{"id":4567,"date":"2022-07-08T14:40:04","date_gmt":"2022-07-08T06:40:04","guid":{"rendered":"http:\/\/139.9.1.231\/?p=4567"},"modified":"2022-08-31T15:17:26","modified_gmt":"2022-08-31T07:17:26","slug":"cvpr-2022_pool","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/07\/08\/cvpr-2022_pool\/","title":{"rendered":"CVPR 2022 | \u91cd\u65b0\u5ba1\u89c6\u6c60\u5316\uff1a\u4f60\u7684\u611f\u53d7\u91ce\u4e0d\u662f\u6700\u7406\u60f3\u7684"},"content":{"rendered":"\n<p>\u4f5c\u8005\u4e28\u7b80\u5355\u6765\u6e90\u4e28CV\u6280\u672f\u6307\u5357<\/p>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u800c\u6709\u6548\u7684\u52a8\u6001\u4f18\u5316\u6c60\u64cd\u4f5c\uff08 Dynamically Optimized Pooling operation\uff09\uff0c\u79f0\u4e3aDynOPool\uff0c\u5b83\u901a\u8fc7\u5b66\u4e60\u6bcf\u4e00\u5c42\u611f\u53d7\u91ce\u7684\u6700\u4f73\u5927\u5c0f\u548c\u5f62\u72b6\u6765\u4f18\u5316\u7279\u5f81\u6620\u5c04\u7684\u7aef\u5230\u7aef\u6bd4\u4f8b\u56e0\u5b50\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h1>\u524d\u8a00<\/h1>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u800c\u6709\u6548\u7684\u52a8\u6001\u4f18\u5316\u6c60\u64cd\u4f5c\uff08 Dynamically Optimized Pooling operation\uff09\uff0c\u79f0\u4e3aDynOPool\uff0c\u5b83\u901a\u8fc7\u5b66\u4e60\u6bcf\u4e00\u5c42\u611f\u53d7\u91ce\u7684\u6700\u4f73\u5927\u5c0f\u548c\u5f62\u72b6\u6765\u4f18\u5316\u7279\u5f81\u6620\u5c04\u7684\u7aef\u5230\u7aef\u6bd4\u4f8b\u56e0\u5b50\u3002\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e2d\u4efb\u4f55\u7c7b\u578b\u7684\u8c03\u6574\u5927\u5c0f\u6a21\u5757\u90fd\u53ef\u4ee5\u7528DynOPool\u64cd\u4f5c\u4ee5\u6700\u5c0f\u7684\u6210\u672c\u66ff\u6362\u3002\u6b64\u5916\uff0cDynOPool\u901a\u8fc7\u5f15\u5165\u4e00\u4e2a\u9650\u5236\u8ba1\u7b97\u6210\u672c\u7684\u9644\u52a0\u635f\u5931\u9879\u6765\u63a7\u5236\u6a21\u578b\u7684\u590d\u6742\u6027\u3002<\/p>\n\n\n\n<p>Pooling Revisited: Your Receptive Field is Suboptima<\/p>\n\n\n\n<p>\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2205.15254<\/p>\n\n\n\n<p>\u516c\u4f17\u53f7\u540e\u53f0\u56de\u590d\u201cDynOPool\u201d\u83b7\u53d6\u8bba\u6587PDF<\/p>\n\n\n\n<h1><strong>\u80cc\u666f<\/strong><\/h1>\n\n\n\n<p>\u5c3d\u7ba1\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u673a\u5668\u4eba\u3001\u751f\u7269\u4fe1\u606f\u5b66\u7b49\u5404\u79cd\u5e94\u7528\u4e2d\u53d6\u5f97\u4e86\u524d\u6240\u672a\u6709\u7684\u6210\u529f\uff0c\u4f46\u6700\u4f18\u7f51\u7edc\u7ed3\u6784\u7684\u8bbe\u8ba1\u4ecd\u7136\u662f\u4e00\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u95ee\u9898\u3002\u800c<strong>\u611f\u53d7\u91ce\u7684\u5927\u5c0f\u548c\u5f62\u72b6\u51b3\u5b9a\u4e86\u7f51\u7edc\u5982\u4f55\u805a\u96c6\u