{"id":666,"date":"2018-07-17T01:00:00","date_gmt":"2018-07-16T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-05T17:54:18","modified_gmt":"2018-12-05T09:54:18","slug":"%e8%84%b8%e5%a4%aa%e5%a4%a7%e8%ae%a1%e7%ae%97%e6%9c%ba%e6%97%a0%e6%b3%95%e8%af%86%e5%88%ab%ef%bc%9f%e8%bf%99%e5%84%bf%e6%9c%89%e4%b8%80%e4%b8%aa%e4%bc%98%e9%9b%85%e7%9a%84%e6%8a%80%e6%9c%af%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=666","title":{"rendered":"\u8138\u592a\u5927\u8ba1\u7b97\u673a\u65e0\u6cd5\u8bc6\u522b\uff1f\u8fd9\u513f\u6709\u4e00\u4e2a\u4f18\u96c5\u7684\u6280\u672f\u89e3\u51b3\u65b9\u6848"},"content":{"rendered":"
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\u8bba\u6587\u6807\u9898\uff1a<\/span><\/p>\n

Recurrent Scale Approximation for Object Detection in CNN<\/span><\/p>\n

\u8bba\u6587\u5730\u5740\uff1a<\/span><\/p>\n

http:\/\/openaccess.thecvf.com\/content_ICCV_2017\/papers\/Liu_Recurrent_Scale_Approximation_ICCV_2017_paper.pdf<\/span><\/p>\n

\u8bba\u6587\u4f5c\u8005\uff1a<\/span>Yu Liu, Hongyang Li , Junjie Yan , Fangyin Wei , Xiaogang Wang, Xiaoou Tang\uff08\u5218\u5b87\uff0c\u674e\u5f18\u626c\uff0c\u95eb\u4fca\u6770\uff0c\u5c09\u65b9\u97f3\uff0c\u738b\u6653\u521a\uff0c\u6c64\u6653\u9e25\uff09<\/span><\/p>\n<\/blockquote>\n<\/section>\n

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\u6765\u6e90\uff1acnblogs<\/strong><\/span><\/p>\n


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\u6df1\u5ea6\u5b66\u4e60\u4e2d\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u5728\u56fe\u50cf\u5206\u7c7b\u9886\u57df\u53ef\u4ee5\u8bf4\u662f\u5927\u83b7\u6210\u529f\u3002<\/span><\/strong>\u968f\u7740\u5bf9\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7814\u7a76\u7684\u52a0\u6df1\u7279\u522b\u662f\u8fc1\u79fb\u5b66\u4e60<\/strong>\u7684\u6210\u529f\u5e94\u7528\uff0c\u7814\u7a76\u8005\u4eec\u60f3\u5230\u53ef\u4ee5\u5c06\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u4f5c\u4e3a\u76ee\u6807\u68c0\u6d4b\u7684\u7279\u5f81\u63d0\u53d6\u5668\u3002Girshick\u7b49\u4eba[1]\u57282013\u5e74\u63d0\u51fa\u4e86R-CNN\u6a21\u578b\u5e76\u4e14\u5728VOC 2007\u6570\u636e\u96c6\u4e0a\u4e00\u4e0b\u5b50\u5c06mAP\u4ece33.7%(DPM-v5 \u4f20\u7edf\u65b9\u6cd5)\u63d0\u9ad8\u523058.5%\u3002<\/span><\/p>\n


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R-CNN\u8bba\u6587\u4f20\u9001<\/span>\u95e8\uff1a<\/span><\/p>\n

https:\/\/arxiv.org\/abs\/1311.2524<\/span><\/p>\n<\/blockquote>\n


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\u6211\u4eec\u4eca\u5929\u8981\u4ecb\u7ecd\u7684\u8fd9\u4e00\u7bc7\u6587\u7ae0\uff08ICCV 2017<\/span>\uff09\uff0c\u662f\u4e00\u7bc7\u6bd4\u8f83\u65b0\u7684\u76ee\u6807\u68c0\u6d4b\u65b9\u9762\u7684\u8bba\u6587\uff0c\u4e3b\u8981\u60f3\u89e3\u51b3\u7684\u662f\u5982\u4f55\u66f4\u4f18\u96c5\u66f4\u5feb\u901f\u5730\u5904\u7406\u4eba\u8138\u68c0\u6d4b\u4e2d\u7684\u5c3a\u5ea6\u95ee\u9898\u3002<\/strong><\/span><\/p>\n


