{"id":1064217,"date":"2015-12-11T23:48:00","date_gmt":"2015-12-12T07:48:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&p=1064217"},"modified":"2024-09-25T00:11:50","modified_gmt":"2024-09-25T07:11:50","slug":"imagenet-20151211","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/imagenet-20151211\/","title":{"rendered":"\u5237\u65b0\u795e\u7ecf\u7f51\u7edc\u65b0\u6df1\u5ea6\uff1aImageNet\u8ba1\u7b97\u673a\u89c6\u89c9\u6311\u6218\u8d5b\u5fae\u8f6f\u4e2d\u56fd\u7814\u7a76\u5458\u593a\u51a0"},"content":{"rendered":"\n
\"\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u7814\u7a76\u5458\u5b59\u5251\"
\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u7814\u7a76\u5458\u5b59\u5251<\/em><\/figcaption><\/figure>\n\n\n\n

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ImageNet\u8ba1\u7b97\u673a\u89c6\u89c9\u6311\u6218\u8d5b\u7531\u6765\u81ea\u5168\u7403\u9876\u5c16\u9ad8\u6821\u548c\u516c\u53f8\u7684\u7814\u7a76\u5458\u7ec4\u7ec7\u4e3e\u529e\uff0c\u8fd1\u5e74\u6765\u5df2\u7ecf\u6210\u4e3a\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u6807\u6746\uff0c\u5176\u6bd4\u8d5b\u7ed3\u679c\u603b\u80fd\u5341\u5206\u76f4\u89c2\u5730\u53cd\u6620\u51fa\u8ba1\u7b97\u673a\u89c6\u89c9\u8fd9\u4e00\u70ed\u95e8\u9886\u57df\u4e2d\u5404\u7814\u7a76\u673a\u6784\u7684\u7814\u7a76\u8fdb\u5c55\u548c\u7a81\u7834\u3002MS COCO\u6570\u636e\u5e93\u662f\u7531\u5fae\u8f6f\u8d44\u52a9\u5efa\u7acb\uff0c\u5176\u6311\u6218\u8d5b\u76ee\u524d\u7531\u5b66\u672f\u754c\u51e0\u6240\u9ad8\u6821\u8054\u5408\u7ec4\u7ec7\uff0c\u72ec\u7acb\u8fd0\u884c\u3002<\/p>\n\n\n\n

\u8fd9\u4e24\u4e2a\u6311\u6218\u8d5b\u7684\u4fa7\u91cd\u70b9\u5404\u6709\u4e0d\u540c\uff1aImageNet \u503e\u5411\u4e8e\u8bc4\u6d4b\u8bc6\u522b\u56fe\u50cf\u4e2d\u663e\u8457\u7269\u4f53\u7684\u80fd\u529b\uff0c\u800cMS COCO\u503e\u5411\u4e8e\u8bc4\u6d4b\u8bc6\u522b\u590d\u6742\u573a\u666f\u4e2d\u7684\u5404\u7c7b\u7269\u4f53\u7684\u80fd\u529b\u3002\u80fd\u540c\u65f6\u5728\u4e24\u4e2a\u4e16\u754c\u7ea7\u7684\u6bd4\u8d5b\u4e2d\u83b7\u5f97\u51a0\u519b\uff0c\u8db3\u4ee5\u8bf4\u660e\u7814\u7a76\u7ec4\u7684\u6280\u672f\u7a81\u7834\u662f\u901a\u7528\u7684\u2014\u2014\u5b83\u53ef\u4ee5\u663e\u8457\u5730\u6539\u5584\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u5404\u9879\u7814\u7a76\uff0c\u751a\u81f3\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u4ee5\u5916\u7684\u7814\u7a76\uff0c\u6bd4\u5982\u8bed\u97f3\u8bc6\u522b\u3002\u90a3\u4e48\u7a76\u7adf\u662f\u4ec0\u4e48\u6837\u7684\u6280\u672f\u7a81\u7834\uff1f<\/p>\n\n\n\n