672c\u5730\u4fe1\u606f\uff0c\u5e76\u5bf9\u6a21\u578b\u7684\u6574\u4f53\u6027\u80fd\u4ea7\u751f\u663e\u8457\u5f71\u54cd<\/strong>\u3002\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u8bb8\u591a\u7ec4\u6210\u90e8\u5206\uff0c\u4f8b\u5982\u7528\u4e8e\u5377\u79ef\u548c\u6c60\u5316\u8fd0\u7b97\u7684\u5185\u6838\u5927\u5c0f\u548c\u6b65\u957f\uff0c\u90fd\u4f1a\u5f71\u54cd\u611f\u53d7\u91ce\u7684\u914d\u7f6e\u3002\u7136\u800c\uff0c\u5b83\u4eec\u4ecd\u7136\u4f9d\u8d56\u4e8e\u8d85\u53c2\u6570\uff0c<strong>\u73b0\u6709\u6a21\u578b\u7684\u611f\u53d7\u91ce\u4f1a\u5bfc\u81f4\u5f62\u72b6\u548c\u5927\u5c0f\u4e0d\u7406\u60f3<\/strong>\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u901a\u8fc7\u4ecb\u7ecd\u56fa\u5b9a\u5927\u5c0f\u548c\u5f62\u72b6\u7684\u4f20\u7edf\u611f\u53d7\u91ce\u662f\u6b21\u4f18\u7684\u95ee\u9898\uff0c\u8ba8\u8bba\u4e86DynOPool\u5982\u4f55\u901a\u8fc7CIFAR-100\u4e0a\u7684VGG-16\u73a9\u5177\u5b9e\u9a8c\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n\n\n\n<h3>\u56fa\u5b9a\u5927\u5c0f\u548c\u5f62\u72b6\u7684\u4f20\u7edf\u611f\u53d7\u91ce\u5b58\u5728\u7684\u95ee\u9898\uff1a<\/h3>\n\n\n\n<p><strong>1.\u4e0d\u5bf9\u79f0\u5206\u5e03\u7684\u4fe1\u606f<\/strong><\/p>\n\n\n\n<p>\u6700\u4f73\u611f\u53d7\u91ce\u5f62\u72b6\u4f1a\u6839\u636e\u6570\u636e\u96c6\u4e2d\u56fa\u6709\u7684\u7a7a\u95f4\u4fe1\u606f\u4e0d\u5bf9\u79f0\u6027\u800c\u6539\u53d8\u3002\u800c\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u56fa\u6709\u7684\u4e0d\u5bf9\u79f0\u6027\u662f\u4e0d\u53ef\u6d4b\u91cf\u7684\u3002\u6b64\u5916\uff0c\u901a\u5e38\u7528\u4e8e\u9884\u5904\u7406\u7684\u8f93\u5165\u5927\u5c0f\u8c03\u6574\u6709\u65f6\u4e5f\u4f1a\u5bfc\u81f4\u4fe1\u606f\u4e0d\u5bf9\u79f0\u3002\u5728\u4eba\u5de5\u8bbe\u8ba1\u7684\u7f51\u7edc\u4e2d\uff0c\u56fe\u50cf\u7684\u957f\u5bbd\u6bd4\u7ecf\u5e38\u88ab\u8c03\u6574\u4ee5\u6ee1\u8db3\u6a21\u578b\u7684\u8f93\u5165\u89c4\u683c\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u7f51\u7edc\u4e2d\u7684\u611f\u53d7\u91ce\u4e0d\u662f\u7528\u6765\u5904\u7406\u64cd\u4f5c\u7684\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u6240\u63d0\u51fa\u7684\u65b9\u6cd5\uff0c\u4f5c\u8005\u5728CIFAR-stretch-V\u4e0a\u8fdb\u884c\u5b9e\u9a8c\uff0c\u5982\u56fe1\uff08a\uff09\u6240\u793a\uff0c\u76f8\u8f83\u4e8e\u4eba\u5de5\u8bbe\u8ba1\u6a21\u578b\uff0c\u5f62\u72b6\u901a\u8fc7DynOPool\u52a8\u6001\u4f18\u5316\u7684\u7279\u5f81\u6620\u5c04\u901a\u8fc7\u5728\u6c34\u5e73\u65b9\u5411\u4e0a\u63d0\u53d6\u66f4\u5177\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u63d0\u9ad8\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/gYUsOT36vfocxamm7UDqCD6eCt4mrgTgLeohayftUs5iboJRiaibics9ul54vkt0ajUHVHPsavC9YSSZqsz2p0pNHw\/640?wx_fmt=jpeg&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p>\u56fe1 &nbsp;\u7528\u6765\u81eaCIFAR-100\u7684\u4e09\u4e2a\u4e0d\u540c\u7684\u5408\u6210\u6570\u636e\u96c6\u8fdb\u884c\u73a9\u5177\u5b9e\u9a8c:(a)\u968f\u673a\u88c1\u526a\u5782\u76f4\u62c9\u4f38\u7684\u56fe\u50cf (b)\u57284\u00d74\u7f51\u683c\u4e2d\u5e73\u94fa\u7f29\u5c0f\u7684\u56fe\u50cf (c)\u653e\u5927\u7f29\u5c0f\u7684\u56fe\u50cf\u3002<\/p>\n\n\n\n<p><strong>2.\u5bc6\u96c6\u5206\u5e03\u6216\u7a00\u758f\u5206\u5e03\u4fe1\u606f<\/strong><\/p>\n\n\n\n<p>\u5c40\u90e8\u6027\u662f\u8bbe\u8ba1\u6700\u4f18\u6a21\u578b\u7684\u7ec4\u6210\u90e8\u5206\u3002CNN\u901a\u8fc7\u7ea7\u8054\u7684\u65b9\u5f0f\u805a\u5408\u5c40\u90e8\u4fe1\u606f\u6765\u5b66\u4e60\u56fe\u50cf\u7684\u590d\u6742\u8868\u793a\u3002\u800c\u5c40\u90e8\u4fe1\u606f\u7684\u91cd\u8981\u6027\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u6bcf\u4e2a\u56fe\u50cf\u7684\u5c5e\u6027\u3002\u4f8b\u5982\uff0c\u5f53\u4e00\u4e2a\u56fe\u50cf\u88ab\u6a21\u7cca\u5316\u65f6\uff0c\u5927\u591a\u6570\u6709\u610f\u4e49\u7684\u5fae\u89c2\u6a21\u5f0f\uff0c\u5982\u7269\u4f53\u7684\u7eb9\u7406\uff0c\u90fd\u4f1a\u88ab\u62b9\u53bb\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6700\u597d\u5728\u65e9\u671f\u5c42\u4e2d\u6269\u5c55\u611f\u53d7\u91ce\uff0c\u96c6\u4e2d\u4e8e\u5168\u5c40\u4fe1\u606f\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5982\u679c\u4e00\u5e45\u56fe\u50cf\u5728\u5c40\u90e8\u7ec6\u8282\u4e2d\u5305\u542b\u5927\u91cf\u7c7b\u7279\u5b9a\u7684\u4fe1\u606f\uff0c\u4f8b\u5982\u7eb9\u7406\uff0c\u5219\u8bc6\u522b\u5c40\u90e8\u4fe1\u606f\u5c06\u4f1a\u66f4\u52a0\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u5047\u8bbe\uff0c\u4f5c\u8005\u6784\u5efa\u4e86CIFAR-100\u6570\u636e\u96c6\u7684\u4e24\u4e2a\u53d8\u4f53\uff0cCIFAR-tile\u548cCIFAR-large\uff0c\u5982\u56fe1(b)\u548c(c)\u6240\u793a\u3002\u4f5c\u8005\u6a21\u578b\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f18\u4e8e\u4eba\u5de5\u8bbe\u8ba1\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<h3>\u8d21\u732e<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u7f13\u89e3\u4eba\u5de5\u6784\u5efa\u7684\u4f53\u7cfb\u7ed3\u6784\u548c\u64cd\u4f5c\u7684\u6b21\u4f18\u6027\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u52a8\u6001\u4f18\u5316\u6c60\u64cd\u4f5c\uff08DynOPool\uff09\uff0c\u8fd9\u662f\u4e00\u4e2a\u53ef\u5b66\u4e60\u7684\u8c03\u6574\u5927\u5c0f\u6a21\u5757\uff0c\u53ef\u4ee5\u66ff\u4ee3\u6807\u51c6\u7684\u8c03\u6574\u5927\u5c0f\u64cd\u4f5c\u3002\u8be5\u6a21\u5757\u4e3a\u5728\u6570\u636e\u96c6\u4e0a\u5b66\u4e60\u7684\u64cd\u4f5c\u627e\u5230\u611f\u53d7\u91ce\u7684\u6700\u4f73\u6bd4\u4f8b\u56e0\u5b50\uff0c\u4ece\u800c\u5c06\u7f51