{"id":6020,"date":"2025-07-02T10:25:45","date_gmt":"2025-07-02T02:25:45","guid":{"rendered":"https:\/\/nullthought.net\/?p=6020"},"modified":"2025-07-02T10:25:47","modified_gmt":"2025-07-02T02:25:47","slug":"%e5%85%b3%e4%ba%8e%e5%8d%b7%e7%a7%af%e7%bd%91%e7%bb%9c%e7%9a%84%e4%b8%80%e7%af%87%e8%80%81%e8%ae%ba%e6%96%87%ef%bc%9ainception%e6%9e%b6%e6%9e%84","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6020","title":{"rendered":"\u5173\u4e8e\u5377\u79ef\u7f51\u7edc\u7684\u4e00\u7bc7\u8001\u8bba\u6587\uff1aInception\u67b6\u6784"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/arxiv.org\/abs\/1409.4842\" target=\"_blank\" rel=\"noreferrer noopener\">Going Deeper with Convolutions<\/a><\/strong>\u53d1\u8868\u4e8e2014\u5e74\uff0c\u8bba\u6587\u7684\u7814\u7a76\u9a8c\u8bc1\u4e86\u901a\u8fc7\u7a20\u5bc6\u7ec4\u4ef6\u6a21\u62df\u7a00\u758f\u8fde\u63a5\u7ed3\u6784\u662f\u4e00\u79cd\u5b9e\u7528\u6709\u6548\u7684\u6df1\u5ea6\u7f51\u7edc\u6784\u5efa\u65b9\u5f0f\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u8ba1\u7b97\u9884\u7b97\u53d7\u9650\u573a\u666f\u3002GoogLeNet\u5728ILSVRC 2014\u5206\u7c7b\u4e0e\u68c0\u6d4b\u4efb\u52a1\u4e2d\u5747\u53d6\u5f97\u9886\u5148\u6210\u7ee9\uff0c\u8bba\u6587\u63d0\u51fa\u7684Inception\u67b6\u6784\u5728\u63d0\u5347\u51c6\u786e\u7387\u7684\u540c\u65f6\u517c\u987e\u4e86\u6548\u7387\u3002\u6b64\u5916\uff0c\u8f85\u52a9\u5206\u7c7b\u5668\u3001\u5c3a\u5ea6\u878d\u5408\u3001\u964d\u7ef4\u7b56\u7565\u7b49\u8bbe\u8ba1\u5bf9\u7f51\u7edc\u7a33\u5b9a\u6027\u4e0e\u8bad\u7ec3\u53ef\u884c\u6027\u5747\u5177\u6709\u663e\u8457\u8d21\u732e\u3002\u7684\u8be6\u7ec6\u4e2d\u6587\u5206\u6790\uff0c\u6309\u7167\u539f\u6587\u7ed3\u6784\u8fdb\u884c\u68b3\u7406\uff0c\u7ae0\u8282\u95f4\u4e0d\u8bbe\u5206\u5272\u7ebf\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aChristian Szegedy, Wei Liu, Yangqing Jia, Pierre Sermanet, Scott Reed, Dragomir Anguelov, Dumitru Erhan, Vincent Vanhoucke, Andrew Rabinovich\uff0c\u6765\u81eaGoogle, University of North Carolina\u548cUniversity of Michigan\u3002<\/p>\n\n\n\n<p>\u4e00\u3001\u5f15\u8a00<br>\u8fd1\u5e74\u6765\uff0c\u56fe\u50cf\u8bc6\u522b\u548c\u76ee\u6807\u68c0\u6d4b\u6280\u672f\u56e0\u6df1\u5ea6\u5b66\u4e60\u7279\u522b\u662f\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u7684\u5feb\u901f\u53d1\u5c55\u800c\u53d6\u5f97\u663e\u8457\u8fdb\u6b65\u3002\u5c3d\u7ba1\u786c\u4ef6\u6027\u80fd\u589e\u5f3a\u3001\u6570\u636e\u96c6\u589e\u5927\u7b49\u56e0\u7d20\u6709\u6240\u52a9\u76ca\uff0c\u4f46\u7814\u7a76\u8868\u660e\uff0c\u771f\u6b63\u7684\u7a81\u7834\u66f4\u591a\u6e90\u4e8e\u65b0\u9896\u7684\u7b97\u6cd5\u8bbe\u8ba1\u548c\u7f51\u7edc\u67b6\u6784\u7684\u6539\u8fdb\u3002\u672c\u6587\u63d0\u51fa\u7684Inception\u67b6\u6784\uff0c\u6b63\u662f\u51fa\u4e8e\u9ad8\u6548\u5229\u7528\u8ba1\u7b97\u8d44\u6e90\u7684\u76ee\u6807\u800c\u8bbe\u8ba1\uff0c\u80fd\u591f\u5728\u4fdd\u6301\u8ba1\u7b97\u9884\u7b97\u7684\u540c\u65f6\u589e\u52a0\u7f51\u7edc\u6df1\u5ea6\u4e0e\u5bbd\u5ea6\u3002\u5176\u5728ILSVRC 