{"id":856,"date":"2024-07-08T07:11:20","date_gmt":"2024-07-07T23:11:20","guid":{"rendered":"https:\/\/tobykskgd.life\/?p=856"},"modified":"2024-11-14T22:07:07","modified_gmt":"2024-11-14T14:07:07","slug":"37","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/37\/","title":{"rendered":"RobustSAM\u7684\u4e2a\u4eba\u7406\u89e3"},"content":{"rendered":"\n

\u3010RobustSAM: Segment Anything Robustly on Degraded Images\u3011<\/p>\n\n\n\n

\u672c\u7bc7\u6587\u7ae0\u662f\u4e2a\u4eba\u770b\u6587\u732e\u7684\u4e00\u4e9b\u603b\u7ed3\u548c\u4e2a\u4eba\u7684\u60f3\u6cd5\uff0c\u90fd\u662f\u4e2a\u4eba\u770b\u8fc7\u6587\u7ae0\u4e4b\u540e\u7684\u7406\u89e3\uff0c\u4e0d\u4fdd\u8bc1\u4e00\u5b9a\u662f\u5bf9\u7684\uff0c\u5982\u679c\u6211\u7684\u7406\u89e3\u6709\u9519\uff0c\u6b22\u8fce\u7ea0\u6b63\u3002<\/p>\n\n\n\n

\"\"\/<\/div><\/figure>\n\n\n\n

\uff082024.6.13 \u81fa\u7063\u5927\u5b78National Taiwan University<\/strong>\uff09\u6587\u7ae0\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2406.09627<\/a><\/p>\n\n\n\n

\u6982\u8ff0<\/h2>\n\n\n\n

SAM\u751f\u6210\u7684\u5206\u5272\u63a9\u7801\u7684\u8d28\u91cf\u4f1a\u53d7\u5230\u56fe\u50cf\u7684\u8d28\u91cf\u9000\u5316<\/strong>\uff08\u6bd4\u5982\u4f4e\u7167\u5ea6\u3001\u566a\u58f0\u3001\u6a21\u7cca\u3001\u6076\u52a3\u5929\u6c14\u548c\u538b\u7f29\u4f2a\u5f71\u7b49\u7b49\uff09\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n

\u4e00\u4e2a\u76f4\u89c2\u7684\u65b9\u6cd5\u662f\u5229\u7528\u73b0\u6709\u7684\u56fe\u50cf\u6062\u590d\u6280\u672f<\/strong>\u200b\u200b\u5728\u5c06\u56fe\u50cf\u8f93\u5165\u5230SAM\u4e4b\u524d\u8fdb\u884c\u9884\u5904\u7406<\/strong>\u3002\u867d\u7136\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u63d0\u9ad8\u56fe\u50cf\u8d28\u91cf\uff0c\u4f46\u65e0\u6cd5\u4fdd\u8bc1<\/strong>\u6240\u9009\u7684\u56fe\u50cf\u6062\u590d\u6280\u672f\u80fd\u591f\u63d0\u9ad8\u56fe\u50cf\u5206\u5272\u7684\u6548\u679c\u3002\u8fd9\u662f\u56e0\u4e3a\u5927\u591a\u6570\u56fe\u50cf\u6062\u590d\u7b97\u6cd5\u662f\u4e3a\u4e86\u4eba\u7c7b\u89c6\u89c9\u611f\u77e5\u800c\u4f18\u5316<\/strong>\u7684\uff0c\u56e0\u6b64\u5176\u5e76\u4e0d\u80fd\u5f88\u597d\u5730\u8ba9SAM\u6a21\u578b\u8fdb\u884c\u5206\u5272\u3002<\/p>\n\n\n\n