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\u7b2c\u4e00\u79cd\u89e3\u51b3\u65b9\u6848\uff1a\u5355\u5c3a\u5ea6\u68c0\u6d4b\u5668\u548c\u591a\u5c3a\u5ea6\u8f93\u5165\u56fe\u50cf<\/strong>\uff08Multi-shot by single-scale detector\uff09\uff0e\u5982\u56fe1\uff08a\uff09\u6240\u793a\uff0c\u5c06\u539f\u56fe\u653e\u7f29\u6210\u4e0d\u540c\u7684\u5c3a\u5ea6\u4ece\u800c\u80fd\u591f\u5f97\u5230\u4e00\u4e2a\u56fa\u5b9a\u5c3a\u5ea6\u7684\u76ee\u6807\u3002\u56fe\u4e2d\u7684small\uff0cmiddle\uff0clarge\u4ee3\u8868\u7684\u662f\u76ee\u6807\u4e5f\u5c31\u662f\u4eba\u8138\u7684\u5c3a\u5ea6\u5927\u5c0f\uff0c\u5982\u679c\u4eba\u8138\u7684\u5c3a\u5ea6\u5f88\u5927\uff0c\u90a3\u4e48\u5c31\u9700\u8981\u6211\u4eec\u5c06\u539f\u56fe\u7f29\u653e\u5230\u4e00\u4e2a\u66f4\u5c0f\u7684\u5c3a\u5ea6\u4ece\u800c\u5f97\u5230\u4e00\u4e2a\u56fa\u5b9a\u7684\u5c3a\u5ea6\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684\u53ec\u56de\u7387\u53d6\u51b3\u4e8e\u539f\u56fe\u91c7\u6837\u7684\u5c3a\u5bf8\u662f\u5426\u8db3\u591f\u5bc6\u96c6\uff0c\u7f3a\u70b9\u4e5f\u5f88\u660e\u663e\uff0c\u5c31\u662f\u8ba1\u7b97\u82b1\u8d39\u592a\u9ad8\uff0c\u800c\u4e14\u5047\u6b63\u4f8b\u4e5f\u4f1a\u8f83\u591a\u3002<\/strong><\/span><\/p>\n


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\u7b2c\u4e8c\u79cd\u89e3\u51b3\u65b9\u6848\uff1a\u591a\u5c3a\u5ea6\u68c0\u6d4b\u5668\u548c\u5355\u5c3a\u5ea6\u8f93\u5165\u56fe\u50cf<\/strong>\uff08Single-shot by multi-scale detector \uff09\uff0e\u5982\u56fe1\uff08b\uff09\u6240\u793a\uff0c\u5c06\u539f\u56fe\u524d\u4f20\u4e00\u6b21\u7136\u540e\u540c\u65f6\u4ece\u4e0d\u540c\u5c3a\u5ea6\u7684\u7279\u5f81\u56fe\u4e0a\u68c0\u6d4b\u76ee\u6807\u548c\u5b9a\u4f4d\u3002\u800c\u56fe1\uff08c\uff09\u5219\u662f\u4f5c\u8005\u63d0\u51fa\u7684\u5e94\u5bf9\u76ee\u6807\u591a\u5c3a\u5ea6\u7684\u65b9\u6cd5\u3002\u8003\u8651\u5230\u751f\u6210\u4e0d\u540c\u5c3a\u5ea6\u7684\u7279\u5f81\u56fe\u662f\u9650\u5236\u68c0\u6d4b\u901f\u5ea6\u7684\u74f6\u9888\uff0c\u4f5c\u8005\u5e0c\u671b\u901a\u8fc7\u6539\u8fdb\u7279\u5f81\u56fe\u7684\u751f\u6210\u6765\u51cf\u5c11\u8ba1\u7b97\u82b1\u8d39\u3002<\/span><\/p>\n