2014\u4e2d\u63d0\u4ea4\u7684GoogLeNet\u6a21\u578b\u4ec5\u4f7f\u7528\u4e86Krizhevsky\u7b49\u4eba\u6a21\u578b\u7ea61\/12\u7684\u53c2\u6570\u6570\u91cf\uff0c\u5374\u53d6\u5f97\u4e86\u66f4\u4f18\u7684\u51c6\u786e\u7387\u3002\u672c\u6587\u5173\u6ce8\u5982\u4f55\u5728\u9650\u5236\u8d44\u6e90\u4e0b\u8fbe\u5230\u66f4\u9ad8\u8bc6\u522b\u8d28\u91cf\uff0c\u5e76\u5f3a\u8c03\u53ef\u5728\u79fb\u52a8\u548c\u5d4c\u5165\u5f0f\u8bbe\u5907\u4e2d\u90e8\u7f72\u7684\u91cd\u8981\u6027\u3002<\/p>\n\n\n\n<p>\u4e8c\u3001\u76f8\u5173\u5de5\u4f5c<br>\u4eceLeNet-5\u4ee5\u6765\uff0cCNN\u901a\u5e38\u7531\u5377\u79ef\u5c42\u3001\u5f52\u4e00\u5316\u5c42\u3001\u6c60\u5316\u5c42\u548c\u5168\u8fde\u63a5\u5c42\u7ec4\u6210\u3002\u8fd1\u5e74\u8d8b\u52bf\u662f\u589e\u6df1\u7f51\u7edc\u7ed3\u6784\u5e76\u6269\u5927\u6bcf\u5c42\u901a\u9053\u6570\u91cf\uff0c\u540c\u65f6\u7528Dropout\u7f13\u89e3\u8fc7\u62df\u5408\u3002\u5c3d\u7ba1\u6700\u5927\u6c60\u5316\u5c42\u4f1a\u4e22\u5931\u90e8\u5206\u7a7a\u95f4\u4fe1\u606f\uff0c\u4f46\u8bb8\u591a\u5de5\u4f5c\u4ecd\u5728\u5b9a\u4f4d\u3001\u76ee\u6807\u68c0\u6d4b\u548c\u59ff\u6001\u4f30\u8ba1\u4efb\u52a1\u4e2d\u53d6\u5f97\u6210\u529f\u3002Lin\u7b49\u4eba\u7684Network-in-Network\u901a\u8fc7\u5728\u5377\u79ef\u5c42\u4e2d\u5f15\u51651\u00d71\u5377\u79ef\u63d0\u5347\u8868\u793a\u80fd\u529b\uff0c\u672c\u6587\u501f\u9274\u4e86\u8be5\u601d\u8def\uff0c\u5c061\u00d71\u5377\u79ef\u7528\u4e8e\u7279\u5f81\u538b\u7f29\u4e0e\u6fc0\u6d3b\u8f6c\u6362\u3002R-CNN\u5f15\u5165\u5019\u9009\u533a\u57df\u4e0eCNN\u5206\u7c7b\u5668\u7ed3\u5408\u7684\u65b0\u8303\u5f0f\uff0c\u4e5f\u5728\u672c\u6587\u68c0\u6d4b\u65b9\u6848\u4e2d\u88ab\u91c7\u7528\u3002<\/p>\n\n\n\n<p>\u4e09\u3001\u52a8\u673a\u4e0e\u9ad8\u5c42\u8bbe\u8ba1\u8003\u91cf<br>\u63d0\u5347\u6df1\u5ea6\u7f51\u7edc\u6027\u80fd\u7684\u76f4\u63a5\u65b9\u6cd5\u662f\u589e\u52a0\u6df1\u5ea6\u548c\u5bbd\u5ea6\uff0c\u4f46\u8fd9\u4f1a\u5f15\u53d1\u4e24\u4e2a\u95ee\u9898\uff1a<br>1\uff09\u53c2\u6570\u6570\u91cf\u589e\u52a0\u5bfc\u81f4\u8fc7\u62df\u5408\u98ce\u9669\u4e0a\u5347\uff0c\u5c24\u5176\u5728\u8bad\u7ec3\u6837\u672c\u6709\u9650\u65f6\uff1b<br>2\uff09\u8ba1\u7b97\u6210\u672c\u6307\u6570\u589e\u52a0\u3002\u82e5\u7f51\u7edc\u7ed3\u6784\u672a\u80fd\u9ad8\u6548\u5229\u7528\u5bb9\u91cf\uff0c\u53ef\u80fd\u9020\u6210\u5927\u91cf\u8ba1\u7b97\u6d6a\u8d39\u3002<br>\u7406\u60f3\u65b9\u6848