\u53e6\u4e00\u79cd\u65b9\u6cd5\u662f\u7528\u5927\u91cf\u6a21\u7cca\u56fe\u50cf<\/strong>\u5bf9SAM\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u5fae\u8c03<\/strong>\u3002\u4f46\u662f\u8fd9\u6837\u53ef\u80fd\u4f1a\u5f71\u54cd<\/strong>\u6a21\u578b\u5728\u96f6\u6837\u672c\u4efb\u52a1\u4e0a\u7684\u6cdb\u5316\u80fd\u529b<\/strong>\u3002\u76f2\u76ee\u5730\u7528\u9000\u5316\u56fe\u50cf\u5bf9SAM\u8fdb\u884c\u5fae\u8c03\u53ef\u80fd\u5bfc\u81f4\u707e\u96be\u6027\u9057\u5fd8<\/strong>\u200b\uff0c\u5373\u7f51\u7edc\u65e0\u610f\u4e2d\u4e27\u5931\u4ece\u539f\u59cb\u6e05\u6670\u56fe\u50cf\u4e2d\u5b66\u5230\u7684\u77e5\u8bc6\u3002<\/p>\n\n\n\n

\u5bf9\u6b64\u6587\u7ae0\u5f15\u5165\u4e86RobustSAM\u3002\u5176\u5728SAM\u7684\u57fa\u7840\u4e0a\u65b0\u589e\u52a0\u4e86\u4e24\u4e2a\u6a21\u5757<\/strong>\uff1a\u6297\u9000\u5316<\/strong>token<\/strong>\u751f\u6210\u6a21\u5757<\/strong>\uff08Anti-Degradation Token Generation Module\uff09\u548c\u6297\u9000\u5316\u63a9\u7801\u7279\u5f81\u751f\u6210\u6a21\u5757<\/strong>\uff08Anti-Degradation Mask Feature Generation Module\uff09\u3002\u5e76\u4e14\u5bf9SAM\u7684\u539f\u59cb\u8f93\u51fatoken\u505a\u4e86\u5fae\u8c03\uff0c\u4f7f\u5176\u9002\u5e94\u8be5\u65b9\u6cd5\u3002\u5728\u8bad\u7ec3\u7684\u8fc7\u7a0b\u4e2d\u51bb\u7ed3<\/strong>SAM<\/strong>\u7684\u539f\u59cb\u6a21\u5757<\/strong>\uff0c\u8fd9\u6837\u5b50\u65e2\u4fdd\u8bc1\u4e86\u6a21\u578b\u5904\u7406\u9000\u5316\u56fe\u50cf\u7684\u80fd\u529b\uff0c\u4e5f\u4fdd\u8bc1\u4e86\u6a21\u578b\u7684\u96f6\u6837\u672c\u4efb\u52a1\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n

\u6587\u7ae0\u6784\u5efa\u4e86Robust-Seg\u6570\u636e\u96c6<\/strong>\uff0c\u8fd9\u662f\u4e00\u4e2a688K\u4e0d\u540c\u9000\u5316\u7684\u56fe\u50cf\u63a9\u7801\u5bf9\u7684\u96c6\u5408<\/strong>\u3002\u5e0c\u671bRobust-Seg\u80fd\u591f\u4e3a\u9000\u5316\u56fe\u50cf\u7684\u5206\u5272\u6a21\u578b\u5efa\u7acb\u4e00\u4e2a\u65b0\u7684\u57fa\u51c6\u3002<\/p>\n\n\n\n

\u9000\u5316\u56fe\u50cf\u5904\u7406\u7684\u95ee\u9898<\/h2>\n\n\n\n

\u81ea\u52a8\u9a7e\u9a76\u548c\u76d1\u63a7\u5206\u6790\u9886\u57df\u4e2d\uff0c\u5728\u5904\u7406\u9000\u5316\u56fe\u50cf\u65f6\uff0c\u57fa\u4e8eCNN\u7684\u5206\u5272\u6a21\u578b\u6027\u80fd\u4f1a\u4e0b\u964d<\/strong>\u3002<\/p>\n\n\n\n