\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\uff0c\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u7684\u65b9\u6cd5\u5e38\u5e38\u88ab\u7814\u7a76\u4eba\u5458\u7528\u6765\u8bad\u7ec3\u8ba1\u7b97\u673a\u8bc6\u522b\u7269\u4f53\uff0c\u5fae\u8f6f\u4e5f\u4e0d\u4f8b\u5916\u3002\u4f46\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5728\u6b64\u6b21ImageNet\u6311\u6218\u8d5b\u4e2d\u4f7f\u7528\u4e86\u4e00\u79cd\u524d\u6240\u672a\u6709\uff0c\u6df1\u5ea6\u9ad8\u8fbe\u767e\u5c42\u7684\u795e\u7ecf\u7f51\u7edc\u3002 (opens in new tab)<\/span><\/a>\u8be5\u7f51\u7edc\u7684\u5c42\u6570\u6bd4\u4ee5\u5f80\u4efb\u4f55\u6210\u529f\u4f7f\u7528\u7684\u795e\u7ecf\u7f51\u7edc\u7684\u5c42\u6570\u591a5<\/strong>\u500d<\/strong>\u4ee5\u4e0a\u3002<\/p>\n\n\n\n

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\"\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e3b\u7ba1\u7814\u7a76\u5458\u4f55\u607a\u660e\"
\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e3b\u7ba1\u7814\u7a76\u5458\u4f55\u607a\u660e<\/em><\/figcaption><\/figure>\n\n\n\n

\u5f53\u7136\uff0c\u8fd9\u4e2a\u91cd\u5927\u7684\u6280\u672f\u7a81\u7834\u9707\u60ca\u7684\u4e0d\u4ec5\u4ec5\u662f\u8fd9\u4e2a\u7814\u7a76\u56e2\u961f\u7684\u7814\u7a76\u5458\u4eec\u3002\u5fae\u8f6f\u5168\u7403\u8d44\u6df1\u526f\u603b\u88c1Peter Lee\u8868\u793a\uff0c\u201c\u4ece\u67d0\u79cd\u610f\u4e49\u4e0a\u8bf4\uff0c\u4ed6\u4eec\u5b8c\u5168\u98a0\u8986\u4e86\u6211\u4e4b\u524d\u5bf9\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u7684\u8bbe\u60f3\u3002\u201d<\/p>\n\n\n\n

ImageNet\u6311\u6218\u8d5b\u53bb\u5e74\u83b7\u80dc\u7684\u7cfb\u7edf\u9519\u8bef\u7387\u4e3a6.6%\uff0c\u800c\u4eca\u5e74\u5fae\u8f6f\u7cfb\u7edf\u7684\u9519\u8bef\u7387\u5df2\u7ecf\u4f4e\u81f33.57%\u3002\u4e8b\u5b9e\u4e0a\uff0c\u8be5\u7814\u7a76\u56e2\u961f\u65e9\u5728\u4eca\u5e74\u4e00\u6708\u5c31\u9996\u6b21\u5b9e\u73b0\u4e86\u5bf9\u4eba\u7c7b\u89c6\u89c9\u80fd\u529b\u7684\u7a81\u7834\u3002\u5f53\u65f6\uff0c\u5728\u9898\u4e3a\u201cDelving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification (opens in new tab)<\/span><\/a>\u201d\u7684\u8bba\u6587\u4e2d\uff0c\u4ed6\u4eec\u7cfb\u7edf\u7684\u9519\u8bef\u7387\u5df2\u964d\u4f4e\u81f34.94%\u3002\u6b64\u524d\u540c\u6837\u7684\u5b9e\u9a8c\u4e2d\uff0c\u4eba\u773c\u8fa8\u8bc6\u7684\u9519\u8bef\u7387\u5927\u6982\u4e3a5.1%\u3002<\/p>\n\n\n\n

\u6ef4\u6c34\u7a7f\u77f3\uff1a\u8fd9\u662f\u4e00\u4e2a\u5173\u4e8e\u8010\u5fc3\u4e0e\u521b\u65b0\u7684\u6545\u4e8b<\/strong><\/h1>\n\n\n\n

\u8fd1\u51e0\u5341\u5e74\u6765\uff0c\u79d1\u5b66\u5bb6\u4eec\u4e00\u76f4\u90fd\u5728\u8bad\u7ec3\u8ba1\u7b97\u673a\u505a\u5404\u79cd\u5404\u6837\u7684\u4e8b\u60c5\uff0c\u4f8b\u5982\u56fe\u50cf\u6216\u8bed\u97f3\u8bc6\u522b\u3002\u4f46\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u5185\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u7684\u8bef\u5dee\u5de8\u5927\uff0c\u96be\u4ee5\u6d88\u5f2d\u3002<\/p>\n\n\n\n