\u662f\u8f6c\u5411\u7a00\u758f\u8fde\u63a5\u7ed3\u6784\uff0c\u4ece\u800c\u51cf\u5c11\u5197\u4f59\u8fde\u63a5\u3002Arora\u7b49\u4eba\u7684\u7406\u8bba\u652f\u6301\u57fa\u4e8e\u795e\u7ecf\u6fc0\u6d3b\u76f8\u5173\u6027\u8fdb\u884c\u5c42\u95f4\u7a00\u758f\u8fde\u63a5\u6784\u5efa\uff0c\u8fd9\u79cd\u201cHebbian\u5f0f\u805a\u7c7b\u201d\u53ef\u5c42\u5c42\u6784\u9020\u6700\u4f18\u7f51\u7edc\u62d3\u6251\u3002\u7136\u800c\uff0c\u5728\u5f53\u524d\u786c\u4ef6\u67b6\u6784\u4e0b\uff0c\u7a00\u758f\u77e9\u9635\u8ba1\u7b97\u6548\u7387\u8fdc\u4f4e\u4e8e\u4f18\u5316\u826f\u597d\u7684\u7a20\u5bc6\u77e9\u9635\u8fd0\u7b97\uff0c\u56e0\u6b64\u4f5c\u8005\u8bd5\u56fe\u7528\u7a20\u5bc6\u7ec4\u4ef6\u6765\u903c\u8fd1\u7a00\u758f\u7ed3\u6784\uff0c\u63d0\u51fa\u4e86Inception\u67b6\u6784\u3002<\/p>\n\n\n\n<p>\u56db\u3001\u67b6\u6784\u7ec6\u8282<br>Inception\u6a21\u5757\u6838\u5fc3\u601d\u60f3\u662f\u7528\u4e0d\u540c\u5927\u5c0f\u5377\u79ef\u6838\uff081\u00d71\u30013\u00d73\u30015\u00d75\uff09\u5e76\u884c\u63d0\u53d6\u591a\u5c3a\u5ea6\u7279\u5f81\uff0c\u5e76\u5c06\u7ed3\u679c\u62fc\u63a5\u3002\u518d\u5f15\u5165\u6700\u5927\u6c60\u5316\u8def\u5f84\uff0c\u4e30\u5bcc\u8f93\u51fa\u7279\u5f81\u8868\u8fbe\u3002<br>\u4f46\u76f4\u63a5\u4f7f\u75283\u00d73\u30015\u00d75\u5377\u79ef\u8ba1\u7b97\u91cf\u5de8\u5927\uff0c\u4e3a\u964d\u4f4e\u6210\u672c\uff0c\u4f5c\u8005\u4f7f\u75281\u00d71\u5377\u79ef\u5148\u5bf9\u8f93\u5165\u901a\u9053\u8fdb\u884c\u964d\u7ef4\uff0c\u7136\u540e\u518d\u65bd\u52a0\u5927\u5377\u79ef\u6838\u5904\u7406\uff0c\u4ece\u800c\u5b9e\u73b0\u201c\u5148\u538b\u7f29\u518d\u8ba1\u7b97\u201d\u7684\u7b56\u7565\u3002\u6700\u7ec8\u6784\u5efa\u7684Inception\u6a21\u5757\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5728\u4fdd\u6301\u8f93\u51fa\u7ef4\u5ea6\u7684\u540c\u65f6\u663e\u8457\u964d\u4f4e\u8ba1\u7b97\u91cf\u3002\u591a\u4e2aInception\u6a21\u5757\u5806\u53e0\u6784\u6210\u6574\u7f51\u67b6\u6784\uff0c\u4e2d\u95f4\u4f7f\u7528\u6b65\u957f\u4e3a2\u7684\u6c60\u5316\u5c42\u964d\u4f4e\u7279\u5f81\u56fe\u5206\u8fa8\u7387\u3002\u4f4e\u5c42\u4f7f\u7528\u4f20\u7edf\u5377\u79ef\u7ed3\u6784\u662f\u51fa\u4e8e\u5f53\u524d\u786c\u4ef6\u8d44\u6e90\u9650\u5236\uff0c\u5e76\u975e\u67b6\u6784\u8bbe\u8ba1\u672c\u610f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"374\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/07\/image-1024x374.png\" alt=\"\" class=\"wp-image-6021\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/07\/image-1024x374.png 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/07\/image-300x110.