\u7edc\u4e2d\u7684\u4e2d\u95f4\u7279\u5f81\u56fe\u8c03\u6574\u4e3a\u9002\u5f53\u7684\u5927\u5c0f\u548c\u5f62\u72b6\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u7684\u4e3b\u8981\u8d21\u732e\uff1a<\/p>\n\n\n\n<p>1\u3001\u89e3\u51b3\u4e86\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e2d\u73b0\u6709\u5c3a\u5ea6\u7b97\u5b50\u4f9d\u8d56\u4e8e\u9884\u5b9a\u8d85\u53c2\u6570\u7684\u5c40\u9650\u6027\u3002\u6307\u51fa\u4e86\u5728\u4e2d\u95f4\u7279\u5f81\u56fe\u4e2d\u5bfb\u627e\u6700\u4f73\u7a7a\u95f4\u5206\u8fa8\u7387\u548c\u611f\u53d7\u91ce\u7684\u91cd\u8981\u6027\u3002<\/p>\n\n\n\n<p>2\u3001\u63d0\u51fa\u4e86\u4e00\u4e2a\u53ef\u5b66\u4e60\u7684\u8c03\u6574\u5c3a\u5bf8\u5927\u5c0f\u7684\u6a21\u5757DynOPool\uff0c\u5b83\u53ef\u4ee5\u627e\u5230\u4e2d\u95f4\u7279\u5f81\u56fe\u7684\u6700\u4f73\u6bd4\u4f8b\u56e0\u5b50\u548c\u611f\u53d7\u57df\u3002DynOPool\u4f7f\u7528\u5b66\u4e60\u5230\u7684\u6bd4\u4f8b\u56e0\u5b50\u8bc6\u522b\u67d0\u4e00\u5c42\u7684\u6700\u4f73\u5206\u8fa8\u7387\u548c\u611f\u53d7\u91ce\uff0c\u5e76\u5c06\u4fe1\u606f\u4f20\u64ad\u5230\u540e\u7eed\u5c42\uff0c\u4ece\u800c\u5728\u6574\u4e2a\u7f51\u7edc\u4e2d\u5b9e\u73b0\u89c4\u6a21\u4f18\u5316\u3002<\/p>\n\n\n\n<p>3\u3001\u8bc1\u660e\u4e86\u5728\u56fe\u50cf\u5206\u7c7b\u548c\u8bed\u4e49\u5206\u5272\u4efb\u52a1\u4e2d\uff0c\u4f7f\u7528DynOPool\u7684\u6a21\u578b\u5728\u591a\u4e2a\u6570\u636e\u96c6\u548c\u7f51\u7edc\u67b6\u6784\u4e0a\u4f18\u4e8e\u57fa\u7ebf\u7b97\u6cd5\u3002\u5b83\u8fd8\u663e\u793a\u4e86\u7cbe\u5ea6\u548c\u8ba1\u7b97\u6210\u672c\u4e4b\u95f4\u7684\u7406\u60f3\u6743\u8861\u3002<\/p>\n\n\n\n<h1><strong>\u65b9\u6cd5<\/strong><\/h1>\n\n\n\n<h3>1.\u52a8\u6001\u4f18\u5316\u6c60(DynOPool)<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/gYUsOT36vfocxamm7UDqCD6eCt4mrgTg5aKzLUgicrhiaJD3ouSu2IKKicnBzKWegDz02Q7ptoEn06tBIf6uxdDoA\/640?wx_fmt=jpeg&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p>\u56fe2 DynOPool\u4e2d\u7684\u8c03\u6574\u5927\u5c0f\u6a21\u5757<\/p>\n\n\n\n<p>\u6a21\u5757\u901a\u8fc7\u4f18\u5316\u4e00\u5bf9\u8f93\u5165\u548c\u8f93\u51fa\u7279\u5f81\u6620\u5c04\u4e4b\u95f4\u7684\u6bd4\u4f8b\u56e0\u5b50r\u6765\u4f18\u5316\u67e5\u8be2\u70b9q\u7684\u4f4d\u7f6e\u4ee5\u53ca\u83b7\u5f97\u4e2d\u95f4\u7279\u5f81\u6620\u5c04\u7684\u6700\u4f73\u5206\u8fa8\u7387\u3002DynOPool\u5728\u4e0d\u5f71\u54cd\u5176\u4ed6\u7b97\u5b50\u7684\u60c5\u51b5\u4e0b\uff0c\u81ea\u9002\u5e94\u63a7\u5236\u8f83\u6df1\u5c42\u63a5\u6536\u57df\u7684\u5927\u5c0f\u548c\u5f62\u72b6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/gYUsOT36vfocxamm7UDqCD6eCt4mrgTgkMJ8w7d8rlbMDgicHicBavtrSFDSVoibulx3epIOPpyVWdK7BgCahrjEw\/640?wx_fmt=jpeg&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p>\u56fe3 