a href=\"https:\/\/blog.wiedu.tw\/?p=19072\">Q42\u4ec0\u9ebc\u662f\u5377\u7a4d\u795e\u7d93\u7db2\u8def Convolutional Neural Networks, CNN\uff1f<\/a><\/pre>\n\n\n\n<p>\u5377\u7a4d\u795e\u7d93\u7db2\u8defCNN\u5728\u5927\u5bb6\u7684\u610f\u6599\u4e4b\u5916\uff0c\u958b\u82b1\u7d50\u679c\u3002\u5728\u4e00\u822c\u7684\u795e\u7d93\u7db2\u8def\u4e2d\uff0c\u6703\u4f7f\u7528\u4f5c\u8a13\u7df4\u7684\u7269\u54c1\u4fbf\u662f\u6a21\u578b\u67092400\u842c\u500b\u7bc0\u9ede\u30011\u51044000\u842c\u500b\u53c3\u6578\u3001150\u5104\u500b\u9023\u7d50\u3002\u5982\u540c\u4eba\u7684\u5927\u8166\u662f\u7531\u7121\u6578\u500b\u7dca\u5bc6\u9023\u7d50\u7684\u795e\u7d93\u5143\u6240\u963b\uff0c\u800c\u795e\u7d93\u7db2\u8def\u7684\u57fa\u672c\u904b\u4f5c\u55ae\u4f4d\u662f\u4e00\u500b\u985e\u795e\u7d93\u5143\u7684\u7bc0\u9ede\u3002<\/p>\n\n\n\n<p>ImageNet\u7684\u904b\u4f5c\u65b9\u5f0f\u662f\u5f9e\u5225\u7684\u7bc0\u9ede\u5f97\u5230\u8cc7\u6599\uff0c\u518d\u50b3\u7d66\u5176\u4ed6\u7bc0\u9ede\uff0c\u9019\u4e9b\u7bc0\u9ede\u64c1\u6709\u5c64\u5c64\u7684\u7d44\u7e54\u67b6\u69cb\uff0c\u597d\u50cf\u4eba\u7684\u5927\u8166\u2f00\u6a23\u3002\u73fe\u5728\uff0c\u96fb\u8166\u4e0d\u50c5\u80fd\u544a\u8a34\u6211\u5011\u5716\u4e2d\u6709\u96bb\u8c93\uff0c\u9084\u80fd\u544a\u8a34\u6211\u5011\u8c93\u5728\u54ea\u88e1\u3002  <\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"554\" height=\"157\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/06\/image-21.png\" alt=\"\" class=\"wp-image-19093\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/image-21.png 554w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/image-21-300x85.png 300w\" sizes=\"(max-width: 554px) 100vw, 554px\" \/><figcaption> <strong>\u5716 45-1 \u5716\u50cf\u81ea\u52d5\u8f38\u5165\u5230 CNN \u5377\u7a4d\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c\u81ea\u52d5\u7fd2\u5f97\u7279\u5fb5\u8207\u5206\u985e\u7269\u4ef6\u7a2e\u985e <\/strong> <\/figcaption><\/figure><\/div>\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\"><strong>\u8996\u89ba\u59cb\u65bc\u773c\u775b\uff0c\u4f46\u771f\u6b63\u4f7f\u5b83\u6709\u7528\u7684\uff0c\u537b\u662f\u5927\u8166\u3002<\/strong><\/h2>\n\n\n\n<p>\u6709\u6642\u5019\uff0c\u82e5\u96fb\u8166\u4e0d\u78ba\u5b9a\u81ea\u5df1\u6240\u898b\u5230\u7684\u6771\u897f\u6642\uff0c \u4f46\u4eba\u5df2\u7d93\u5c07\u5b83\u8a13\u7df4\u5230\u53ef\u4ee5\u7d66\u51fa\u4e00\u500b\u5b89\u5168\u7b54\u6848\uff0c\u5b83\u5c31\u80fd\u505a\u5230\u8ddf\u5e38\u4eba\u4e00\u6a23\u3002\u4f46\u6709\u4e9b\u6642\u5019\uff0c\u96fb\u8166\u904b\u7b97\u7adf\u53ef\u4ee5\u7cbe\u6e96\u8fa8\u8b58\u51fa\u7269\u9ad4\u54c1\u9805\uff0c\u5982\uff1a\u88fd\u9020\u5546\u3001\u578b\u865f\u3001\u8eca\u5b50\u5e74\u4efd&#8230;\u3002<\/p>\n\n\n\n<p>\u4f46\u6211\u5011\u53ea\u662f\u7901\u5cf6\u96fb\u8166\u8fa8\u8b58\u7269\u54c1\uff0c\u50cf\u5c0f\u5b69\u5b78\u7fd2\u8b1b\u8a71\u4e00\u6a23\uff0c\u4e0b\u4e00\u6ce2\u6307\u6a19\u6027\u5247\u662f\u904b\u7528\u300c\u6e9d\u901a\u300d\u3002\u56e0\u6b64\uff0c\u5df2\u7d93\u4e0d\u6703\u7528\u300c\u9019\u662f\u8c93\u300d\u4f86\u63cf\u8ff0\u5716\u7247\uff0c\u800c\u662f\u6703\u807d\u5230\u9019\u500b\u5c0f\u5b69\u8aaa\uff1a\u300c\u9019\u662f\u8eba\u5728\u5e8a\u4e0a\u7684\u8c93\u3002\u300d\u56e0\u6b64\uff0c\u8981\u6559\u5c0e\u96fb\u8166\u770b\u5230\u5716\u4e26\u8aaa\u51fa\u53e5\u5b50\uff0c 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