{"id":2527,"date":"2025-03-14T16:26:42","date_gmt":"2025-03-14T08:26:42","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=2527"},"modified":"2025-03-14T16:26:42","modified_gmt":"2025-03-14T08:26:42","slug":"202503-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-camoformer-masked-separable-attention-for-camouflaged-object-detection","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202503-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-camoformer-masked-separable-attention-for-camouflaged-object-detection\/","title":{"rendered":"202503 \u8bba\u6587\u7814\u8bfb-CamoFormer: Masked Separable Attention for Camouflaged Object Detection"},"content":{"rendered":"\n<p>\u8bba\u6587\u6765\u6e90\uff1aIEEE Transactions on Pattern Analysis and Machine Intelligence<br>\u53d1\u8868\u65e5\u671f\uff1a2024\u5e748\u6708<br>\u4f5c\u8005: Bowen Yin\uff0cXuying Zhang\uff0cDeng-Ping Fan\uff0cShaohui Jiao\uff0cMing-Ming Cheng\uff0cQibin Hou\uff0cLuc Van Gool<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7814\u7a76\u73b0\u72b6<\/h2>\n\n\n\n<p>\u7531\u4e8e\u4f2a\u88c5\u76ee\u6807\u68c0\u6d4b\u4efb\u52a1\u4e2d\u7684\u76ee\u6807\u4e0e\u80cc\u666f\u975e\u5e38\u76f8\u4f3c\uff0c\u4f7f\u5f97\u76ee\u6807\u4e0e\u80cc\u666f\u4e4b\u95f4\u7684\u8fb9\u754c\u975e\u5e38\u6a21\u7cca\u3002\u53d7\u5230Transformer\u4e2d\u7684\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236\u7684\u542f\u53d1\uff0c\u4f5c\u8005\u63d0\u51fa\u4e00\u79cd\u7528\u4e8e\u4f2a\u88c5\u76ee\u6807\u68c0\u6d4b\u7684\u63a9\u7801\u53ef\u5206\u79bb\u6ce8\u610f(MSA)\u6784\u6210\u7684\u4f2a\u88c5\u68c0\u6d4b\u6a21\u578b\uff1aCamoFormer\uff0c\u8be5\u6a21\u578b\u6709\u6548\u7684\u6574\u5408\u56fe\u50cf\u4e2d\u524d\u666f\u3001\u80cc\u666f\u4fe1\u606f\uff0c\u6709\u6548\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u5206\u5272\u7cbe\u5ea6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u521b\u65b0\u70b9<\/h2>\n\n\n\n<p>\u4f5c\u8005\u63d0\u51fa\u7684CamoFormer\u5177\u6709\u4e24\u4e2a\u521b\u65b0\u7684\u8bbe\u8ba1\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>MSA\uff1aMSA\u4f7f\u7528\u4e0d\u540c\u7684\u81ea\u6ce8\u610f\u5934\u6765\u8ba1\u7b97\u4e0d\u540c\u533a\u57df\u7684\u89c6\u89c9\u76f8\u4f3c\u6027\uff0c\u663e\u5f0f\u5730\u5efa\u6a21\u524d\u666f\u548c\u80cc\u666f\u4e4b\u95f4\u7684\u5168\u5c40\u4f9d\u8d56\u6027\u3002<\/li>\n\n\n\n<li>CamoFormer\uff1a\u4f5c\u8005\u4ee5PVTv2\u4e3aEncoder\uff0c\u4ee5MSA\u4e3a\u57fa\u7840\u6784\u4ef6\uff0c\u6784\u9020\u4e86\u6a21\u578b\u7684decoder\uff0c\u6709\u6548\u6574\u5408\u4e86\u524d\u666f\uff0c\u80cc\u666f\u4ee5\u53ca\u7f16\u7801\u5668\u6240\u83b7\u5f97\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u5206\u5272\u7cbe\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7814\u7a76\u5185\u5bb9<\/h2>\n\n\n\n<p>\u4f5c\u8005\u63d0\u51fa\u7684CamoFormer\u7531PVTv2\u548cMSA\u7ec4\u6210\u3002\u6a21\u578b\u67b6\u6784\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"855\" height=\"490\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-11-212446.png\" alt=\"\" class=\"wp-image-2532\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-11-212446.png 855w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-11-212446-300x172.