{"id":136,"date":"2021-02-01T10:03:31","date_gmt":"2021-02-01T02:03:31","guid":{"rendered":"http:\/\/www.anthonylee.cn\/myblog\/?p=136"},"modified":"2021-02-01T10:06:40","modified_gmt":"2021-02-01T02:06:40","slug":"ai%e7%94%9f%e6%88%90%e8%82%96%e5%83%8f%e7%94%bb%ef%bc%8c%e7%b2%be%e7%bb%86%e5%88%b0%e6%af%9b%e5%8f%91%ef%bc%81%e5%8c%97%e5%a4%a7%e6%a0%a1%e5%8f%8b%e6%9c%80%e6%96%b0%e7%a0%94%e7%a9%b6%e6%94%b6%e5%89%b2","status":"publish","type":"post","link":"http:\/\/www.anthonylee.cn\/myblog\/?p=136","title":{"rendered":"AI\u751f\u6210\u8096\u50cf\u753b\uff0c\u7cbe\u7ec6\u5230\u6bdb\u53d1\uff01\u5317\u5927\u6821\u53cb\u6700\u65b0\u7814\u7a76\u6536\u52722.8k\u661f\u6807\uff0c\u8fd8\u767b\u4e0a\u4e86ICPR 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class=\"wp-block-embed__wrapper\">\nhttps:\/\/twitter.com\/cyrildiagne\/status\/1256916982764646402\n<\/div><\/figure>\n\n\n\n<p>\u53ea\u8981\u624b\u673a\u626b\u4e00\u626b\uff0c\u4e66\u672c\u3001\u82b1\u76c6\u3001\u6742\u5fd7\u4eba\u7269\uff0c\u4f60\u80fd\u770b\u5230\u7684\u4efb\u4f55\u73b0\u5b9e\u7269\u4f53\uff0c\u53ea\u970010s\u7edf\u7edf\u90fd\u53ef\u4ee5\u88ab\u201c\u7c98\u8d34\u201d\u5230\u7535\u8111\u91cc\u3002<\/p>\n\n\n\n<p>\u8fd9\u9879\u7814\u7a76\u5728Reddit\u4e0a\u77ed\u77ed\u51e0\u4e2a\u5c0f\u65f6\uff0c\u5c31\u83b7\u5f97\u4e86\u8fd15K\u70b9\u8d5e\u91cf\uff0c\u4e4b\u540e\u7d2f\u8ba1\u6d4f\u89c8\u91cf\u8d85\u8fc7\u4e86500\u4e07\u3002<\/p>\n\n\n\n<p>\u79e6\u96ea\u5f6c\u4ee5\u524d\u5728\u5317\u4eac\u5927\u5b66\u8bfb\u7855\u58eb\uff0c\u73b0\u5728\u662f\u52a0\u62ff\u5927\u963f\u5c14\u4f2f\u5854\u5927\u5b66\u7684\u4e00\u540d\u5728\u8bfb\u535a\u58eb\u3002\u4ed6\u5bf9\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u975e\u5e38\u611f\u5174\u8da3\uff0c\u5c24\u5176\u662f\u76ee\u6807\u7269\u4f53\u68c0\u6d4b\u3002\u6700\u8fd1\u63a8\u51fa\u7684\u8fd9\u6b3eU^2-Net\u6df1\u5ea6\u7f51\u7edc\u67b6\u6784\uff0c\u540c\u6837\u662f\u4e00\u4e2a\u76ee\u6807\u68c0\u6d4b\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\u4e4b\u524d\u7684BASNet\u7f51\u7edc\u88ab\u7528\u6765\u505a\u201c\u590d\u5236\u7c98\u8d34\u201d\u6d4b\u8bd5\uff0c\u6548\u679c\u5f88\u597d\u3002\u8fd9\u6b21\uff0c\u4ed6\u5c31\u7528U^2-Net\u505a\u4e86\u4e00\u4e2a\u751f\u6210\u8096\u50cf\u753b\u6d4b\u8bd5\uff0c\u7ed3\u679c\u4e5f\u706b\u4e86\u3002<\/p>\n\n\n\n<p>\u518d\u6765\u611f\u53d7\u4e0b\u7cbe\u7ec6\u5230\u6bdb\u53d1\u7684\u751f\u6210\u6548\u679c\u3002<img src=\"https:\/\/p3-tt.byteimg.com\/origin\/pgc-image\/SHX6PuBUYORcA?from=pc\" alt=\"AI\u751f\u6210\u8096\u50cf\u753b\uff0c\u7cbe\u7ec6\u5230\u6bdb\u53d1\uff01\u5317\u5927\u6821\u53cb\u6700\u65b0\u7814\u7a76\u6536\u52722.8k\u661f\u6807\uff0c\u8fd8\u767b\u4e0a\u4e86ICPR 