\n


<\/p>\n


<\/p>\n

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

\u6a21\u578b\u7ed3\u6784<\/strong><\/span><\/p>\n

<\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n


<\/p>\n<\/section>\n

\u5f88\u597d\uff0c\u628a\u63e1\u5230\u4f5c\u8005\u4e3b\u8981\u60f3\u89e3\u51b3\u7684\u95ee\u9898\u4e4b\u540e\uff0c\u8ba9\u6211\u4eec\u4ece\u6846\u67b6\u7684\u6574\u4f53\u89d2\u5ea6\u89e3\u8bfb\u4e00\u4e0b\u4f5c\u8005\u5177\u4f53\u662f\u5982\u4f55\u8bbe\u8ba1\u89e3\u51b3\u95ee\u9898\u7684\u3002\u7b97\u6cd5\u6d41\u7a0b\u5982\u56fe2\u6240\u793a\uff1a<\/span><\/span><\/p>\n

\"\u96c6\u667a\"<\/span><\/p>\n

\u56fe2<\/span><\/strong><\/span><\/p>\n


<\/span><\/p>\n

\u9996\u5148\u56fe\u7247\u8fdb\u5165\u7b2c\u4e00\u90e8\u5206\u7684\u5c3a\u5ea6\u9884\u6d4b\u7f51\u7edc\uff08scale-forecast network\uff0c\u5982\u56fe2\uff08a\uff09\uff09\uff0c\u5c3a\u5ea6\u9884\u6d4b\u7f51\u7edc\u8d1f\u8d23\u5bf9\u4eba\u8138\u7684\u5c3a\u5ea6\u505a\u51fa\u4e00\u4e2a\u4f30\u8ba1\u9884\u6d4b\u3002\u7136\u540e\u5c06\u4eba\u8138\u5c3a\u5ea6\u7684\u9884\u6d4b\u7ed3\u679c\u4f20\u7ed9\u7b2c\u4e8c\u90e8\u5206\u7684\u5faa\u73af\u5c3a\u5ea6\u4f30\u8ba1\u5355\u5143recurrent scale approximation\uff08RSA\uff09unit\uff08\u5982\u56fe2\uff08b\uff09\uff09\uff0c\u5faa\u73af\u5c3a\u5ea6\u4f30\u8ba1\u5355\u5143\u80fd\u591f\u4ea7\u751f\u9884\u6d4b\u7684\u4eba\u8138\u5c3a\u5ea6\u6240\u5bf9\u5e94\u7684\u7279\u5f81\u56fe\u3002<\/span><\/p>\n


<\/span><\/p>\n

\u7531\u6b64\u4f5c\u8005\u89e3\u51b3\u4e86\u4e00\u5f00\u59cb\u60f3\u8981\u89e3\u51b3\u7684\u95ee\u9898\uff1a\u4eba\u8138\u68c0\u6d4b\u4e2d\u7684\u5c3a\u5ea6\u95ee\u9898\u3002<\/span><\/p>\n


