{"id":507,"date":"2025-04-04T12:00:04","date_gmt":"2025-04-04T04:00:04","guid":{"rendered":"https:\/\/www.wunen.com\/index.php\/2025\/04\/04\/%e3%80%90%e6%af%95%e4%b8%9a%e8%ae%be%e8%ae%a1%e3%80%91%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e4%bd%93%e8%82%b2%e8%bf%90%e5%8a%a8%e8%af%86%e5%88%ab%e5%88%86%e7%b1%bb%e7%b3%bb\/"},"modified":"2025-04-04T12:00:04","modified_gmt":"2025-04-04T04:00:04","slug":"%e3%80%90%e6%af%95%e4%b8%9a%e8%ae%be%e8%ae%a1%e3%80%91%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e4%bd%93%e8%82%b2%e8%bf%90%e5%8a%a8%e8%af%86%e5%88%ab%e5%88%86%e7%b1%bb%e7%b3%bb","status":"publish","type":"post","link":"http:\/\/www.wunen.com\/index.php\/2025\/04\/04\/%e3%80%90%e6%af%95%e4%b8%9a%e8%ae%be%e8%ae%a1%e3%80%91%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e4%bd%93%e8%82%b2%e8%bf%90%e5%8a%a8%e8%af%86%e5%88%ab%e5%88%86%e7%b1%bb%e7%b3%bb\/","title":{"rendered":"\u3010\u6bd5\u4e1a\u8bbe\u8ba1\u3011\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u4f53\u80b2\u8fd0\u52a8\u8bc6\u522b\u5206\u7c7b\u7cfb\u7edf"},"content":{"rendered":"<div class=\"article_content clearfix\" id=\"article_content\">\n <link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/editerView\/kdoc_html_views-1a98987dfd.css\" rel=\"stylesheet\"\/>\n <link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/editerView\/ck_htmledit_views-704d5b9767.css\" rel=\"stylesheet\"\/>\n<div class=\"htmledit_views\" id=\"content_views\">\n<p id=\"main-toc\">\n   <strong><br \/>\n    \u76ee\u5f55<br \/>\n   <\/strong>\n  <\/p>\n<p id=\"main-toc-toc\" style=\"margin-left:0px;\">\n   <a href=\"#main-toc\" rel=\"nofollow\"><br \/>\n    \u524d\u8a00<br \/>\n   <\/a>\n  <\/p>\n<p id=\"%E8%AF%BE%E9%A2%98%E8%83%8C%E6%99%AF%E5%92%8C%E6%84%8F%E4%B9%89-toc\" style=\"margin-left:0px;\">\n   <a href=\"#%E8%AF%BE%E9%A2%98%E8%83%8C%E6%99%AF%E5%92%8C%E6%84%8F%E4%B9%89\" rel=\"nofollow\"><br \/>\n    \u8bfe\u9898\u80cc\u666f\u548c\u610f\u4e49<br \/>\n   <\/a>\n  <\/p>\n<p id=\"%E5%AE%9E%E7%8E%B0%E6%8A%80%E6%9C%AF%E6%80%9D%E8%B7%AF-toc\" style=\"margin-left:0px;\">\n   <a href=\"#%E5%AE%9E%E7%8E%B0%E6%8A%80%E6%9C%AF%E6%80%9D%E8%B7%AF\" rel=\"nofollow\"><br \/>\n    \u5b9e\u73b0\u6280\u672f\u601d\u8def<br \/>\n   <\/a>\n  <\/p>\n<p id=\"%E4%B8%80%E3%80%81%E7%AE%97%E6%B3%95%E7%90%86%E8%AE%BA%E6%8A%80%E6%9C%AF-toc\" style=\"margin-left:40px;\">\n   <a href=\"#%E4%B8%80%E3%80%81%E7%AE%97%E6%B3%95%E7%90%86%E8%AE%BA%E6%8A%80%E6%9C%AF\" rel=\"nofollow\"><br \/>\n    \u4e00\u3001\u7b97\u6cd5\u7406\u8bba\u6280\u672f<br \/>\n   <\/a>\n  <\/p>\n<p id=\"1.1%C2%A0CNN-toc\" style=\"margin-left:80px;\">\n   <a href=\"#1.1%C2%A0CNN\" rel=\"nofollow\"><br \/>\n    1.1\u00a0CNN<br \/>\n   <\/a>\n  <\/p>\n<p id=\"1.2%20RNN-toc\" style=\"margin-left:80px;\">\n   <a href=\"#1.2%20RNN\" rel=\"nofollow\"><br \/>\n    1.2 RNN<br \/>\n   <\/a>\n  <\/p>\n<p id=\"1.3%C2%A0%20VGG-16-toc\" style=\"margin-left:80px;\">\n   <a href=\"#1.3%C2%A0%20VGG-16\" rel=\"nofollow\"><br \/>\n    1.3\u00a0 VGG-16<br \/>\n   <\/a>\n  <\/p>\n<p id=\"%E4%BA%8C%E3%80%81%C2%A0%E6%95%B0%E6%8D%AE%E9%9B%86-toc\" style=\"margin-left:40px;\">\n   <a href=\"#%E4%BA%8C%E3%80%81%C2%A0%E6%95%B0%E6%8D%AE%E9%9B%86\" rel=\"nofollow\"><br \/>\n    \u4e8c\u3001\u00a0\u6570\u636e\u96c6<br \/>\n   <\/a>\n  <\/p>\n<p id=\"2.1%20%E6%95%B0%E6%8D%AE%E9%9B%86-toc\" style=\"margin-left:80px;\">\n   <a href=\"#2.1%20%E6%95%B0%E6%8D%AE%E9%9B%86\" rel=\"nofollow\"><br \/>\n    2.1 \u6570\u636e\u96c6<br \/>\n   <\/a>\n  <\/p>\n<p id=\"2.2%20%E6%95%B0%E6%8D%AE%E6%89%A9%E5%85%85-toc\" style=\"margin-left:80px;\">\n   <a href=\"#2.2%20%E6%95%B0%E6%8D%AE%E6%89%A9%E5%85%85\" rel=\"nofollow\"><br \/>\n    2.2 \u6570\u636e\u6269\u5145<br \/>\n   <\/a>\n  <\/p>\n<p id=\"%E4%B8%89%E3%80%81%E5%AE%9E%E9%AA%8C%E5%8F%8A%E7%BB%93%E6%9E%9C%E5%88%86%E6%9E%90-toc\" style=\"margin-left:40px;\">\n   <a href=\"#%E4%B8%89%E3%80%81%E5%AE%9E%E9%AA%8C%E5%8F%8A%E7%BB%93%E6%9E%9C%E5%88%86%E6%9E%90\" rel=\"nofollow\"><br \/>\n    \u4e09\u3001\u5b9e\u9a8c\u53ca\u7ed3\u679c\u5206\u6790<br \/>\n   <\/a>\n  <\/p>\n<p id=\"3.1%C2%A0%E5%AE%9E%E9%AA%8C%E7%8E%AF%E5%A2%83%E6%90%AD%E5%BB%BA-toc\" style=\"margin-left:80px;\">\n   <a href=\"#3.1%C2%A0%E5%AE%9E%E9%AA%8C%E7%8E%AF%E5%A2%83%E6%90%AD%E5%BB%BA\" rel=\"nofollow\"><br \/>\n    3.1\u00a0\u5b9e\u9a8c\u73af\u5883<br \/>\n   <\/a>\n  <\/p>\n<p id=\"3.2%C2%A0%E6%A8%A1%E5%9E%8B%E8%AE%AD%E7%BB%83-toc\" style=\"margin-left:80px;\">\n   <a href=\"#3.2%C2%A0%E6%A8%A1%E5%9E%8B%E8%AE%AD%E7%BB%83\" rel=\"nofollow\"><br \/>\n    3.2\u00a0\u6a21\u578b\u8bad\u7ec3<br \/>\n   <\/a>\n  <\/p>\n<p id=\"%E6%9C%80%E5%90%8E-toc\" style=\"margin-left:0px;\">\n   <a href=\"#%E6%9C%80%E5%90%8E\" rel=\"nofollow\"><br \/>\n    \u6700\u540e<br \/>\n   <\/a>\n  <\/p>\n<hr id=\"hr-toc\"\/>\n<h2 style=\"background-color:transparent;\">\n   \u524d\u8a00<br \/>\n  <\/h2>\n<p>\n   \ud83d\udcc5\u5927\u56db\u662f\u6574\u4e2a\u5927\u5b66\u671f\u95f4\u6700\u5fd9\u788c\u7684\u65f6\u5149,\u4e00\u8fb9\u8981\u5fd9\u7740\u5907\u8003\u6216\u5b9e\u4e60\u4e3a\u6bd5\u4e1a\u540e\u9762\u4e34\u7684\u5c31\u4e1a\u5347\u5b66\u505a\u51c6\u5907,\u4e00\u8fb9\u8981\u4e3a\u6bd5\u4e1a\u8bbe\u8ba1\u8017\u8d39\u5927\u91cf\u7cbe\u529b\u3002\u8fd1\u51e0\u5e74\u5404\u4e2a\u5b66\u6821\u8981\u6c42\u7684\u6bd5\u8bbe\u9879\u76ee\u8d8a\u6765\u8d8a\u96be,\u6709\u4e0d\u5c11\u8bfe\u9898\u662f\u7814\u7a76\u751f\u7ea7\u522b\u96be\u5ea6\u7684,\u5bf9\u672c\u79d1\u540c\u5b66\u6765\u8bf4\u662f\u5145\u6ee1\u6311\u6218\u3002\u4e3a\u5e2e\u52a9\u5927\u5bb6\u987a\u5229\u901a\u8fc7\u548c\u8282\u7701\u65f6\u95f4\u4e0e\u7cbe\u529b\u6295\u5165\u5230\u66f4\u91cd\u8981\u7684\u5c31\u4e1a\u548c\u8003\u8bd5\u4e2d\u53bb,\u5b66\u957f\u5206\u4eab\u4f18\u8d28\u7684\u9009\u9898\u7ecf\u9a8c\u548c\u6bd5\u8bbe\u9879\u76ee\u4e0e\u6280\u672f\u601d\u8def\u3002\n  <\/p>\n<p>\n   <strong><br \/>\n    \ud83d\ude80<br \/>\n    <u><br \/>\n     \u5bf9\u6bd5\u8bbe\u6709\u4efb\u4f55\u7591\u95ee\u90fd\u53ef\u4ee5\u95ee\u5b66\u957f\u54e6!<br \/>\n    <\/u><br \/>\n   <\/strong>\n  <\/p>\n<p>\n   \u9009\u9898\u6307\u5bfc:\n  <\/p>\n<p>\n   <a class=\"link-info\" href=\"https:\/\/blog.csdn.net\/qq_37340229\/article\/details\/132467286\" title=\"\u00a0 \u00a0 \u00a0 \u00a0 \u6700\u65b0\u6700\u5168\u8ba1\u7b97\u673a\u4e13\u4e1a\u6bd5\u8bbe\u9009\u9898\u7cbe\u9009\u63a8\u8350\u6c47\u603b\"><br \/>\n    \u6700\u65b0\u6700\u5168\u8ba1\u7b97\u673a\u4e13\u4e1a\u6bd5\u8bbe\u9009\u9898\u7cbe\u9009\u63a8\u8350\u6c47\u603b<br \/>\n   <\/a>\n  <\/p>\n<p>\n   \u5927\u5bb6\u597d,\u8fd9\u91cc\u662f\u6d77\u6d6a\u5b66\u957f\u6bd5\u8bbe\u4e13\u9898,\u672c\u6b21\u5206\u4eab\u7684\u8bfe\u9898\u662f\n  <\/p>\n<p>\n   \ud83c\udfaf<br \/>\n   <strong><br \/>\n    \u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u4f53\u80b2\u8fd0\u52a8\u8bc6\u522b\u5206\u7c7b\u7cfb\u7edf<br \/>\n   <\/strong>\n  <\/p>\n<h2 id=\"%E8%AF%BE%E9%A2%98%E8%83%8C%E6%99%AF%E5%92%8C%E6%84%8F%E4%B9%89\">\n   <strong><br \/>\n    \u8bfe\u9898\u80cc\u666f\u548c\u610f\u4e49<br \/>\n   <\/strong><br \/>\n  <\/h2>\n<p>\n   \u968f\u7740\u4fe1\u606f\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55\uff0c\u6570\u5b57\u5185\u5bb9\u5448\u73b0\u7206\u70b8\u5f0f\u589e\u957f\u7684\u8d8b\u52bf\uff0c\u56e0\u6b64\u5bf9\u670d\u52a1\u5668\u4e2d\u7684\u4f53\u80b2\u89c6\u9891\u8fdb\u884c\u51c6\u786e\u5206\u7c7b\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u5229\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08DNN\uff09\uff0c\u7ed3\u5408\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u548c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\uff0c\u5b9e\u73b0\u5bf9\u4f53\u80b2\u7c7b\u522b\u7684\u51c6\u786e\u5206\u7c7b\u3002\u901a\u8fc7\u8fc1\u79fb\u5b66\u4e60\uff0c\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u9884\u8bad\u7ec3\u7684\u6a21\u578