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/07\/image-768x281.png 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/07\/image.png 1179w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/arxiv.org\/abs\/1409.4842\" target=\"_blank\" rel=\"noreferrer noopener\">Going Deeper with Convolutions<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<p>\u4e94\u3001GoogLeNet<br>GoogLeNet\u662f\u672c\u6587\u63d0\u4ea4ILSVRC14\u7684Inception\u7f51\u7edc\u5b9e\u4f8b\uff0c\u517122\u4e2a\u542b\u53c2\u6570\u7684\u5c42\uff08\u82e5\u542b\u6c60\u5316\u5c42\u5219\u4e3a27\u5c42\uff09\uff0c\u603b\u4f53\u7ed3\u6784\u542b\u7ea6100\u4e2a\u6784\u5efa\u6a21\u5757\u3002\u5176\u8bbe\u8ba1\u76ee\u6807\u662f\u4f18\u5316\u63a8\u7406\u6548\u7387\u4e0e\u5185\u5b58\u5360\u7528\uff0c\u9002\u7528\u4e8e\u8d44\u6e90\u53d7\u9650\u8bbe\u5907\u3002<br>\u5173\u952e\u8bbe\u8ba1\u5305\u62ec\uff1a<br>1\uff09\u66ff\u4ee3\u5168\u8fde\u63a5\u5c42\u4e3a\u5168\u5c40\u5e73\u5747\u6c60\u5316\uff0c\u63d0\u9ad8\u6cdb\u5316\u80fd\u529b\u5e76\u51cf\u5c11\u53c2\u6570\u91cf\uff1b<br>2\uff09\u5728\u4e2d\u95f4\u5c42\u6dfb\u52a0\u8f85\u52a9\u5206\u7c7b\u5668\uff0c\u589e\u5f3a\u68af\u5ea6\u6d41\u5e76\u63d0\u4f9b\u6b63\u5219\u5316\uff1b<br>3\uff09\u4f7f\u75281\u00d71\u5377\u79ef\u5b8c\u6210\u964d\u7ef4\uff0c\u540c\u65f6\u52a0\u5165ReLU\u6fc0\u6d3b\u51fd\u6570\u5f62\u6210\u975e\u7ebf\u6027\u53d8\u6362\u3002<br>\u8f85\u52a9\u5206\u7c7b\u5668\u7ed3\u6784\u4e3a\uff1a5\u00d75\u5e73\u5747\u6c60\u5316\uff08stride=3\uff09\u21921\u00d71\u5377\u79ef\uff08128 filters\uff09\u2192FC\u5c42\uff081024 units\uff09\u2192Dropout\uff0870%\uff09\u2192FC + Softmax\u3002\u4ec5\u7528\u4e8e\u8bad\u7ec3\u9636\u6bb5\uff0c\u5728\u63a8\u7406\u65f6\u88ab\u79fb\u9664\u3002<\/p>\n\n\n\n<p>\u516d\u3001\u8bad\u7ec3\u65b9\u6cd5<br>\u4f7f\u7528DistBelief\u5206\u5e03\u5f0f\u7cfb\u7edf\u4ee5\u5f02\u6b65SGD+\u52a8\u91cf\uff080.9\uff09\u8fdb\u884c\u8bad\u7ec3\uff0c\u5b66\u4e60\u7387\u6bcf8\u8f6e\u4e0b\u964d4%\uff0c\u91c7\u7528Polyak\u5747\u503c\u8fdb\u884c\u63a8\u7406\u65f6\u53c2\u6570\u878d\u5408\u3002\u6570\u636e\u589e\u5f3a\u7b56\u7565\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u591a\u5c3a\u5ea6\u88c1\u526a<\/li>\n\n\n\n<li>\u5149\u7167\u53d8\u6362\uff08\u501f\u9274Andrew Howard\u7684\u65b9\u6cd5\uff09<\/li>\n\n\n\n<li>\u63d2\u503c\u65b9\u6cd5\u591a\u6837\u6027\uff08\u968f\u673a\u9009\u62e9\u53cc\u7ebf\u6027\u3001\u9762\u79ef\u3001\u6700\u8fd1\u90bb\u3001\u53cc\u4e09\u6b21\uff09<br>\u5b9e\u9a8c\u4e2d\u53d1\u73b0\u6700\u7ec8\u6548\u679c\u53d7\u8fd9\u4e9b\u6570\u636e\u589e\u5f3a\u7ec4\u5408\u5f71\u54cd\u8f83\u5927\uff0c\u4f46\u65e0\u6cd5\u5b8c\u5168\u5206\u79bb\u6bcf\u9879\u7684\u72ec\u7acb\u8d21\u732e\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e03\u3001ILSVRC 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