\u5728\u56fe\u50cf\u6062\u590d\u9886\u57df\u7684\u5904\u7406\u65b9\u6cd5\u4e2d\uff0c\u5c06\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u5e94\u7528\u4e8e\u56fe\u50cf\u8d28\u91cf\u7684\u589e\u5f3a<\/strong>\uff0c\u9488\u5bf9\u5355\u4e00\u9000\u5316\u7c7b\u578b\u7684\u65b9\u6cd5\u6709SRCNN\u3001\u8d85\u5206\u8fa8\u7387(SR)\u3001\u53bb\u566a\u3001\u53bb\u96fe\u3001\u53bb\u8bad\u7ec3\u3001\u6c34\u4e0b\u589e\u5f3a\u548c\u53bb\u6a21\u7cca\u7b49\u3002MPRNet\u548cHINet\u7b49\u5c1d\u8bd5\u901a\u8fc7\u5355\u4e2a\u7f51\u7edc\u89e3\u51b3\u591a\u91cd\u964d\u7ea7\u95ee\u9898\u3002\u8fd8\u6709\u6700\u8fd1\u57fa\u4e8eTransformer\u7684All-inOne\u3001IPT\u548cAirNet\u7b49\u591a\u9000\u5316\u65b9\u6cd5\u63d0\u4f9b\u4e86\u66f4\u5927\u7684\u7075\u6d3b\u6027\u548c\u66f4\u9ad8\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n

\u4f46\u662f\u8fd9\u4e9b\u56fe\u50cf\u6062\u590d\u7684\u76ee\u6807\u90fd\u662f\u63d0\u9ad8\u4eba\u7c7b\u611f\u77e5\u7684\u89c6\u89c9\u8d28\u91cf<\/strong>\uff0c\u800c\u4e0d\u662f\u63d0\u9ad8\u5206\u5272\u7b49\u4e0b\u6e38\u4efb\u52a1\u7684\u6027\u80fd<\/strong>\u3002\u6240\u4ee5\u8fd9\u4e9b\u65b9\u6cd5\u5e94\u7528\u5728SAM\u6a21\u578b\u4e2d\u5206\u5272\u7684\u6548\u679c\u90fd\u4e0d\u597d<\/strong>\u3002<\/p>\n\n\n\n

RobustSAM\u7b80\u8ff0<\/h2>\n\n\n\n

\u5bf9\u6b64\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u65b9\u6cd5\uff0cRobustSAM<\/strong>\uff0c\u5b83\u5728\u4fdd\u7559SAM\u7684\u96f6\u6837\u672c\u5b66\u4e60\u80fd\u529b\u7684\u540c\u65f6\u89e3\u51b3\u4e86\u56fe\u50cf\u9000\u5316\u95ee\u9898\u3002<\/p>\n\n\n\n

\"\"\/<\/div><\/figure>\n\n\n\n

\u6297\u9000\u5316\u8f93\u51fatoken\u751f\u6210\u6a21\u5757<\/strong> (Anti-Degradation Token Generation)<\/h3>\n\n\n\n

\u6297\u9000\u5316\u8f93\u51fatoken\u751f\u6210\u6a21\u5757<\/strong> (Anti-Degradation Token Generation)\uff1a\u751f\u6210\u5bf9\u9000\u5316\u4e0d\u654f\u611f\u7684\u7279\u5f81token<\/strong>\u3002\u5b83\u5229\u7528\u4e86\u4e00\u4e2a\u81ea\u6ce8\u610f\u529b\u673a\u5236<\/strong>\u6765\u6355\u6349\u56fe\u50cf\u4e2d\u7684\u5168\u5c40\u4fe1\u606f<\/strong>\uff0c\u4ece\u800c\u751f\u6210\u5bf9\u56fe\u50cf\u9000\u5316\u5177\u6709\u9c81\u68d2\u6027\u7684\u7279\u5f81\u3002<\/p>\n\n\n\n

\"\"\/<\/div><\/figure>\n\n\n\n

Token\u4e00\u81f4\u6027\u635f\u5931<\/strong>\uff1a<\/p>\n\n\n\n

\"\"\/<\/div><\/figure>\n\n\n\n

\u6297\u9000\u5316\u63a9\u7801\u7279\u5f81\u751f\u6210\u6a21\u5757<\/strong> (Anti-Degradation Mask Feature Generation)<\/h3>\n\n\n\n