b\u6743\u91cd\uff0c\u52a0\u901f\u8bad\u7ec3\u8fc7\u7a0b\u5e76\u63d0\u9ad8\u5206\u7c7b\u6027\u80fd\u3002\u901a\u8fc7\u5b9e\u9a8c\u548c\u603b\u7ed3\uff0c\u6211\u4eec\u6269\u5145\u4e86\u5bf9\u4f53\u80b2\u89c6\u9891\u5206\u7c7b\u7684\u7814\u7a76\uff0c\u4e3a\u6570\u5b57\u5185\u5bb9\u5b58\u6863\u548c\u4f53\u80b2\u89c6\u9891\u9886\u57df\u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u6709\u4ef7\u503c\u7684\u8d21\u732e\u3002\n  <\/p>\n<h2 id=\"%E5%AE%9E%E7%8E%B0%E6%8A%80%E6%9C%AF%E6%80%9D%E8%B7%AF\">\n   <strong><br \/>\n    \u5b9e\u73b0\u6280\u672f\u601d\u8def<br \/>\n   <\/strong><br \/>\n  <\/h2>\n<h3 id=\"%E4%B8%80%E3%80%81%E7%AE%97%E6%B3%95%E7%90%86%E8%AE%BA%E6%8A%80%E6%9C%AF\">\n   \u4e00\u3001\u7b97\u6cd5\u7406\u8bba\u6280\u672f<br \/>\n  <\/h3>\n<h4 id=\"1.1%C2%A0CNN\">\n   1.1\u00a0CNN<br \/>\n  <\/h4>\n<p>\n   \u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u5728\u4f53\u80b2\u8fd0\u52a8\u5206\u7c7b\u7cfb\u7edf\u4e2d\u5177\u6709\u91cd\u8981\u4f5c\u7528\u3002\u901a\u8fc7CNN\uff0c\u53ef\u4ee5\u9ad8\u6548\u5730\u63d0\u53d6\u4f53\u80b2\u8fd0\u52a8\u56fe\u50cf\u4e2d\u7684\u7a7a\u95f4\u7279\u5f81\uff0c\u5e76\u5b66\u4e60\u5230\u4e0d\u540c\u8fd0\u52a8\u7684\u6a21\u5f0f\u548c\u7279\u5f81\u3002\u4f53\u80b2\u8fd0\u52a8\u5206\u7c7b\u7cfb\u7edf\u7684\u4e00\u822c\u5de5\u4f5c\u6d41\u7a0b\u5305\u62ec\u6570\u636e\u51c6\u5907\u3001\u6570\u636e\u9884\u5904\u7406\u3001CNN\u6a21\u578b\u6784\u5efa\u3001\u6a21\u578b\u8bad\u7ec3\u3001\u6a21\u578b\u8bc4\u4f30\u3001\u6a21\u578b\u4f18\u5316\u4ee5\u53ca\u9884\u6d4b\u548c\u5e94\u7528\u3002\u901a\u8fc7\u5927\u91cf\u8bad\u7ec3\u6570\u636e\u548c\u5408\u9002\u7684\u6a21\u578b\u8bbe\u8ba1\uff0cCNN\u80fd\u591f\u5b9e\u73b0\u81ea\u52a8\u5316\u7684\u4f53\u80b2\u8fd0\u52a8\u8bc6\u522b\u548c\u5206\u7c7b\uff0c\u4e3a\u8fd0\u52a8\u5458\u3001\u6559\u7ec3\u5458\u548c\u89e3\u8bf4\u5458\u7b49\u63d0\u4f9b\u6709\u7528\u7684\u4fe1\u606f\u548c\u652f\u6301\u3002\u901a\u8fc7\u4e0d\u65ad\u6539\u8fdb\u548c\u4f18\u5316CNN\u6a21\u578b\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8\u4f53\u80b2\u8fd0\u52a8\u5206\u7c7b\u7cfb\u7edf\u7684\u51c6\u786e\u6027\u548c\u5b9e\u7528\u6027\u3002\n  <\/p>\n<p class=\"img-center\">\n<h4 id=\"1.2%20RNN\">\n   1.2 RNN<br \/>\n  <\/h4>\n<p>\n   \u9012\u5f52\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u5728\u4f53\u80b2\u8fd0\u52a8\u5206\u7c7b\u7cfb\u7edf\u4e2d\u7684\u4f18\u52bf\u5728\u4e8e\u5176\u80fd\u591f\u5904\u7406\u65f6\u5e8f\u6570\u636e\uff0c\u7406\u89e3\u4e0a\u4e0b\u6587\uff0c\u5efa\u6a21\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\uff0c\u5e76\u5904\u7406\u4e0d\u5b8c\u6574\u7684\u5e8f\u5217\u6570\u636e\u3002\u901a\u8fc7\u5faa\u73af\u8fde\u63a5\u548c\u9690\u85cf\u72b6\u6001\u4f20\u9012\uff0cRNN\u80fd\u591f\u6355\u6349\u8fd0\u52a8\u52a8\u4f5c\u7684\u65f6\u5e8f\u5173\u7cfb\u548c\u6f14\u5316\uff0c\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u5206\u7c7b\u7ed3\u679c\uff0c\u4e3a\u8fd0\u52a8\u5206\u6790\u548c\u51b3\u7b56\u63d0\u4f9b\u6709\u529b\u652f\u6301\u3002\n  <\/p>\n<p class=\"img-center\">\n<p>\n   \u6709\u4e9b\u4f53\u80b2\u8fd0\u52a8\u7684\u52a8\u4f5c\u53ef\u80fd\u6d89\u53ca\u5230\u8f83\u957f\u7684\u65f6\u95f4\u8de8\u5ea6\uff0c\u9700\u8981\u6a21\u578b\u80fd\u591f\u6355\u6349\u5230\u957f\u671f\u7684\u4f9d\u8d56\u5173\u7cfb\u3002\u4f20\u7edf\u7684\u524d\u9988\u795e\u7ecf\u7f51\u7edc\uff08Feedforward Neural Network\uff09\u5b58\u5728\u68af\u5ea6\u6d88\u5931\u548c\u68af\u5ea6\u7206\u70b8\u7684\u95ee\u9898\uff0c\u96be\u4ee5\u5904\u7406\u957f\u671f\u4f9d\u8d56\u3002\u800cRNN\u901a\u8fc7\u5faa\u73af\u8fde\u63a5\u548c\u95e8\u63a7\u673a\u5236\uff08\u5982\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc LSTM \u6216\u95e8\u63a7\u5faa\u73af\u5355\u5143 GRU\uff09\u80fd\u591f\u8f83\u597d\u5730\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6709\u6548\u5730\u5efa\u6a21\u957f\u671f\u4f9d\u8d56\u3002\n  <\/p>\n<h4 id=\"1.3%C2%A0%20VGG-16\">\n   1.3\u00a0 VGG-16<br \/>\n  <\/h4>\n<p>\n   \u8f6c\u79fb\u5b66\u4e60\u662f\u4e00\u79cd\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u5229\u7528\u5728\u4e00\u4e2a\u4efb\u52a1\u4e2d\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u6216\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u5c06\u5176\u5e94\u7528\u4e8e\u7c7b\u4f3c\u7684\u95ee\u9898\u3002\u5728\u6df1\u5ea6\u5b66\u4e60\u4e2d\uff0c\u57fa\u4e8e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u7684\u8f6c\u79fb\u5b66\u4e60\u5df2\u7ecf\u5e7f\u6cdb\u5e94\u7528\u3002\u901a\u8fc7\u5728\u5927\u578b\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u5982ImageNet\uff0cCNN\u53ef\u4ee5\u4f5c\u4e3a\u5f3a\u5927\u7684\u7279\u5f81\u63d0\u53d6\u5668\uff0c\u5e76\u5728\u7279\u5b9a\u4efb\u52a1\u4e2d\u63d0\u4f9b\u51c6\u786e\u7684\u6570\u636e\u7279\u5f81\u3002VGG-16\u662f\u4e00\u79cd\u6d41\u884c\u7684\u6df1\u5ea6\u5377\u79ef\u7f51\u7edc\uff0c\u7ecf\u8fc7\u5728ImageNet\u4e0a\u7684\u9884\u8bad\u7ec3\u540e\uff0c\u53ef\u4ee5\u6709\u6548\u5730\u6cdb\u5316\u5230\u5176\u4ed6\u4efb\u52a1\u3002\u4f18\u5316\u5668\u548c\u635f\u5931\u51fd\u6570\u7684\u9009\u62e9\u5bf9\u6a21\u578b\u7684\u6027\u80fd\u81f3\u5173\u91cd\u8981\uff0c\u800c\u95e8\u63a7\u5faa\u73af\u5355\u5143\uff08GRU\uff09\u662f\u4e00\u79cd\u5728\u5faa\u73af\u90e8\u5206\u4e2d\u5e38\u7528\u7684RNN\u53d8\u4f53\u3002\u8f6c\u79fb\u5b66\u4e60\u7684\u597d\u5904\u5305\u62ec\u63d0\u9ad8\u51c6\u786e\u5ea6\u3001\u51cf\u5c11\u8ba1\u7b97\u590d\u6742\u6027\uff0c\u5e76\u80fd\u591f\u5229\u7528\u5148\u524d\u4efb\u52a1\u7684\u77e5\u8bc6\u6765\u52a0\u901f\u65b0\u4efb\u52a1\u7684\u5b66\u4e60\u3002\n  <\/p>\n<h3 id=\"%E4%BA%8C%E3%80%81%C2%A0%E6%95%B0%E6%8D%AE%E9%9B%86\">\n   \u4e8c\u3001\u00a0\u6570\u636e\u96c6<br \/>\n  <\/h3>\n<h4 id=\"2.1%20%E6%95%B0%E6%8D%AE%E9%9B%86\" style=\"background-color:transparent;\">\n   2.1 \u6570\u636e\u96c6<br \/>\n  <\/h4>\n<p>\n   \u672c\u7814\u7a76\u57fa\u4e8e\u4f53\u80b2\u8fd0\u52a8\u7684\u76f8\u5173\u6027\u548c\u7279\u6b8a\u6027\uff0c\u5bf9\u8fd0\u52a8\u8fdb\u884c\u5206\u7c7b\u3002\u6570\u636e\u96c6\u4e2d\u7684\u5177\u4f53\u4f53\u80b2\u8fd0\u52a8\u7531\u7a7a\u95f4\u548c\u8fd0\u52a8\u7279\u5f81\u7ec4\u6210\u3002\u5c3d\u7ba1\u5728\u5bf9\u5355\u72ec\u7684\u56fe\u50cf\u8fdb\u884c\u5206\u7c7b\u65f6\uff0c\u53ea\u9700\u8003\u8651\u4f53\u80b2\u8fd0\u52a8\u7684\u7a7a\u95f4\u7279\u5f81\u5c31\u80fd\u5b9e\u73b0\u51c6\u786e\u8bc6\u522b\uff0c\u4f46\u5bf9\u4e8e\u672c\u6587\u6240\u7814\u7a76\u7684\u573a\u666f\u800c\u8a00\uff0c\u9700\u8981\u66f4\u5927\u91cf\u7684\u89c6\u9891\u6570\u636e\u96c6\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u4fdd\u8bc1\u5206\u7c7b\u7684\u51c6\u786e\u6027\uff0c\u672c\u6587\u7684\u6570\u636e\u96c6\u4e0d\u80fd\u4f7f\u7528\u968f\u673a\u9009\u62e9\u7684\u4f53\u80b2\u89c6\u9891\u5236\u4f5c\u4e86\u4e00\u4e2a\u5c0f\u578b\u6570\u636e\u96c6\uff0c\u8be5\u96c6\u5408\u4ec5\u5305\u542b5\u4e2a\u4f53\u80b2\u79cd\u7c7b\uff0c\u5373\u7bee\u7403\u3001\u677f\u7403\u3001\u8db3\u7403\u3001\u51b0\u7403\u548c\u7f51\u7403\uff0c\u6bcf\u4e2a\u4f53\u80b2\u79cd\u7c7b\u603b\u5171\u5305\u542b60\u4e2a\u5e8f\u5217\n  <\/p>\n<p class=\"img-center\">\n<h4 id=\"2.2%20%E6%95%B0%E6%8D%AE%E6%89%A9%E5%85%85\">\n   2.2 \u6570\u636e\u6269\u5145<br \/>\n  <\/h4>\n<p>\n   \u6570\u636e\u589e\u5e7f\u662f\u4e00\u79cd\u901a\u8fc7\u5bf9\u539f\u59cb\u6570\u636e\u8fdb\u884c\u53d8\u6362\u548c\u6269\u5145\u7684\u6280\u672f\uff0c\u7528\u4e8e\u6539\u5584\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u6027\u80fd\u3002\u4f53\u80b2\u5206\u7c7b\u7814\u7a76\u4e2d\uff0c\u901a\u8fc7\u5bf9\u89c6\u9891\u6570\u636e\u8fdb\u884c\u5e73\u79fb\u3001\u65cb\u8f6c\u3001\u7f29\u653e\u7b49\u53d8\u6362\u64cd\u4f5c\uff0c\u4ee5\u53ca\u968f\u673a\u5e27\u91c7\u6837\u548c\u65f6\u95f4\u5e73\u79fb\u7b49\u65f6\u5e8f\u4e0a\u7684\u53d8\u6362\uff0c\u6210\u529f\u6269\u5145\u4e86\u6570\u636e\u96c6\u5e76\u589e\u52a0\u4e86\u8bad\u7ec3\u6837\u672c\u7