2020\"><\/p>\n\n\n\n<p>\u76ee\u6807\u68c0\u6d4b\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u6570\u5b57\u56fe\u50cf\u5904\u7406\u7684\u4e00\u4e2a\u91cd\u8981\u5206\u652f\u3002\u8ba1\u7b97\u673a\u89c6\u89c9\u5bf9\u4e8e\u76ee\u6807\u8fd0\u52a8\u7684\u5206\u6790\u5927\u81f4\u5206\u4e3a\u4e09\u4e2a\u5c42\u6b21\uff1a\u56fe\u50cf\u5206\u5272\uff0c\u76ee\u6807\u68c0\u6d4b\uff1b\u76ee\u6807\u8ddf\u8e2a\uff1b\u76ee\u6807\u8bc6\u522b\u4e0e\u63cf\u8ff0\u3002\u5176\u4e2d\uff0c\u76ee\u6807\u68c0\u6d4b\u662f\u6700\u57fa\u7840\u4e14\u5173\u952e\u7684\u73af\u8282\u3002<\/p>\n\n\n\n<p>2006 \u5e74\uff0c\u81ea\u6df1\u5ea6\u5b66\u4e60\u4e09\u5927\u5de8\u5934Hinton\u3001Bengio\u3001Lecun \u63d0\u51fa\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\uff0c\u5e76\u5e94\u7528\u4e8e\u56fe\u50cf\u5904\u7406\u4ee5\u6765\uff0c\u76ee\u6807\u68c0\u6d4b\u6280\u672f\u5f97\u5230\u663e\u8457\u6027\u6539\u5584\uff0c\u5c24\u5176\u662f\u968f\u7740\u5168\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08FCN\uff09\u7684\u63d0\u51fa\uff0c\u76ee\u6807\u68c0\u6d4b\u4efb\u52a1\u9010\u6b65\u8fbe\u5230\u6700\u4f73SOAT\u3002<\/p>\n\n\n\n<p>\u5728\u4eca\u5e74\u7684MICCAI 2020\uff08\u56fd\u9645\u533b\u5b66\u56fe\u50cf\u8ba1\u7b97\u4e0e\u8ba1\u7b97\u673a\u4ecb\u5165\uff09\u5927\u4f1a\u4e0a\uff0cU^2-Net\u51ed\u501f\u51fa\u8272\u7684\u6027\u80fd\u8868\u73b0\uff0c\u5728\u7532\u72b6\u817a\u7ed3\u8282\u5206\u5272\u6bd4\u8d5b\u4e2d\u83b7\u5f97\u7b2c\u516d\u540d\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u8bf4\u8bf4\u5b83\u662f\u5982\u4f55\u505a\u5230\u7684\u3002<\/p>\n\n\n\n<p>\u4efb\u4f55AI\u5904\u7406\u8fc7\u7a0b\u90fd\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a\u8f93\u5165\u76ee\u6807\u2014\u2014\u6a21\u578b\u8bad\u7ec3\u2014\u2014\u8f93\u51fa\u7ed3\u679c\u3002\u8981\u60f3\u8fbe\u5230\u9ad8\u8d28\u91cf\u7684\u751f\u6210\u6548\u679c\uff0c\u9664\u4e86\u8003\u9a8c\u6a21\u578b\u7cbe\u5ea6\u5916\uff0c\u5f53\u7136\u8f93\u5165\u6e90\u4e5f\u5f88\u91cd\u8981\u3002\u8fd9\u4e00\u70b9\u4e5f\u662f\u6211\u4eec\u6240\u80fd\u63a7\u5236\u7684\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8eU^2-Net\u800c\u8a00\uff0c\u9ad8\u8d28\u91cf\u7684\u7167\u7247\u6e90\u53ef\u4ee5\u83b7\u5f97\u66f4\u591a\u7ec6\u8282\uff0c\u6240\u4ee5\u5728\u4e0a\u4f20\u7167\u7247\u65f6\u8981\u6ce8\u610f\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/p>\n\n\n\n<ul><li>\u7167\u7247\u4e2d\u4eba\u5934\u533a\u57df\u5e94\u63a5\u8fd1\u6216\u5927\u4e8e512&#215;512\u50cf\u7d20\u3002<\/li><li>\u7167\u7247\u6574\u4f53\u5927\u5c0f\u6700\u597d\u8fbe\u5230960&#215;1280\u50cf\u7d20\u3002<\/li><li>\u80cc\u666f\u8981\u5c3d\u91cf\u6e05\u6670\u3001\u65e0\u5e72\u6270\u3002<\/li><\/ul>\n\n\n\n<p>\u5982\u56fe\uff0c\u79e6\u96ea\u5f6c\u8fd8\u4eb2\u81ea\u793a\u8303\u505a\u4e86\u8bf4\u660e\u3002<img