DynOPool\u6574\u4e2a\u7684\u4f18\u5316\u8fc7\u7a0b<\/p>\n\n\n\n<p>\u9488\u5bf9\u6bd4\u4f8b\u56e0\u5b50r\u68af\u5ea6\u4e0d\u7a33\u5b9a\uff0c\u4f1a\u4ea7\u751f\u68af\u5ea6\u7206\u70b8\u5bfc\u81f4\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5206\u8fa8\u7387\u53d1\u751f\u663e\u8457\u53d8\u5316\u7684\u95ee\u9898\uff0c\u4f7f\u7528a\u91cd\u65b0\u53c2\u6570\u5316r\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/gYUsOT36vfocxamm7UDqCD6eCt4mrgTgnLXoLlAibGxRtLU9fGcXOial1a3c6WVAxBmHOdic1NmFtubviaZIibMRXtw\/640?wx_fmt=jpeg&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<h3>2.\u6a21\u578b\u590d\u6742\u6027\u7ea6\u675f<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u6700\u5927\u5316\u6a21\u578b\u7684\u7cbe\u5ea6\uff0cDynOPool\u6709\u65f6\u4f1a\u6709\u8f83\u5927\u7684\u6bd4\u4f8b\u56e0\u5b50\uff0c\u589e\u52a0\u4e86\u4e2d\u95f4\u7279\u5f81\u56fe\u7684\u5206\u8fa8\u7387\u3002\u56e0\u6b64\uff0c\u4e3a\u4e86\u7ea6\u675f\u8ba1\u7b97\u4ee3\u4ef7\uff0c\u51cf\u5c11\u6a21\u578b\u89c4\u6a21\uff0c\u5f15\u5165\u4e86\u4e00\u4e2a\u989d\u5916\u7684\u635f\u5931\u9879LGMACs\uff0c\u5b83\u7531\u6bcf\u6b21\u8bad\u7ec3\u8fed\u4ee3t\u7684\u5206\u5c42GMACs\u8ba1\u6570\u7684\u7b80\u5355\u52a0\u6743\u548c\u7ed9\u51fa\uff0c\u5982\u4e0b\u6240\u793a:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/gYUsOT36vfocxamm7UDqCD6eCt4mrgTg6cIicoPToJZyljbiaoSNflic7IWTzMGhvOUuXFIX9NKufzvicJaibS3vjdQ\/640?wx_fmt=jpeg&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<h1><strong>\u5b9e\u9a8c<\/strong><\/h1>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/gYUsOT36vfocxamm7UDqCD6eCt4mrgTgUoiahaMsRsC8hjQtqcH6ptfd5icYI1Hw6k7wqTDtzJARmdZic2Cd2yJFA\/640?wx_fmt=jpeg&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p>\u88681 \u4eba\u5de5\u8bbe\u8ba1\u6a21\u578b\u4e0e\u4f7f\u7528DynOPool\u6a21\u578b\u7684\u7cbe\u5ea6(%)\u548cGMACs\u6bd4\u8f83<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/gYUsOT36vfocxamm7UDqCD6eCt4mrgTgRSqGPzF3NxAvj5TfKLBQ0L1dHHS0HwA2LEFXxICHEl1iaT6ENur3Xicw\/640?wx_fmt=jpeg&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p>\u56fe4 \u5728VGG-16\u4e0a\u4f7f\u7528\u4eba\u5de5\u8bbe\u8ba1\u7684Shape Adaptor\u4e0e\u4f7f\u7528DynOPool\u7684\u8bad\u7ec3\u6a21\u578b\u53ef\u89c6\u5316<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/gYUsOT36vfocxamm7UDqCD6eCt4mrgTgOwdWlZ1mg2TXVjehQVialVLPDzG5VWYWjHZ6SwccOGB41jYeUcYgUvw\/640?wx_fmt=jpeg&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p>\u88682 \u5728CIFAR-100\u6570\u636e\u96c6\u4e0aDynOPool\u548cShape Adaptor\u7684\u6bd4\u8f83<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/gYUsOT36vfocxamm7UDqCD6eCt4mrgTgcd6QlHf0biaKCBBW6gNuiaRoSdgl21MXFk5GlsE4MSKry1t1lMw5Kn2g\/640?wx_fmt=jpeg&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p>\u88683 \u5728ImageNet\u6570\u636e\u96c6\u4e0aEfficientNet-B0+DynOPool\u7684\u6027\u80fd<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/gYUsOT36vfocxamm7UDqCD6eCt4mrgTgDRrt08nHvAfP3BhRicIyicV2ppu4sGnae0Pia91JgTwYPlxwcjaWwib1Zg\/640?wx_fmt=jpeg&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p>\u88684 \u57fa\u4e8ePascalVOC\u7684HRNet-W48\u8bed\u4e49\u5206\u5272\u7ed3\u679c<\/p>\n\n\n\n<h1><strong>\u7ed3\u8bba<\/strong><\/h1>\n\n\n\n<p>\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u800c\u6709\u6548\u7684\u52a8\u6001\u4f18\u5316\u6c60\u64cd\u4f5c\uff08DynOPool\uff09\uff0c\u5b83\u901a\u8fc7\u5b66\u4e60\u6bcf\u4e2a\u5c42\u4e2d\u611f\u53d7\u91ce\u7684\u7406\u60f3\u5927\u5c0f\u548c\u5f62\u72b6\u6765\u4f18\u5316\u7aef\u5230\u7aef\u7684\u7279\u5f81\u6620\u5c04\u7684\u6bd4\u4f8b\u56e0\u5b50\uff0c\u8c03\u6574\u4e2d\u95f4\u7279\u5f81\u56fe\u7684\u5927\u5c0f\u548c\u5f62\u72b6\uff0c\u6709\u6548\u63d0\u53d6\u5c40\u90e8\u7ec6\u8282\u4fe1\u606f\uff0c\u4ece\u800c\u4f18\u5316\u6a21\u578b\u7684\u6574\u4f53\u6027\u80fd\uff1b<\/p>\n\n\n\n<p>DynOPool\u8fd8\u901a\u8fc7\u5f15\u5165\u4e00\u4e2a\u989d\u5916\u7684\u635f\u5931\u9879\u6765\u9650\u5236\u8ba1\u7b97\u6210\u672c\uff0c\u4ece\u800c\u63a7\u5236\u6a21\u578b\u7684\u590d\u6742\u6027\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\uff0c\u8be5\u6a21\u578b\u5728\u56fe\u50cf\u5206\u7c7b\u548c\u8bed\u4e49\u5206\u5272\u65b9\u9762\u5747\u4f18\u4e8e\u57fa\u7ebf\u7f51\u7edc\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\u4e28\u7b80\u5355\u6765\u6e90\u4e28CV\u6280\u672f\u6307\u5357 \u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u800c\u6709\u6548\u7684\u52a8\u6001\u4f18\u5316\u6c60\u64cd\u4f5c\uff08 Dynamically Optimi &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2022\/07\/08\/cvpr-2022_pool\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">CVPR 2022 | \u91cd\u65b0\u5ba1\u89c6\u6c60\u5316\uff1a\u4f60\u7684\u611f\u53d7\u91ce\u4e0d\u662f\u6700\u7406\u60f3\u7684<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[4,9],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/4567"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=4567"}],"version-history":[{"count":2,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/4567\/revisions"}],"predecessor-version":[{"id":4569,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/4567\/revisions\/4569"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=4567"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=4567"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=4567"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}