684\u591a\u6837\u6027\u3002\u8fd9\u6837\u505a\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u548c\u9c81\u68d2\u6027\uff0c\u4f7f\u5176\u80fd\u591f\u66f4\u51c6\u786e\u5730\u8bc6\u522b\u548c\u5206\u7c7b\u4e0d\u540c\u4f53\u80b2\u8fd0\u52a8\u3002\u6570\u636e\u589e\u5e7f\u5728\u5b9e\u73b0\u51c6\u786e\u5206\u7c7b\u7684\u540c\u65f6\uff0c\u8fd8\u6709\u6548\u964d\u4f4e\u4e86\u8fc7\u62df\u5408\u7684\u98ce\u9669\uff0c\u4e3a\u4f53\u80b2\u89c6\u9891\u5206\u7c7b\u7cfb\u7edf\u7684\u7814\u7a76\u63d0\u4f9b\u4e86\u6709\u4ef7\u503c\u7684\u8d21\u732e\u3002\n  <\/p>\n<p class=\"img-center\">\n<p>\n   \u76f8\u5173\u4ee3\u7801\u793a\u4f8b\uff1a\n  <\/p>\n<pre><code class=\"hljs\">def data_augmentation(image):\n    # \u5e73\u79fb\u53d8\u6362\n    translation_range = 10\n    translation_x = np.random.randint(-translation_range, translation_range)\n    translation_y = np.random.randint(-translation_range, translation_range)\n    M = np.float32([[1, 0, translation_x], [0, 1, translation_y]])\n    image = cv2.warpAffine(image, M, (image.shape[1], image.shape[0]))\n\n    # \u65cb\u8f6c\u53d8\u6362\n    angle_range = 15\n    angle = np.random.randint(-angle_range, angle_range)\n    M = cv2.getRotationMatrix2D((image.shape[1] \/ 2, image.shape[0] \/ 2), angle, 1)\n    image = cv2.warpAffine(image, M, (image.shape[1], image.shape[0]))\n\n    # \u7f29\u653e\u53d8\u6362\n    scale_range = 0.1\n    scale_factor = np.random.uniform(1 - scale_range, 1 + scale_range)\n    image = cv2.resize(image, None, fx=scale_factor, fy=scale_factor)\n\n    # \u955c\u50cf\u7ffb\u8f6c\n    if np.random.random() &lt; 0.5:\n        image = cv2.flip(image, 1)\n\n    return image<\/code><\/pre>\n<h3 id=\"%E4%B8%89%E3%80%81%E5%AE%9E%E9%AA%8C%E5%8F%8A%E7%BB%93%E6%9E%9C%E5%88%86%E6%9E%90\">\n   \u4e09\u3001\u5b9e\u9a8c\u53ca\u7ed3\u679c\u5206\u6790<br \/>\n  <\/h3>\n<h4 id=\"3.1%C2%A0%E5%AE%9E%E9%AA%8C%E7%8E%AF%E5%A2%83%E6%90%AD%E5%BB%BA\" style=\"background-color:transparent;\">\n   3.1\u00a0\u5b9e\u9a8c\u73af\u5883<br \/>\n  <\/h4>\n<p>\n   \u5b9e\u9a8c\u73af\u5883\u5305\u62ec\u4e00\u53f0\u914d\u7f6e\u9ad8\u6027\u80fd\u7684\u8ba1\u7b97\u673a\uff0c\u914d\u5907\u4e86\u5148\u8fdb\u7684\u56fe\u5f62\u5904\u7406\u5668\uff08GPU\uff09\u548c\u5927\u5bb9\u91cf\u7684\u5185\u5b58\u3002\u6211\u4eec\u4f7f\u7528\u4e86\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff08\u5982TensorFlow\u3001PyTorch\uff09\u6765\u5b9e\u73b0\u548c\u8bad\u7ec3\u4f53\u80b2\u8fd0\u52a8\u5206\u7c7b\u6a21\u578b\u3002\u4e3a\u4e86\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\uff0c\u6211\u4eec\u8fd8\u5229\u7528\u4e86CUDA\u52