src=\"https:\/\/p3-tt.byteimg.com\/origin\/pgc-image\/SHX6Pvi7OQszxM?from=pc\" alt=\"AI\u751f\u6210\u8096\u50cf\u753b\uff0c\u7cbe\u7ec6\u5230\u6bdb\u53d1\uff01\u5317\u5927\u6821\u53cb\u6700\u65b0\u7814\u7a76\u6536\u52722.8k\u661f\u6807\uff0c\u8fd8\u767b\u4e0a\u4e86ICPR 2020\"><\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\u662f\u6700\u5173\u952e\u7684\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\uff08SOD\uff09\u3002<\/p>\n\n\n\n<h2>U<sup>\u2227<\/sup>2-Net\u6a21\u578b\uff1a\u5d4c\u5957\u5f0f\u53cc\u5c42U\u578b\u7ed3\u6784<\/h2>\n\n\n\n<p>\u5148\u6765\u770b\u4e00\u7ec4\u4e0e\u73b0\u6709\u6700\u5148\u8fdbSOD\u6a21\u578b\u7684\u6bd4\u8f83\u3002<\/p>\n\n\n\n<p>\u5176\u4e2d\u7ea2\u8272\u661f\u6807\u4ee3\u8868U<sup>\u2227<\/sup>2\u6a21\u578b\uff08176.3 MB\uff09\uff0c\u5b83\u5728\u76f8\u5bf9\u5c0f\u7684\u6a21\u578b\u5c3a\u5bf8\u4e0b\uff0c\u8868\u73b0\u51fa\u4e86\u6700\u9ad8\u6027\u80fd\u3002\uff08\u84dd\u8272\u661f\u6807\u4e3a4.7 MB\u7684U<sup>\u2227<\/sup>2\uff09<img src=\"https:\/\/p1-tt.byteimg.com\/origin\/pgc-image\/SHX6Py517qFZXp?from=pc\" alt=\"AI\u751f\u6210\u8096\u50cf\u753b\uff0c\u7cbe\u7ec6\u5230\u6bdb\u53d1\uff01\u5317\u5927\u6821\u53cb\u6700\u65b0\u7814\u7a76\u6536\u52722.8k\u661f\u6807\uff0c\u8fd8\u767b\u4e0a\u4e86ICPR 2020\"><\/p>\n\n\n\n<p>\u4e4b\u6240\u4ee5\u8fbe\u5230\u5982\u6b64\u6027\u80fd\uff0c\u662f\u56e0\u4e3aU<sup>\u2227<\/sup>2\u62e5\u6709\u4e24\u5c42\u5d4c\u5957\u5f0fU\u578b\u7ed3\u6784\uff0c\u5176\u4e2d\u7684ReSidual U-Block\uff08RSU\uff09\u4e2d\u6df7\u5408\u4e86\u5927\u5c0f\u4e0d\u540c\u7684\u63a5\u6536\u57df\uff0c\u80fd\u591f\u4ece\u4e0d\u540c\u5c3a\u5ea6\u6355\u83b7\u66f4\u591a\u8bed\u5883\u4fe1\u606f\u3002\u53e6\u5916\uff0c\u7531\u4e8e\u8fd9\u4e9bRSU\u5757\u4e2d\u4f7f\u7528\u4e86\u6c60\u5316\u64cd\u4f5c\uff0c\u56e0\u6b64\u53ef\u4ee5\u6df1\u5ea6\u6355\u83b7\u66f4\u591a\u7ec6\u8282\uff0c\u540c\u65f6\u4e0d\u4f1a\u663e\u8457\u589e\u52a0\u8ba1\u7b97\u6210\u672c\u3002<\/p>\n\n\n\n<p>\u6700\u5173\u952e\u7684\u662f\uff0c\u8fd9\u79cd\u7ed3\u6784\u4f53\u7cfb\u80fd\u591f\u8ba9\u6a21\u578b\u4ece\u5934\u8bad\u7ec3\u6df1\u5c42\u7f51\u7edc\uff0c\u800c\u65e0\u9700\u4f7f\u7528\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\u7684\u67b6\u6784\u3002<\/p>\n\n\n\n<p>\u73b0\u5728\u5927\u591a\u6570SOD \u7f51\u7edc\u8bbe\u8ba1\u90fd\u5b58\u5728\u8fd9\u6837\u4e00\u4e2a\u95ee\u9898\uff1a\u5373\u4e13\u6ce8\u4e8e\u5229\u7528\u73b0\u6709\u7684\u57fa\u7840\u7f51\u7edc\u63d0\u53d6\u6df1\u5ea6\u7279\u5f81\uff0c\u4f8b\u5982 Alexnet\u3001VGG\u3001ResNet\u3001ResNeXt\u3001DenseNet \u7b49\u3002\u4f46\u8fd9\u4e9b\u4e3b\u5e72\u7f51\u7edc\u6700\u521d\u90fd\u662f\u4e3a\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\u8bbe\u8ba1\u7684\u3002<\/p>\n\n\n\n<p>\u5b83\u4eec\u63d0\u53d6\u4ee3\u8868\u8bed\u4e49\u542b\u4e49\u7684\u7279\u5f81\uff0c\u800c\u4e0d\u662f\u4ee3\u8868\u5c40\u90e8\u6027\u7ec6\u8282\u6216\u5168\u5c40\u5bf9\u7167\u4fe1\u606f\uff0c\u8fd9\u5bf9\u4e8e\u663e\u8457\u6027\u76ee\u6807\u68c0\u6d4b\u81f3\u5173\u91cd\u8981\uff0c\u5e76\u4e14\u8fd9\u4e9b\u7f51\u7edc\u901a\u5e38\u9700\u8981\u5728 ImageNet \u6570\u636e\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u6548\u7387\u6bd4\u8f83\u4f4e\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cU\u22272-Net\u53ef\u4ee5\u6709\u6548\u5730\u907f\u514d\u4e0a\u8ff0\u95ee\u9898\u3002<img src=\"https:\/\/p1-tt.byteimg.com\/origin\/pgc-image\/SHX6PykFKZKjns?from=pc\" alt=\"AI\u751f\u6210\u8096\u50cf\u753b\uff0c\u7cbe\u7ec6\u5230\u6bdb\u53d1\uff01\u5317\u5927\u6821\u53cb\u6700\u65b0\u7814\u7a76\u6536\u52722.8k\u661f\u6807\uff0c\u8fd8\u767b\u4e0a\u4e86ICPR 2020\"><\/p>\n\n\n\n<p>U<sup>\u2227<\/sup>2-Net\u67b6\u6784<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\u8be6\u7ec6\u4ecb\u7ecd\u5176\u4e2d\u7684Block\u7ed3\u6784\u3001\u7f51\u7edc\u76d1\u7763\u7b56\u7565\u4ee5\u53ca\u8bad\u7ec3\u635f\u5931\u3002<\/p>\n\n\n\n<h4>ReSidual U-Block<\/h4>\n\n\n\n<p>\u5728\u56fe\u50cf\u4fe1\u606f\u63d0\u53d6\u4e2d\uff0c1\u00d71\u62163\u00d73\u7684\u5c0f\u578b\u5377\u79ef\u6ee4\u6ce2\u5668\u662f\u6700\u5e38\u7528\u7684\u7279\u5f81\u63d0\u53d6\u5143\u4ef6\u3002\u56e0\u4e3a\u5b83\u6240\u9700\u5185\u5b58\u5c0f\u4e14\u8ba1\u7b97\u6548\u7387\u9ad8\u3002\u4f46\u8be5\u5143\u4ef6\u63a5\u6536\u57df\u592a\u5c0f\uff0c\u65e0\u6cd5\u6355\u83b7\u5168\u5c40\u4fe1\u606f\uff0c\u56e0\u6b64\u89e3\u51b3\u65b9\u6cd5\u53ea\u80fd\u662f\u91c7\u7528\u6269\u5f20\u5377\u79ef\uff08Dilated Convolution\uff09\u7684\u65b9\u6cd5\u6765\u6269\u5927\u63a5\u6536\u57df\u3002<\/p>\n\n\n\n<p>\u7136\u800c\u5728\u539f\u59cb\u5206\u8fa8\u7387\u7684\u7279\u5f81\u56fe\u4e0a\u8fdb\u884c\u591a\u6b21\u6269\u5f20\u5377\u79ef\uff08\u5c24\u5176\u662f\u5728\u521d\u59cb\u9636\u6bb5\uff09\uff0c\u4f1a\u8017\u8d39\u5927\u91cf\u7684\u8ba1\u7b97\u548c\u5185\u5b58\u8d44\u6e90\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\uff0c\u540c\u65f6\u53c8\u80fd\u6355\u83b7\u5168\u5c40\u4fe1\u606f\uff0c\u7814\u7a76\u4eba\u5458\u91c7\u7528\u4e86\u91d1\u5b57\u5854\u6c60\u5316\u6a21\u5757\uff08Pyramid Scene Parseing