\u6297\u9000\u5316\u63a9\u7801\u7279\u5f81\u751f\u6210\u6a21\u5757<\/strong> (Anti-Degradation Mask Feature Generation)\uff1a\u751f\u6210\u9000\u5316\u4e0d\u53d8\u7684\u63a9\u7801\u7279\u5f81<\/strong>\u3002\u5b83\u901a\u8fc7\u4e00\u4e2a\u8de8\u6ce8\u610f\u529b\u673a\u5236<\/strong>\uff0c\u5c06\u6297\u9000\u5316\u7279\u5f81<\/strong>\u4e0e\u539f\u59cb SAM \u7684\u63a9\u7801\u7279\u5f81\u76f8\u7ed3\u5408<\/strong>\uff0c\u4ece\u800c\u751f\u6210\u5bf9\u9000\u5316\u4e0d\u654f\u611f\u7684\u63a9\u7801<\/strong>\u3002<\/p>\n\n\n\n

\"\"\/<\/div><\/figure>\n\n\n\n

\uff081\uff09\u8f93\u5165\u7279\u5f81\u9996\u5148\u7531\u5b9e\u4f8b\u89c4\u8303\u5316(Instance Normalization, IN)<\/strong>\u5904\u7406\uff0c\u76ee\u7684\u662f\u6807\u51c6\u5316\u4e0e\u56fe\u50cf\u9000\u5316\u76f8\u5173\u7684\u53d8\u5316<\/strong>\u3002<\/p>\n\n\n\n

\uff082\uff09\u5b9e\u7528\u6279\u91cf\u5f52\u4e00\u5316\u5904\u7406<\/strong>\uff08Batch Normalization, BN\uff09\u89e3\u51b3\u4e86\u7531IN\u8fc7\u7a0b\u5bfc\u81f4\u7684\u6f5c\u5728\u7ec6\u8282\u635f\u5931<\/strong>\u3002<\/p>\n\n\n\n

\uff083\uff09\u4e3a\u4e86\u751f\u6210\u5bf9\u9000\u5316\u4e0d\u654f\u611f\u7684\u7279\u5f81<\/strong>,\u5e76\u786e\u4fdd\u8fd9\u4e9b\u7279\u5f81\u4e0e\u6e05\u6670\u56fe\u50cf\u6761\u4ef6\u4e0b\u63d0\u53d6\u7684\u7279\u5f81\u4fdd\u6301\u4e00\u81f4<\/strong>,\u4ece\u800c\u63d0\u9ad8\u6a21\u578b\u5728\u5404\u79cd\u9000\u5316\u6761\u4ef6\u4e0b\u7684\u5206\u5272\u6027\u80fd\uff0c\u5f15\u5165\u4e86\u5085\u91cc\u53f6\u9000\u5316\u6291\u5236\u6a21\u5757\uff08Fourier Degradation Suppression module\uff09\uff0c\u901a\u8fc7\u4f7f\u7528\u5085\u91cc\u53f6\u53d8\u6362\u5c06\u5176\u4ece\u7a7a\u95f4\u57df\u8f6c\u6362\u5230\u9891\u57df\u6765\u589e\u5f3a\u96c6\u6210\u7279\u5f81<\/strong>\u3002<\/p>\n\n\n\n

\uff084\uff09\u5f15\u5165\u63a9\u7801\u7279\u5f81\u4e00\u81f4\u6027\u635f\u5931\u51fd\u6570<\/strong>\uff08Mask Feature Consistency Loss\uff09\uff1a<\/p>\n\n\n\n

\"\"\/<\/div><\/figure>\n\n\n\n

\u6c47\u603b\u8ba1\u7b97\u603b\u4f53\u635f\u5931<\/h2>\n\n\n\n
\"\"\/<\/div><\/figure>\n\n\n\n
\"\"\/<\/div><\/figure>\n\n\n\n