<\/span><\/p>\n

\u5f97\u5230\u4e86\u6240\u9700\u5c3a\u5ea6\u7684\u7279\u5f81\u56fe\u540e\uff0c\u5269\u4e0b\u7684\u5c31\u662f\u5728\u7279\u5f81\u56fe\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u68c0\u6d4b\u548c\u5b9a\u4f4d\u4e86\u3002\u8fd9\u90e8\u5206\u7684\u4efb\u52a1\u4f7f\u7528\u56fe2\uff08c\uff09landmark retracing network (LRN) \u8d1f\u8d23\u3002LRN\u4f7f\u7528\u4e86RPN\uff08region proposal network\uff09\u7528\u4e8e\u68c0\u6d4b\u7279\u5f81\u70b9\uff0c\u7136\u540e\u4f7f\u7528\u4e00\u4e2a\u56de\u6eaf\u673a\u5236\u6765\u4fee\u6b63RPN\u9884\u6d4b\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u5f97\u5206\uff0c\u89e3\u51b3\u5047\u6b63\u4f8b\u7684\u95ee\u9898\u3002\u4ee5\u4e0a\u5c31\u662f\u4f5c\u8005\u63d0\u51fa\u7684\u7b97\u6cd5\u7684\u6d41\u7a0b\u3002\u4f5c\u8005\u901a\u8fc7\u5c3a\u5ea6\u9884\u6d4b\u7f51\u7edc\u5bf9\u4eba\u8138\u7684\u5c3a\u5ea6\u505a\u51fa\u4f30\u8ba1\uff0c\u7136\u540e\u6839\u636e\u4f30\u8ba1\u5c3a\u5ea6\u76f4\u63a5\u7ecf\u8fc7RSA\u5355\u5143\u4ea7\u751f\u5bf9\u5e94\u5c3a\u5ea6\u7684\u7279\u5f81\u56fe\u540e\u8fdb\u884c\u9884\u6d4b\uff0c\u7f29\u77ed\u4e86\u4e00\u822c\u60c5\u51b5\u4e0b\u5f97\u5230\u7279\u5f81\u56fe\u7684\u8ba1\u7b97\u6d41\u7a0b\uff0c\u8282\u7701\u4e86\u5927\u91cf\u7684\u8ba1\u7b97\uff0c\u52a0\u5feb\u4e86\u4eba\u8138\u68c0\u6d4b\u7684\u901f\u5ea6\u3002<\/span><\/p>\n

\n


<\/p>\n


<\/p>\n

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

RSA\u5355\u5143<\/strong><\/span><\/p>\n

<\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n


<\/p>\n<\/section>\n

\u4e0b\u9762\u6211\u4eec\u6765\u5206\u6790\u4e00\u4e0bRSA\u5355\u5143\u662f\u5982\u4f55\u5de5\u4f5c\u7684\uff0c\u4e5f\u662f\u8fd9\u7bc7\u6587\u7ae0\u4e2d\u7684\u6838\u5fc3\u3002\u5047\u8bbe\u539f\u56fe\u4e3aI\uff0c\u56fe\u7247I\u7ecf\u8fc7\u4e0b\u91c7\u6837\u540e\u5c3a\u5bf8\u53d8\u4e3a\u539f\u6765\u76841\/2m\u8868\u793a\u4e3aIm \u3002\u5982\u679c\u6211\u4eec\u5b9a\u4e49\u56fe\u7247I\u7ecf\u8fc7res2b\uff08\u6587\u4e2d\u4f7f\u7528ResNet-18\uff09\u5c42\u8f93\u51fa\u7684\u7279\u5f81\u56fe\u4e3a\uff1a<\/span><\/p>\n

\"\u96c6\u667a\"<\/span><\/p>\n

RSA\u5355\u5143\u60f3\u8981\u505a\u5230\u7684\u662f\uff0c\u8f93\u5165\u6700\u5927\u5c3a\u5ea6\u7684\u7279\u5f81\u56feg0\uff0c\u7136\u540e\u91cd\u590d\u5730\u4ea7\u751f\u6bd4\u8f93\u5165\u7279\u5f81\u56fe\u7f29\u5c0f\u4e00\u534a\u7684\u7279\u5f81\u56fe<\/strong>\uff1a<\/span><\/p>\n