Network\uff0cPSPNet\uff09\u3002\u8be5\u6a21\u5757\u5728\u4e0b\u91c7\u6837\u7279\u5f81\u6620\u5c04\u4e0a\u4f7f\u7528\u5c0f\u6838\u6ee4\u6ce2\u5668\uff0c\u800c\u4e0d\u662f\u5728\u539f\u59cb\u5c3a\u5bf8\u7684\u7279\u5f81\u6620\u5c04\u4e0a\u4f7f\u7528\u6269\u5f20\u5377\u79ef\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u4f46\u901a\u8fc7\u76f4\u63a5\u4e0a\u91c7\u6837\u548c\u7ea7\u8054\u5c06\u4e0d\u540c\u5c3a\u5ea6\u7684\u7279\u5f81\u878d\u5408\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u9ad8\u5206\u8fa8\u7387\u7279\u5f81\u7684\u9000\u5316\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u4eba\u5458\u53d7\u5230\u53d7U\u578b\u7f51\u7edc\u7ed3\u6784\u7684\u542f\u53d1\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684ReSidual U-block\uff1aRSU\uff0c\u6765\u6355\u83b7\u9636\u6bb5\u5185\u7684\u591a\u5c3a\u5ea6\u7279\u5f81\u3002\u5982\u56fe\uff1a<img src=\"https:\/\/p6-tt.byteimg.com\/origin\/pgc-image\/SHX6QpFI3LaqDy?from=pc\" alt=\"AI\u751f\u6210\u8096\u50cf\u753b\uff0c\u7cbe\u7ec6\u5230\u6bdb\u53d1\uff01\u5317\u5927\u6821\u53cb\u6700\u65b0\u7814\u7a76\u6536\u52722.8k\u661f\u6807\uff0c\u8fd8\u767b\u4e0a\u4e86ICPR 2020\"><\/p>\n\n\n\n<p>\u4ece\u6d4b\u8bd5\u6570\u636e\u6765\u770b\uff0cRSU\u8ba1\u7b97\u5f00\u9500\u786e\u5b9e\u76f8\u5bf9\u8f83\u5c0f\u3002\u4e0ePLN\uff08\u666e\u901a\u5377\u79ef\u5757\uff09\u3001RES\uff08\u5269\u4f59\u5757\uff09\u3001DSE\uff08\u5bc6\u96c6\u5757\uff09\u3001INC\uff08\u521d\u59cb\u5316\u5757\uff09\u76f8\u6bd4\uff0c\u6240\u8017\u8d39\u7684GFLOPS\u6d6e\u70b9\u6570\u6700\u4f4e\u3002\uff08GFLOPS \uff0c\u5168\u79f0Giga Floating-point Operations Per Second\uff0c\u5373\u6bcf\u79d210\u4ebf\u6b21\u7684\u6d6e\u70b9\u8fd0\u7b97\u6570\uff0c\u5e38\u4f5c\u4e3aGPU\u6027\u80fd\u53c2\u6570\uff09\u3002<\/p>\n\n\n\n<h4>Supervision\u7b56\u7565<\/h4>\n\n\n\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u91c7\u7528\u4e86\u7c7b\u4f3c\u4e8eHED\u7684\u6df1\u5ea6\u76d1\u7763\u3002<\/p>\n\n\n\n<p>\u5176\u4e2d\uff0c\u8bad\u7ec3\u635f\u5931\uff08Training Loss\uff09\u5b9a\u4e49\u4e3a\uff1a<\/p>\n\n\n\n<p>\u6bcf\u4e2a\u9879L\u4f7f\u7528\u6807\u51c6\u4e8c\u8fdb\u5236\u4ea4\u53c9\u71b5\u6765\u8ba1\u7b97\u635f\u5931\uff1a<\/p>\n\n\n\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u7b49\u5f0f\uff081\uff09\u8ba9\u603b\u4f53\u635f\u5931\u6700\u5c0f\u5316\uff1b\u5728\u6d4b\u8bd5\u8fc7\u7a0b\uff0c\u9009\u62e9\u878d\u5408\u8f93\u51fa\u7684l<sub>fuse<\/sub>\u4f5c\u4e3a\u6700\u7ec8\u7684\u663e\u8457\u6027\u56fe\u3002<\/p>\n\n\n\n<h2>\u6bd4\u8f83\u5b9e\u9a8c\uff1a\u5168\u5c3a\u5bf8\u6700\u4f73SOTA<\/h2>\n\n\n\n<p>\u5728\u8bba\u6587\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u5c06U2\u6a21\u578b\u4e0e\u5176\u4ed620\u591a\u79cd\u73b0\u6709\u6700\u5148\u8fdb\u7684\u6a21\u578b\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002<\/p>\n\n\n\n<p>\u5176\u4e2d\uff0c\u5404\u6a21