a0\u901f\u548c\u5206\u5e03\u5f0f\u8bad\u7ec3\u6280\u672f\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u4f7f\u7528\u4e86\u5927\u89c4\u6a21\u7684\u4f53\u80b2\u8fd0\u52a8\u56fe\u50cf\u6216\u89c6\u9891\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u5305\u542b\u5404\u79cd\u4e0d\u540c\u7c7b\u578b\u7684\u4f53\u80b2\u8fd0\u52a8\u6837\u672c\u3002\u5728\u5b9e\u9a8c\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u8fdb\u884c\u4e86\u6570\u636e\u9884\u5904\u7406\u3001\u6a21\u578b\u6784\u5efa\u3001\u8bad\u7ec3\u548c\u8bc4\u4f30\u7b49\u6b65\u9aa4\u3002\u901a\u8fc7\u5408\u7406\u914d\u7f6e\u7684\u5b9e\u9a8c\u73af\u5883\uff0c\u6211\u4eec\u80fd\u591f\u9ad8\u6548\u5730\u8fdb\u884c\u4f53\u80b2\u8fd0\u52a8\u5206\u7c7b\u7684\u5b9e\u9a8c\u7814\u7a76\uff0c\u5e76\u83b7\u5f97\u51c6\u786e\u548c\u53ef\u9760\u7684\u7ed3\u679c\u3002\n  <\/p>\n<h4 id=\"3.2%C2%A0%E6%A8%A1%E5%9E%8B%E8%AE%AD%E7%BB%83\">\n   3.2\u00a0\u6a21\u578b\u8bad\u7ec3<br \/>\n  <\/h4>\n<p>\n   \u6a21\u578b\u8bad\u7ec3\u662f\u6df1\u5ea6\u5b66\u4e60\u4e2d\u7684\u4e00\u4e2a\u5173\u952e\u73af\u8282\uff0c\u901a\u5e38\u5305\u62ec\u4ee5\u4e0b\u6b65\u9aa4\uff1a\n  <\/p>\n<ol>\n<li>\n    \u53c2\u6570\u521d\u59cb\u5316\uff1a\u5bf9\u6a21\u578b\u7684\u53c2\u6570\u8fdb\u884c\u521d\u59cb\u5316\uff0c\u53ef\u4ee5\u91c7\u7528\u968f\u673a\u521d\u59cb\u5316\u3001\u9884\u8bad\u7ec3\u6a21\u578b\u52a0\u8f7d\u7b49\u65b9\u6cd5\u3002\n   <\/li>\n<li>\n    \u635f\u5931\u51fd\u6570\u5b9a\u4e49\uff1a\u9009\u62e9\u9002\u5f53\u7684\u635f\u5931\u51fd\u6570\u6765\u8861\u91cf\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u8bef\u5dee\u3002\n   <\/li>\n<li>\n    \u4f18\u5316\u7b97\u6cd5\u9009\u62e9\uff1a\u9009\u62e9\u5408\u9002\u7684\u4f18\u5316\u7b97\u6cd5\u6765\u66f4\u65b0\u6a21\u578b\u53c2\u6570\uff0c\u5982\u968f\u673a\u68af\u5ea6\u4e0b\u964d\uff08SGD\uff09\u3001Adadelta\u3001Adagrad \u7b49\u3002\n   <\/li>\n<li>\n    \u6279\u91cf\u8bad\u7ec3\u548c\u8fed\u4ee3\u4f18\u5316\uff1a\u5c06\u8bad\u7ec3\u6570\u636e\u5212\u5206\u4e3a\u5c0f\u6279\u91cf\u8fdb\u884c\u8bad\u7ec3\uff0c\u901a\u8fc7\u524d\u5411\u4f20\u64ad\u8ba1\u7b97\u635f\u5931\u5e76\u8fdb\u884c\u53cd\u5411\u4f20\u64ad\u66f4\u65b0\u53c2\u6570\uff0c\u4e0d\u65ad\u8fed\u4ee3\u4f18\u5316\u6a21\u578b\u3002\n   <\/li>\n<li>\n    \u6a21\u578b\u8bc4\u4f30\u548c\u8c03\u4f18\uff1a\u4f7f\u7528\u9a8c\u8bc1\u96c6\u6216\u4ea4\u53c9\u9a8c\u8bc1\u65b9\u6cd5\u5bf9\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\uff0c\u6839\u636e\u8bc4\u4f30\u7ed3\u679c\u8fdb\u884c\u6a21\u578b\u8c03\u4f18\u3002\n   <\/li>\n<li>\n    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