\"\u96c6\u667a\"<\/span><\/p>\n

<\/span><\/p>\n

\u603b\u7684\u6765\u8bf4RSA(\u00b7)\u662f\u4ece\u8f93\u5165\u7684\u6700\u5927\u5c3a\u5ea6\u7684\u7279\u5f81\u56fe\u5230\u6240\u9700\u76841\/2m\u500d\u7684\u7279\u5f81\u56fe\u7684\u4e00\u4e2a\u8fd1\u4f3c\u3002\u76f8\u6bd4\u5148\u5c06\u56fe\u7247I\u653e\u7f29m\u500d\u7136\u540e\u901a\u8fc7\u5377\u79ef\u7f51\u7edc\u5f97\u5230\u7279\u5f81\u56fe\u7684\u65b9\u5f0f\uff0c\u901a\u8fc7RSA(\u00b7)\u6765\u8ba1\u7b97\u7279\u5f81\u56fe\u6d88\u8017\u7684\u8ba1\u7b97\u91cf\u8981\u5c0f\u5f97\u591a\u3002<\/span><\/p>\n

<\/span><\/p>\n

\"\u96c6\u667a\"<\/span><\/p>\n

<\/span>
<\/p>\n

\u56fe3\u3000<\/span><\/strong>RSA\u5355\u5143\u7684\u4e00\u4e2a\u5c55\u5f00\u7248\u672c\uff0c\u7528\u4e8e\u9884\u6d4b\u66f4\u5c0f\u5c3a\u5ea6\u7684\u7279\u5f81\u5730\u56fefm\uff0c\u771f\u5b9e\u6807\u8bb0\u4e3agm\u3002\u4ece\u56fe\u4e0a\u53ef\u4ee5\u770b\u51faRSA\u5355\u5143\u9884\u6d4b\u51fa\u7684\u7279\u5f81\u56fe\u80fd\u591f\u5728\u5404\u4e2a\u66f4\u5c0f\u7684\u5c3a\u5ea6\u4e0a\u5f97\u5230\u5f88\u597d\u7684\u8fd1\u4f3c\u3002<\/span><\/strong><\/span><\/p>\n

\n


<\/p>\n


<\/p>\n

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

\u4e3b\u8981\u7ed3\u8bba<\/strong><\/span><\/p>\n

<\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n


<\/p>\n<\/section>\n

\"\u96c6\u667a\"<\/span><\/p>\n

\u56fe4\u3000\u8bad\u7ec3\u597d\u7684scale-forecast network\u5728\u4e09\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u6d4b\u8bd5\u7ed3\u679c\u3002\u6a2a\u8f74x\u4e3a\u603b\u9884\u6d4b\u51fa\u7684\u5c3a\u5ea6\u6570\u91cf\/\u603b\u4eba\u8138\u6570\u91cf\uff0c\u7eb5\u8f74\u662f\u53ec\u56de\u7387recall\u8868\u793a\u6b63\u786e\u9884\u6d4b\u7ed3\u679c\u6570\u91cf\/\u603b\u771f\u5b9e\u5c3a\u5bf8\u6570\u91cf\u3002<\/span><\/strong><\/p>\n


<\/span><\/strong><\/span><\/p>\n

\u4ece\u53ec\u56de\u7387\u4e0a\u6765\u770b\uff0c\u5728x=1\u65f6\u53ec\u56de\u7387\u51e0\u4e4e\u662f99%\uff0c\u610f\u5473\u7740\u5e73\u5747\u4e00\u5f20\u4eba\u8138\u53ea\u9700\u8981\u4e0d\u5230\u4e24\u4e2a\u9884\u6d4b\u7ed3\u679c\u5373\u53ef\u627e\u5230\u6240\u6709\u7684\u4eba\u8138\u5c3a\u5ea6\u3002<\/span><\/p>\n