\u578b\u91c7\u7528\u8bad\u7ec3\u6570\u636e\u96c6\u662fDUTS-TR\uff0c\u5b83\u542b10553\u5f20\u56fe\u50cf\uff0c\u662f\u76ee\u524d\u7528\u4e8e\u76ee\u6807\u68c0\u6d4b\u7684\u6700\u5927\u548c\u6700\u5e38\u7528\u7684\u6570\u636e\u96c6\uff1b\u91c7\u7528\u7684\u57fa\u51c6\u6570\u636e\u96c6\u5206\u522b\u4e3aDUT-OMRON\u3001DUTS-TE\u3001HKU-IS\u3001ECSSD\u3001PASCAL-S\u3001SOD\u516d\u79cd\u3002<\/p>\n\n\n\n<p>\u5148\u6765\u770b\u4e0b\u5b9a\u6027\u6bd4\u8f83\u7684\u7ed3\u679c\uff1a<img src=\"https:\/\/p1-tt.byteimg.com\/origin\/pgc-image\/SHX6QquGZmMBqB?from=pc\" alt=\"AI\u751f\u6210\u8096\u50cf\u753b\uff0c\u7cbe\u7ec6\u5230\u6bdb\u53d1\uff01\u5317\u5927\u6821\u53cb\u6700\u65b0\u7814\u7a76\u6536\u52722.8k\u661f\u6807\uff0c\u8fd8\u767b\u4e0a\u4e86ICPR 2020\"><\/p>\n\n\n\n<p>\u7ea2\u8272\u3001\u7eff\u8272\u548c\u84dd\u8272\u5206\u522b\u8868\u793a\u6700\u4f73\u3001\u7b2c\u4e8c\u548c\u7b2c\u4e09\u6027\u80fd<img src=\"https:\/\/p3-tt.byteimg.com\/origin\/pgc-image\/SHX6Qrv8UeUa08?from=pc\" alt=\"AI\u751f\u6210\u8096\u50cf\u753b\uff0c\u7cbe\u7ec6\u5230\u6bdb\u53d1\uff01\u5317\u5927\u6821\u53cb\u6700\u65b0\u7814\u7a76\u6536\u52722.8k\u661f\u6807\uff0c\u8fd8\u767b\u4e0a\u4e86ICPR 2020\"><\/p>\n\n\n\n<p>\u4ece\u88683\u3001\u88684\u6765\u770b\uff0cU<sup>\u2227<\/sup>2-Net\u5728DUT-OMRON\u3001HKU-IS\u4ee5\u53caECSSD\u4e09\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u5c55\u73b0\u4e86\u6781\u5927\u5148\u8fdb\u6027\uff0c\u4e94\u4e2a\u8bc4\u4f30\u6307\u6807\u90fd\u8fbe\u5230\u4e86\u6700\u4f73SOTA\u3002<\/p>\n\n\n\n<p>\u5176\u4e2d\uff0c\u5728DUTS-TE\u4e0a\uff0cU<sup>\u2227<\/sup>2-Net\u603b\u4f53\u6027\u80fd\u4ec5\u6b21\u4e8ePoolNet\uff1b\u5728PASCAL-S\u4e0a\uff0cU<sup>\u2227<\/sup>2-Net\u6027\u80fd\u4ec5\u7565\u4f4e\u4e8eAFNet\u3001CPD\u548cPoolNet\u3002\u6b64\u5916\uff0c\u5728\u8fb9\u754c\u8d28\u91cf\u8bc4\u4f30\u6307\u6807\uff08RelaxF<sup>b<\/sup><sub>\u03b2<\/sub>\uff09\u65b9\u9762\uff0cU<sup>\u2227<\/sup>2-Net\u6027\u80fd\u4f4d\u5c45\u7b2c\u4e8c\u3002<\/p>\n\n\n\n<p>\u5728SOD\u6570\u636e\u96c6\u4e0a\uff0c U<sup>\u2227<\/sup>2-Net\u5728\u6574\u4f53\u6027\u80fd\u65b9\u9762\u4e5f\u4ec5\u6b64\u4e8ePoolNet\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0cU<sup>\u2227<\/sup>2-Net\u6a21\u578b\u5927\u5c0f\u53ea\u67094.7 MB\uff0c\u662f\u5728\u663e\u8457\u6027\u76ee\u6807\u68c0\u6d4b\u9886\u57df\u578b\u53f7\u6700\u5c0f\u7684\uff0c\u800c\u4e14\u4e0e\u5176\u4ed6\u578b\u53f7\u76f8\u6bd4\uff0c\u5b83\u7684\u53c2\u6570\u91cf\u4e5f\u5c11\u7684\u591a\u3002<\/p>\n\n\n\n<p><strong>\u5b9a\u6027\u6bd4\u8f83\u7ed3\u679c<\/strong>\uff1a\u6bd4\u8f83\u4e86\u4e03\u79cdSOTA\u6a21\u578b\uff0c\u5982\u56fe\uff1a<img