\u5927\u7ea6\u5728\u4e94\u5e74\u524d\uff0c\u7814\u7a76\u4eba\u5458\u4eec\u5f00\u59cb\u91cd\u65b0\u4f7f\u7528 \u201c\u795e\u7ecf\u7f51\u7edc\u201d\u7684\u6280\u672f\u5e76\u4f7f\u5176\u518d\u6b21\u7115\u53d1\u51fa\u65b0\u7684\u6d3b\u529b\u3002\u795e\u7ecf\u7f51\u7edc\u7684\u590d\u5174\u8ba9\u56fe\u50cf\u548c\u8bed\u97f3\u8bc6\u522b\u7b49\u6280\u672f\u7684\u7cbe\u5ea6\u5b9e\u73b0\u4e86\u5927\u5e45\u5ea6\u98de\u8dc3\u3002\u5fae\u8f6f\u7684Skype Translator\u5b9e\u65f6\u8bed\u97f3\u7ffb\u8bd1\u6280\u672f\u5c31\u5f97\u76ca\u4e8e\u6b64\uff0c\u5b83\u80fd\u591f\u66f4\u597d\u5730\u8bc6\u522b\u8bed\u97f3\uff0c\u4ece\u800c\u4e0d\u65ad\u5b8c\u5584\u673a\u5668\u7ffb\u8bd1\u7684\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n

\u7c7b\u4f3c\u4e8e\u4eba\u8111\uff0c\u795e\u7ecf\u7f51\u7edc\u5305\u542b\u591a\u7ea7\u975e\u7ebf\u6027\u5904\u7406\u5c42\u3002\u4ece\u7406\u8bba\u4e0a\u8bf4\uff0c\u8d8a\u591a\u7684\u5c42\u7ea7\u5e94\u8be5\u80fd\u5e26\u6765\u8d8a\u597d\u7684\u5b66\u4e60\u7ed3\u679c\u3002\u4f46\u5b9e\u9645\u5b9e\u9a8c\u4e2d\u7684\u6700\u5927\u6311\u6218\u662f\uff0c\u5728\u901a\u8fc7\u6bcf\u4e00\u5c42\u7ea7\u7684\u53cd\u4f20\u8bad\u7ec3\u4e2d\uff0c\u53cd\u7a7f\u76d1\u7763\u4fe1\u53f7\u5e45\u5ea6\u4f1a\u8fc5\u901f\u8870\u51cf\uff0c\u8fd9\u8ba9\u6574\u4e2a\u795e\u7ecf\u7f51\u7edc\u7cfb\u7edf\u7684\u8bad\u7ec3\u6781\u4e3a\u56f0\u96be\u3002<\/p>\n\n\n\n

\u5b59\u5251\u56de\u5fc6\u5230\uff1a\u201c\u4e09\u5e74\u524d\uff0c\u5f53\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u673a\u5668\u5b9e\u9645\u9886\u57df\u8bad\u7ec3\u51fa8\u5c42\u7684\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u7cfb\u7edf\u65f6\uff0c\u8bc6\u522b\u7cbe\u5ea6\u6709\u4e86\u8d28\u7684\u98de\u8dc3\u3002\u53bb\u5e74\u51fa\u73b0\u4e86\u8db3\u670920\u523030\u5c42\u7684\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\uff0c\u8bc6\u522b\u7cbe\u5ea6\u53c8\u88ab\u5927\u5e45\u5237\u65b0\u3002\u201d<\/p>\n\n\n\n