\"\u96c6\u667a\"<\/span><\/p>\n

\u56fe5\u3000\u5c55\u793a\u7684\u662f\u5728ResNet-18\u4e0d\u540c\u6df1\u5ea6\u7684\u5377\u79ef\u5c42\u540e\u9762\u63d2\u5165RSA\u5355\u5143\u7684\u6548\u679c\u3002\u7eb5\u8f74\u7684\u9519\u8bef\u7387\u662f\u7528\u6765\u8861\u91cfRSA\u4f30\u8ba1\u51fa\u7684\u7279\u5f81\u56fe\u548c\u771f\u5b9e\u7279\u5f81\u56fe\u4e4b\u95f4\u7684\u5dee\u5f02\u3002<\/span><\/strong><\/span><\/p>\n


<\/span><\/p>\n

\u4ece\u56fe\u4e0a\u5bb9\u6613\u5f97\u5230\u4e24\u4e2a\u7ed3\u8bba\uff1a<\/span><\/p>\n


<\/span><\/p>\n

1.\u5728\u8d8a\u6df1\u7684\u5c42\u63d2\u5165RSA\u5355\u5143\uff0cRSA\u7684\u6027\u80fd\u8d8a\u5dee\u3002<\/strong>\u5728\u6700\u540e\u4e00\u5c42\u63d2\u5165\u7684\u9519\u8bef\u7387\u751a\u81f3\u5c06\u8fd1100%\u3002\u8fd9\u4e2a\u7ed3\u679c\u8bf4\u660e\u6df1\u5c42\u7684\u62bd\u8c61\u7279\u5f81\u51e0\u4e4e\u6ca1\u6709\u4fe1\u606f\u8ba9RSA\u6765\u5bf9\u66f4\u5c0f\u5c3a\u5ea6\u7684\u7279\u5f81\u56fe\u8fdb\u884c\u63a8\u65ad\u3002\u8003\u8651\u5230RSA\u63d2\u5165\u5728\u6d45\u5c42\u7684\u8ba1\u7b97\u5f00\u9500\u8981\u8fdc\u9ad8\u4e8e\u6df1\u5c42\uff0c\u6240\u4ee5\u8981\u5728\u8ba1\u7b97\u5f00\u9500\u548c\u9519\u8bef\u7387\u4e4b\u95f4\u53d6\u4e00\u4e2a\u6743\u8861\u3002<\/span><\/p>\n


<\/span><\/p>\n

2.\u8774\u8776\u6548\u5e94\u3002<\/strong>\u968f\u7740\u5faa\u73af\u63a8\u65ad\u6b21\u6570\u7684\u589e\u52a0\uff0c\u9519\u8bef\u7387\u4e5f\u5728\u4e0d\u65ad\u5347\u9ad8\u3002<\/span><\/p>\n

 <\/span><\/p>\n

<\/span><\/p>\n

\"\u96c6\u667a\"<\/span><\/p>\n

<\/span>
<\/p>\n

\u56fe6\u3000\u8bba\u6587\u63d0\u51fa\u7684\u7b97\u6cd5\u4e0e\u5176\u4ed6\u4eba\u8138\u68c0\u6d4b\u7684state-of-the-art\u7b97\u6cd5\u76f8\u6bd4\u6709\u5927\u5e45\u5ea6\u7684\u9886\u5148\u3002<\/span><\/strong><\/span><\/p>\n

\n


<\/p>\n


<\/p>\n

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

\u7ed3\u8bed<\/strong><\/span><\/p>\n

<\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n


<\/p>\n<\/section>\n

\u8fd9\u7bc7\u8bba\u6587\u7ee7\u627f\u4e86\u8fd1\u5e74\u6765\u76ee\u6807\u68c0\u6d4b\u9886\u57df\u7684\u8bb8\u591a\u6770\u51fa\u7b97\u6cd5\u7684\u601d\u60f3\uff0c\u63d0\u51fa\u4e86\u5c3a\u5ea6\u9884\u6d4b\u7f51\u7edc\u548cRSA\u5355\u5143\uff0c\u5f88\u597d\u5730\u5e94\u5bf9\u4e86\u4eba\u8138\u68c0\u6d4b\u4e2d\u7684\u5c3a\u5ea6\u53d8\u5316\uff0c\u540c\u65f6\u8282\u7701\u4e86\u5927\u91cf\u8ba1\u7b97\uff0c\u6700\u540e\u540c\u6837\u6539\u8fdb\u4e86\u9884\u6d4b\u6a21\u578b\uff0c\u5bf9\u4e8e\u4eba\u8138\u68c0\u6d4b\u8fbe\u5230\u4e86state-of-the-art\u3002<\/span>
<\/p>\n

