{"id":58635,"date":"2023-10-26T13:46:04","date_gmt":"2023-10-26T05:46:04","guid":{"rendered":"https:\/\/docs.pingcode.com\/?p=58635"},"modified":"2023-10-26T13:46:06","modified_gmt":"2023-10-26T05:46:06","slug":"%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8%e5%8d%b7%e7%a7%af%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%ef%bc%88cnn%ef%bc%89%e8%bf%9b%e8%a1%8c%e5%9b%be%e5%83%8f%e8%af%86%e5%88%ab","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/58635.html","title":{"rendered":"\u5982\u4f55\u4f7f\u7528\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u8fdb\u884c\u56fe\u50cf\u8bc6\u522b"},"content":{"rendered":"\n
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\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u662f\u4e00\u79cd\u5f3a\u5927\u7684\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\uff0c\u7528\u4e8e\u56fe\u50cf\u8bc6\u522b\u4efb\u52a1\u3002\u5982\u4f55\u4f7f\u7528CNN\u6765\u8fdb\u884c\u56fe\u50cf\u8bc6\u522b\uff0c\u5305\u62ec\uff1a1\u3001\u6570\u636e\u51c6\u5907\uff1b2\u3001\u7f51\u7edc\u67b6\u6784\u8bbe\u8ba1\uff1b3\u3001\u8bad\u7ec3\u8fc7\u7a0b\u548c\u5e94\u7528\u5b9e\u4f8b\u3002\u5728\u4f7f\u7528CNN\u8fdb\u884c\u56fe\u50cf\u8bc6\u522b\u4e4b\u524d\uff0c\u9996\u5148\u9700\u8981\u51c6\u5907\u597d\u8bad\u7ec3\u6570\u636e\u3002\u8fd9\u5305\u62ec\u6536\u96c6\u5e76\u6574\u7406\u5177\u6709\u6807\u7b7e\u7684\u56fe\u50cf\u6570\u636e\u96c6\u3002<\/p>\n<\/blockquote>\n\n\n\n

\u4e00\u3001\u6570\u636e\u51c6\u5907<\/h2>\n\n\n\n

\u5728\u4f7f\u7528CNN\u8fdb\u884c\u56fe\u50cf\u8bc6\u522b\u4e4b\u524d\uff0c\u9996\u5148\u9700\u8981\u51c6\u5907\u597d\u8bad\u7ec3\u6570\u636e\u3002\u8fd9\u5305\u62ec\u6536\u96c6\u5e76\u6574\u7406\u5177\u6709\u6807\u7b7e\u7684\u56fe\u50cf\u6570\u636e\u96c6\u3002\u6807\u7b7e\u662f\u56fe\u50cf\u7684\u5206\u7c7b\u6216\u63cf\u8ff0\uff0c\u4f8b\u5982\u732b\u3001\u72d7\u3001\u6c7d\u8f66\u7b49\u3002\u6570\u636e\u96c6\u7684\u8d28\u91cf\u548c\u591a\u6837\u6027\u5bf9\u4e8eCNN\u7684\u6027\u80fd\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u6b64\u52a1\u5fc5\u8981\u6709\u4e00\u4e2a\u5145\u5206\u5927\u800c\u591a\u6837\u7684\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u7f51\u7edc\u67b6\u6784\u8bbe\u8ba1<\/h2>\n\n\n\n

\u9009\u62e9\u5408\u9002\u7684\u7f51\u7edc\u67b6\u6784\u5bf9\u4e8e\u56fe\u50cf\u8bc6\u522b\u81f3\u5173\u91cd\u8981\u3002\u901a\u5e38\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u73b0\u6210\u7684CNN\u67b6\u6784\uff0c\u5982AlexNet\u3001VGG\u3001ResNet\u7b49\uff0c\u6216\u8005\u6839\u636e\u60a8\u7684\u9700\u6c42\u81ea\u5b9a\u4e49\u4e00\u4e2aCNN\u3002\u7f51\u7edc\u7684\u67b6\u6784\u5305\u62ec\u5377\u79ef\u5c42\u3001\u6c60\u5316\u5c42\u3001\u5168\u8fde\u63a5\u5c42\u7b49\u3002\u60a8\u9700\u8981\u6839\u636e\u4efb\u52a1\u7684\u590d\u6742\u6027\u548c\u53ef\u7528\u7684\u8ba1\u7b97\u8d44\u6e90\u6765\u9009\u62e9\u9002\u5f53\u7684\u67b6\u6784\u3002<\/p>\n\n\n\n

\u4e09\u3001\u8bad\u7ec3\u8fc7\u7a0b<\/h2>\n\n\n\n

\u8bad\u7ec3CNN\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u65f6\u95f4\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u5982TensorFlow\u3001PyTorch\u6216Keras\u6765\u7b80\u5316\u8bad\u7ec3\u8fc7\u7a0b\u3002\u5728\u8bad\u7ec3\u671f\u95f4\uff0cCNN\u4f1a\u4e0d\u65ad\u8c03\u6574\u5176\u6743\u91cd\u4ee5\u6700\u5c0f\u5316\u9884\u6d4b\u9519\u8bef\u3002\u4e3a\u4e86\u83b7\u5f97\u6700\u4f73\u6027\u80fd\uff0c\u60a8\u53ef\u4ee5\u5c1d\u8bd5\u4e0d\u540c\u7684\u8d85\u53c2\u6570\u8bbe\u7f6e\uff0c\u5982\u5b66\u4e60\u7387\u3001\u6279\u91cf\u5927\u5c0f\u548c\u8bad\u7ec3\u5468\u671f\u6570\u3002<\/p>\n\n\n\n