src=\"https:\/\/p1-tt.byteimg.com\/origin\/pgc-image\/SHX6RIl2T38K1A?from=pc\" alt=\"AI\u751f\u6210\u8096\u50cf\u753b\uff0c\u7cbe\u7ec6\u5230\u6bdb\u53d1\uff01\u5317\u5927\u6821\u53cb\u6700\u65b0\u7814\u7a76\u6536\u52722.8k\u661f\u6807\uff0c\u8fd8\u767b\u4e0a\u4e86ICPR 2020\"><\/p>\n\n\n\n<p>\u53ef\u4ee5\u770b\u51fa\uff0cU<sup>\u2227<\/sup>2-Net\u80fd\u591f\u5904\u7406\u4e0d\u540c\u7c7b\u578b\u7684\u76ee\u6807\uff0c\u5e76\u5747\u4ea7\u751f\u4e86\u7cbe\u51c6\u7684\u8bc6\u522b\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\uff0c\u7b2c4\u884c\u56fe\u50cf\u5145\u5206\u5c55\u793a\u5b83\u5728\u5206\u5272\u7531\u5927\u7ed3\u6784\u548c\u8584\u7ed3\u6784\u7ec4\u6210\u7684\u76ee\u6807\u65f6\u7684\u6027\u80fd\uff1b\u5728\u7b2c\u516d\u884c\u590d\u6742\u7684\u56fe\u50cf\u7ed3\u6784\u4e0b\uff0c\u4ea7\u751f\u4e86\u8fd1\u4e4e\u5b8c\u7f8e\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0cU<sup>\u2227<\/sup>2-Net\u6a21\u578b\u80fd\u591f\u5904\u7406\u5168\u5c3a\u5bf8\u548c\u5c0f\u5c3a\u5bf8\u56fe\u50cf\u7684\u5404\u79cd\u573a\u666f\uff0c\u4e0e\u5176\u4ed6\u6a21\u578b\u76f8\u6bd4\uff0c\u80fd\u591f\u4ea7\u751f\u66f4\u9ad8\u7cbe\u5ea6\u7684\u663e\u8457\u76ee\u6807\u68c0\u6d4b\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u597d\u4e86\u3002\u5c31\u8fd9\u6837\uff0c\u5e0c\u671b\u4e86\u89e3\u66f4\u591a\u8bba\u6587\u5185\u5bb9\u7684\u53ef\u4ee5\u6233\u8fd9\u91cc\uff1ahttps:\/\/arxiv.org\/pdf\/2005.09007.pdf<\/p>\n\n\n\n<p>\u7b49\u4e86\u4e00\u4e2a\u5c0f\u65f6\u7684\u6ef4\u6ef4\u51c6\u65f6\u5230\u4e86\uff01<\/p>\n\n\n\n<p>\u52a0\u6cb9\uff0c\u6253\u5de5\u4eba\uff01<\/p>\n\n\n\n<p>\u76f8\u5173\u5730\u5740\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/github.com\/NathanUA\/U-2-Net\n<\/div><\/figure>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/github.com\/yiranran\/APDrawingGAN\n<\/div><\/figure>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/webdocs.cs.ualberta.ca\/~xuebin\/\n<\/div><\/figure>\n\n\n\n<p>\u96f7\u950b\u7f51\u96f7\u950b\u7f51\u96f7\u950b\u7f51<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u53e6\u5916\u5728\u5206\u4eab\u4e00\u4e2aGitHub \u4e0a\u6bd4\u8f83\u6709\u610f\u601d\u7684\u8f7b\u91cf\u7ea7\u5f00\u6e90\u9879\u76ee\uff1aAnimeGAN\uff0c\u5b83\u53ef\u4ee5\u5c06\u73b0\u5b9e\u4e16\u754c\u7684\u7167\u7247\u8f6c\u6362\u4e3a\u52a8\u6f2b\u98ce\u683c\u3002<\/p>\n\n\n\n<p>\u8be5\u9879\u76ee\u5177\u6709\u5982\u4e0b\u7279\u70b9\uff1a<br>1\u3001\u89e3\u51b3\u751f\u6210\u7684\u56fe\u50cf\u4e2d\u7684\u9ad8\u9891\u4f2a\u5f71\u95ee\u9898<br>2\u3001\u6613\u4e8e\u8bad\u7ec3\u548c\u8f7b\u677e\u5b9e\u73b0\u6548\u679c<br>3\u3001\u8fdb\u4e00\u6b65\u51cf\u5c11\u7f51\u7edc\u7684\u53c2\u6570<br>4\u3001\u4f7f\u7528\u9ad8\u8d28\u91cf\u7684