\n


<\/p>\n

\n

\u4f5c\u8005\uff1a\u674e\u65f6\u5609<\/span><\/p>\n

\u5ba1\u6821\uff1a\u5c09\u65b9\u97f3<\/span><\/p>\n

\u7f16\u8f91\uff1a\u738b\u6021\u853a<\/span><\/p>\n<\/blockquote>\n<\/section>\n


<\/p>\n


<\/p>\n

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

\u63a8\u8350\u8bfe\u7a0b<\/p>\n

<\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n

  <\/p>\n<\/section>\n

\"\u96c6\u667a\"<\/p>\n

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

\u63a8\u8350\u9605\u8bfb<\/strong><\/span><\/p>\n

<\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n


<\/p>\n<\/section>\n

ECCV | \u7528\u56de\u5f52\u65b9\u6cd5\u5224\u65ad\u70ed\u5ea6\u56fe\u4e2d\u7684\u4eba\u4f53\u59ff\u6001<\/span><\/strong><\/span><\/a>
<\/p>\n

\u8d44\u6e90 | \u6df1\u5ea6\u5b66\u4e60\u4e2d\u7684\u4ee3\u7801\u8d44\u6e90\u5e93<\/a> <\/span><\/strong><\/span>
<\/p>\n

\u6709\u795e\u7ecf\u7f51\u7edc\u624d\u80fd\u5b66\u4e60<\/span>\uff1f<\/span><\/span><\/strong><\/a>
<\/p>\n

\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/span><\/strong><\/span><\/a>
<\/p>\n


<\/p>\n

\n

\"\u96c6\u667a\"<\/p>\n

\n
\n
\n
\n
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\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n


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\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n

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\"\u96c6\u667a\"<\/p>\n<\/section>\n


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\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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\u5bfc\u8bed \u7531\u4e8e\u73b0\u5b9e\u56fe\u7247\u5f80\u5f80\u5177\u6709\u591a\u4e2a\u7269\u4f53\u548c\u590d\u6742\u7684\u80cc\u666f\uff0c\u76ee\u6807\u68c0\u6d4b\u4e00\u76f4\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7814\u7a76\u7684\u96be\u70b9\u4e5f\u662f\u70ed\u70b9\u3002\u5176\u4e2d\uff0c\u5bf9\u4e8e\u76ee\u6807\u5c3a\u5ea6\u7684\u5dee\u5f02\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u6ca1\u6709\u5e94\u5bf9\u7684\u5185\u5728\u673a\u5236\u3002ICCV 2017 \u7684\u4e00\u7bc7\u8bba\u6587\u4e2d\uff0c\u8bbe\u8ba1\u4e86\u66f4\u4f18\u96c5\u66f4\u5feb\u901f\u5730\u5904\u7406\u4eba\u8138\u68c0\u6d4b\u4e2d\u7684\u5c3a\u5ea6\u95ee\u9898\u7684\u65b9\u6848\uff0c\u4e0b\u9762\u662f\u5bf9\u8fd9\u7bc7\u8bba\u6587\u7684\u89e3\u8bfb\u3002 \u8bba\u6587\u6807\u9898\uff1a Recurrent …<\/p>\n","protected":false},"author":1,"featured_media":667,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[19],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/666"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=666"}],"version-history":[{"count":1,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/666\/revisions"}],"predecessor-version":[{"id":688,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/666\/revisions\/688"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/667"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=666"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=666"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=666"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=666"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}