\u8be6\u7ec6\u7684\u8bad\u7ec3\u7b56\u7565<\/strong><\/h2>\n\n\n\n

\u9000\u5316\u589e\u5f3a\u7b56\u7565<\/strong>\uff1a\u5c06\u8f93\u5165\u7684\u8bad\u7ec3\u56fe\u50cf\u8fdb\u884c\u4e0d\u540c\u7c7b\u578b\u7684\u9000\u5316\u5904\u7406\uff0c\u6bd4\u5982\u6a21\u7cca\u3001\u566a\u58f0\u3001\u4f4e\u7167\u5ea6\u7b49\u3002<\/p>\n\n\n\n

\u4e00\u81f4\u6027\u635f\u5931\u51fd\u6570<\/strong>\uff08Consistency Loss\uff09\uff1a\u5728\u8bad\u7ec3\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u4f1a\u540c\u65f6\u5904\u7406\u4e00\u5bf9\u6e05\u6670\u56fe\u50cf\u548c\u5bf9\u5e94\u7684\u9000\u5316\u56fe\u50cf\uff0c\u7136\u540e\u8ba1\u7b97\u4e00\u81f4\u6027\u635f\u5931\u3002\u4ece\u800c\u786e\u4fdd\u6a21\u578b\u5728\u5904\u7406\u6e05\u6670\u56fe\u50cf\u548c\u9000\u5316\u56fe\u50cf\u65f6\u751f\u6210\u7684\u7279\u5f81\u6216\u63a9\u7801\u4fdd\u6301\u4e00\u81f4\uff0c\u5e76\u4e14\u901a\u8fc7\u5f3a\u5236\u6a21\u578b\u5728\u4e0d\u540c\u7684\u9000\u5316\u6761\u4ef6\u4e0b\u8f93\u51fa\u76f8\u4f3c\u7684\u7279\u5f81\u8868\u793a\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n

\u6a21\u578b\u8bad\u7ec3\u65b9\u9762<\/strong><\/h2>\n\n\n\n

\u521b\u5efa\u4e86\u4e00\u4e2a\u5305\u542b688000\u4e2a\u56fe\u50cf\u7684\u8bad\u7ec3\u6570\u636e\u96c6Robust-Seg<\/strong>\uff0c\u5176\u4e2d\u5305\u542b\u591a\u4e2a\u73b0\u6709\u7684\u6570\u636e\u96c6<\/strong>\uff08LVIS\u3001ThinObject5k\u3001MSRA10K\u3001NDD20\u3001STREETS\u3001FSS-1000\u548cCOCO\uff09<\/p>\n\n\n\n

\"\"\/<\/div><\/figure>\n\n\n\n

\u5728RobustSAM\u7684\u8bad\u7ec3\u9636\u6bb5\uff0c\u4fdd\u6301\u9884\u8bad\u7ec3\u7684SAM\u53c2\u6570\u51bb\u7ed3<\/strong>\uff0c\u53ea\u4e13\u6ce8\u4e8e\u4f18\u5316\u6240\u63d0\u51fa\u7684\u6a21\u5757\u7684\u9c81\u68d2\u6027\uff0c\u4ee5\u6b64\u6765\u8282\u7701\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n\n\n\n

\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/h2>\n\n\n\n

\u4e3a\u4e86\u8bc4\u4f30RobustSAM\u7684\u6027\u80fd\uff0c\u91c7\u7528\u4e86\u51e0\u4e2a\u6307\u6807<\/strong>:\u4ea4\u5e76\u6bd4(IoU)\u3001Dice\u7cfb\u6570(Dice)\u3001\u50cf\u7d20\u7cbe\u5ea6(PA)\u548c\u5e73\u5747\u7cbe\u5ea6(AP)\u3002 \u5b9e\u9a8c\u7684\u7ed3\u679c<\/strong>\uff1a<\/p>\n\n\n\n

\"\"\/<\/div><\/figure>\n\n\n\n
\"\"\/<\/div><\/figure>\n\n\n\n
\"\"\/<\/div><\/figure>\n\n\n\n
\"\"\/<\/div><\/figure>\n\n\n\n
\"\"\/<\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"

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