\u5b59\u5251\u548c\u4ed6\u7684\u7ec4\u5458\u4eec\u8ba4\u4e3a\u7f51\u7edc\u8fd8\u53ef\u4ee5\u66f4\u6df1\u3002\u8fc7\u53bb\u7684\u51e0\u4e2a\u6708\u6765\uff0c\u4ed6\u4eec\u7528\u5404\u79cd\u65b9\u5f0f\u6765\u6dfb\u52a0\u66f4\u591a\u7684\u5c42\u7ea7\uff0c\u540c\u65f6\u8fd8\u8981\u4fdd\u8bc1\u7ed3\u679c\u7684\u51c6\u786e\u6027\u3002\u4ed6\u4eec\u7ecf\u5386\u4e86\u5927\u91cf\u9519\u8bef\u7684\u5c1d\u8bd5\uff0c\u4e5f\u5438\u53d6\u4e86\u5f88\u591a\u7684\u7ecf\u9a8c\u6559\u8bad\u3002\u6700\u540e\uff0c\u4e00\u4e2a\u88ab\u4ed6\u4eec\u79f0\u4e4b\u4e3a\u201c\u6df1\u5c42\u6b8b\u5dee\u7f51\u7edc\uff08deep
residual networks\uff09\u201d\u7684\u7cfb\u7edf\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6210\u529f\u8bde\u751f\u3002<\/p>\n\n\n\n

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\u4ee5\u5fae\u8f6f\u725b\u6d25\u8ba1\u5212\u4e3a\u4f8b\uff0c\u8be5\u8ba1\u5212\u5f00\u653e\u4e86\u4e00\u7cfb\u5217\u673a\u5668\u5b66\u4e60\u76f8\u5173\u7684API\uff0c\u8ba9\u6ca1\u6709\u673a\u5668\u5b66\u4e60\u80cc\u666f\u7684\u5f00\u53d1\u4eba\u5458\u4e5f\u80fd\u6784\u5efa\u81ea\u5df1\u7684\u667a\u80fd\u5e94\u7528\u3002\u800c\u5176\u4e2d\u4eba\u8138\u8bc6\u522bAPI\u4f5c\u4e3a\u725b\u6d25\u8ba1\u5212\u6700\u5148\u5f00\u653e\u7684API\uff0c\u53d7\u5230\u5e7f\u6cdb\u4f7f\u7528\u3002\u6b64\u524d\u706b\u904d\u5168\u7403\u7684How-old.net\uff08\u5fae\u8f6f\u989c\u9f84\u673a\u5668\u4eba\uff09\u548cTwins or Not\uff08\u5fae\u8f6f\u6211\u4eec\uff09\u5c31\u662f\u5728\u4eba\u8138\u8bc6\u522bAPI\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u51e0\u884c\u7b80\u5355\u7684\u4ee3\u7801\u5b9e\u73b0\u7684\u3002<\/p>\n\n\n\n

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\u200b<\/p>\n\n\n\n

\u76f8\u5173\u8bba\u6587\uff1a<\/strong>http:\/\/arxiv.org\/abs\/1512.03385 (opens in new tab)<\/span><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

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tab)\uff0c\u5728\u56fe\u50cf\u68c0\u6d4b\u548c\u56fe\u50cf\u5206\u5272\u9879\u76ee\u4e0a\u51fb\u8d25\u4e86\u6765\u81ea\u5b66\u754c\u3001\u4f01\u4e1a\u548c\u7814\u7a76\u673a\u6784\u7684\u4f17\u591a\u53c2\u8d5b\u8005\u3002 ImageNet\u8ba1\u7b97\u673a\u89c6\u89c9\u6311\u6218\u8d5b\u7531\u6765\u81ea\u5168\u7403\u9876\u5c16\u9ad8\u6821\u548c\u516c\u53f8\u7684\u7814\u7a76\u5458\u7ec4\u7ec7\u4e3e\u529e\uff0c\u8fd1\u5e74\u6765\u5df2\u7ecf\u6210\u4e3a\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u6807\u6746\uff0c\u5176\u6bd4\u8d5b\u7ed3\u679c\u603b\u80fd\u5341\u5206\u76f4\u89c2\u5730\u53cd\u6620\u51fa\u8ba1\u7b97\u673a\u89c6\u89c9\u8fd9\u4e00\u70ed\u95e8\u9886\u57df\u4e2d\u5404\u7814\u7a76\u673a\u6784\u7684\u7814\u7a76\u8fdb\u5c55\u548c\u7a81\u7834\u3002MS COCO\u6570\u636e\u5e93\u662f\u7531\u5fae\u8f6f\u8d44\u52a9\u5efa\u7acb\uff0c\u5176\u6311\u6218\u8d5b\u76ee\u524d\u7531\u5b66\u672f\u754c\u51e0\u6240\u9ad8\u6821\u8054\u5408\u7ec4\u7ec7\uff0c\u72ec\u7acb\u8fd0\u884c\u3002 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