\u56db\u3001\u5e94\u7528\u5b9e\u4f8b<\/h2>\n\n\n\n

CNN\u5728\u56fe\u50cf\u8bc6\u522b\u4e2d\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u5b83\u4eec\u53ef\u4ee5\u7528\u4e8e\u4eba\u8138\u8bc6\u522b\u3001\u7269\u4f53\u68c0\u6d4b\u3001\u624b\u5199\u6570\u5b57\u8bc6\u522b\u3001\u533b\u5b66\u56fe\u50cf\u5206\u6790\u7b49\u5404\u79cd\u9886\u57df\u3002\u4f8b\u5982\uff0cCNN\u53ef\u4ee5\u7528\u4e8e\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u4e2d\u7684\u9053\u8def\u6807\u5fd7\u8bc6\u522b\uff0c\u6216\u8005\u7528\u4e8e\u533b\u5b66\u56fe\u50cf\u4e2d\u7684\u80bf\u7624\u68c0\u6d4b\u3002<\/p>\n\n\n

\n
\"\"<\/figure><\/div>\n\n\n

\u5e38\u89c1\u95ee\u7b54<\/strong><\/h2>\n\n\n\n
    \n
  1. \u5982\u4f55\u51c6\u5907\u8bad\u7ec3\u6570\u636e\u96c6\u7528\u4e8eCNN\u56fe\u50cf\u8bc6\u522b\uff1f<\/strong>\n
      \n
    • \u51c6\u5907\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u5173\u952e\u662f\u6536\u96c6\u8db3\u591f\u591a\u6837\u5316\u548c\u6807\u8bb0\u826f\u597d\u7684\u56fe\u50cf\u6570\u636e\u3002\u60a8\u9700\u8981\u4e3a\u6bcf\u4e2a\u56fe\u50cf\u63d0\u4f9b\u9002\u5f53\u7684\u6807\u7b7e\uff0c\u4ee5\u4fbfCNN\u5b66\u4e60\u8bc6\u522b\u4e0d\u540c\u7c7b\u522b\u7684\u7269\u4f53\u6216\u7279\u5f81\u3002\u6570\u636e\u96c6\u7684\u8d28\u91cf\u548c\u591a\u6837\u6027\u5bf9CNN\u7684\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
    • \u6211\u9700\u8981\u7f16\u5199\u81ea\u5df1\u7684CNN\u67b6\u6784\u5417\uff1f<\/strong>\n
        \n
      • \u4e0d\u4e00\u5b9a\u3002\u6709\u8bb8\u591a\u73b0\u6210\u7684CNN\u67b6\u6784\u53ef\u4f9b\u4f7f\u7528\uff0c\u5982AlexNet\u3001VGG\u3001ResNet\u7b49\u3002\u60a8\u53ef\u4ee5\u6839\u636e\u4efb\u52a1\u7684\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u67b6\u6784\u3002\u5982\u679c\u60a8\u6709\u7279\u6b8a\u9700\u6c42\uff0c\u4e5f\u53ef\u4ee5\u81ea\u5b9a\u4e49\u4e00\u4e2aCNN\u67b6\u6784\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
      • \u5982\u4f55\u8fdb\u884cCNN\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff1f<\/strong>\n
          \n
        • CNN\u7684\u8bad\u7ec3\u8fc7\u7a0b\u901a\u5e38\u6d89\u53ca\u5927\u91cf\u7684\u8ba1\u7b97\u548c\u6570\u636e\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u6765\u7b80\u5316\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u4f8b\u5982TensorFlow\u3001PyTorch\u6216Keras\u3002\u5728\u8bad\u7ec3\u671f\u95f4\uff0cCNN\u4f1a\u81ea\u52a8\u8c03\u6574\u6743\u91cd\u4ee5\u6700\u5c0f\u5316\u9884\u6d4b\u9519\u8bef\u3002\u60a8\u53ef\u4ee5\u8c03\u6574\u8d85\u53c2\u6570\uff0c\u5982\u5b66\u4e60\u7387\u548c\u6279\u91cf\u5927\u5c0f\uff0c\u4ee5\u4f18\u5316\u6027\u80fd\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u662f\u4e00\u79cd\u5f3a\u5927\u7684\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\uff0c\u7528\u4e8e\u56fe\u50cf\u8bc6\u522b\u4efb\u52a1\u3002\u5982\u4f55\u4f7f\u7528CNN\u6765\u8fdb\u884c\u56fe\u50cf\u8bc6\u522b\uff0c\u5305\u62ec\uff1a1\u3001\u6570\u636e […]","protected":false},"author":6,"featured_media":58636,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/58635"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=58635"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/58635\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/58636"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=58635"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=58635"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=58635"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}