\u7c7b\u578b\u6570\u636e<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/p26.toutiaoimg.com\/img\/tos-cn-i-0022\/ab171fa2ccee49aa876fbea45099968e~tplv-obj:1280:832.image?from=post\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/p26.toutiaoimg.com\/img\/tos-cn-i-0022\/06a55c1e2cca45699110ab58e6c6b9f9~tplv-obj:1280:853.image?from=post\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/p26.toutiaoimg.com\/img\/tos-cn-i-0022\/4aa151087ffa4f339b5fbd504f42a67c~tplv-obj:1248:864.image?from=post\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/p26.toutiaoimg.com\/img\/tos-cn-i-0022\/d21acfecaba44d35928b94304cec37dc~tplv-obj:1279:867.image?from=post\" alt=\"\"\/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u201c\u53ea\u8981\u601d\u60f3\u4e0d\u6ed1\u5761\uff0c\u529e\u6cd5\u603b\u6bd4\u56f0\u96be\u591a\uff0c\u5e72\u5df4\u5f97\uff01\u201d \u6253\u5de5\u4eba\u7684\u4e00\u5929\u7ec8\u4e8e\u8981\u7ed3\u675f\u4e86\uff01\u62d6\u7740\u75b2\u60eb\u7684\u8eab\u8eaf\u51c6\u5907\u4e0b\u73ed\uff0c\u5374\u542c&hellip; <a href=\"http:\/\/www.anthonylee.cn\/myblog\/?p=136\" class=\"more-link read-more\" rel=\"bookmark\">\u7ee7\u7eed\u9605\u8bfb <span class=\"screen-reader-text\">AI\u751f\u6210\u8096\u50cf\u753b\uff0c\u7cbe\u7ec6\u5230\u6bdb\u53d1\uff01\u5317\u5927\u6821\u53cb\u6700\u65b0\u7814\u7a76\u6536\u52722.8k\u661f\u6807\uff0c\u8fd8\u767b\u4e0a\u4e86ICPR 2020<\/span><i class=\"fa fa-arrow-right\"><\/i><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[7],"tags":[],"_links":{"self":[{"href":"http:\/\/www.anthonylee.cn\/myblog\/index.php?rest_route=\/wp\/v2\/posts\/136"}],"collection":[{"href":"http:\/\/www.anthonylee.cn\/myblog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.anthonylee.cn\/myblog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.anthonylee.cn\/myblog\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.anthonylee.cn\/myblog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=136"}],"version-history":[{"count":2,"href":"http:\/\/www.anthonylee.cn\/myblog\/index.php?rest_route=\/wp\/v2\/posts\/136\/revisions"}],"predecessor-version":[{"id":139,"href":"http:\/\/www.anthonylee.cn\/myblog\/index.php?rest_route=\/wp\/v2\/posts\/136\/revisions\/139"}],"wp:attachment":[{"href":"http:\/\/www.anthonylee.cn\/myblog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=136"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.anthonylee.cn\/myblog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=136"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.anthonylee.cn\/myblog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=136"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}