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-11-212446-768x440.png 768w\" sizes=\"auto, (max-width: 855px) 100vw, 855px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">MSA<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"424\" height=\"252\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-11-212618.png\" alt=\"\" class=\"wp-image-2534\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-11-212618.png 424w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-11-212618-300x178.png 300w\" sizes=\"auto, (max-width: 424px) 100vw, 424px\" \/><\/figure>\n\n\n\n<p>\u4ece\u56fe\u4e2d\u53ef\u4ee5\u770b\u5230\uff0cMSA\u7684\u8f93\u5165\u5206\u522b\u6765\u81ea\u7f16\u7801\u5668\u7684\u591a\u5c3a\u5ea6\u8bed\u4e49\u4fe1\u606f\uff0c \u4e0a\u4e00\u4e2aMSA\u7684\u8f93\u51fa\u4ee5\u53ca\u5bf9\u5e94\u7684\u9884\u6d4b\u63a9\u7801\u3002MSA\u5229\u7528\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5c06\u5176\u5206\u4e3a3\u7ec4\u3002\u5176\u4e2d\u4e24\u7ec4\u5934\u6765\u72ec\u7acb\u8ba1\u7b97\u524d\u666f\u548c\u80cc\u666f\u533a\u57df\u7684\u50cf\u7d20\u76f8\u5173\u6027\uff0c\u4e00\u7ec4\u7528\u4e8e\u8ba1\u7b97\u5168\u56fe\u50cf\u7d20\u76f8\u5173\u6027\uff0c\u4ece\u5168\u5c40\u89c6\u56fe\u4e2d\u533a\u5206\u4f2a\u88c5\u5bf9\u8c61\u3002\u5c063\u7ec4\u5934\u7684\u8f93\u51fa\u8fdb\u884c\u878d\u5408\uff0c\u4f5c\u4e3aMSA\u7684\u8f93\u51fa\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Dataset<\/h3>\n\n\n\n<p>\u5728\u5b9e\u9a8c\u4e2d\uff0c\u4f5c\u8005\u91c7\u7528\u6765\u81eaCAMO\u6570\u636e\u96c6\u76841000\u5e45\u56fe\u50cf\u548c\u6765\u81eaCOD10K\u76843040\u5e45\u56fe\u50cf\u8fdb\u884c\u8bad\u7ec3\uff0c\u5728\u4e09\u4e2a\u901a\u7528\u7684COD\u57fa\u51c6\u6570\u636e\u96c6CAMO\uff0cCOD10K\uff0cNC4k \u4e0a\u8bc4\u4f30\u4f5c\u8005\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bc4\u6307\u4f30\u6807<\/h3>\n\n\n\n<p>\u4f5c\u8005\u4ee5Structure-measure(S<sub>\u03b1<\/sub>)\uff0cMean Enhanced-measure(E<sub>\u03c6<\/sub>)\uff0cWeighted F-measure(F<sup>\u03b2<\/sup><sub>w<\/sub>)\uff0c adaptive E-measure(\u03b1E)\uff0c Mean Absolute Error(MAE)\u4f5c\u4e3a\u6700\u7ec8\u7684\u5206\u5272\u6548\u679c\u8bc4\u4ef7\u6307\u6807\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9a\u6027\u8bc4\u4f30<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"939\" height=\"631\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-151808.png\" alt=\"\" class=\"wp-image-2571\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-151808.png 939w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-151808-300x202.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-151808-768x516.png 768w\" sizes=\"auto, (max-width: 939px) 100vw, 939px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"892\" height=\"376\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-152043.png\" alt=\"\" class=\"wp-image-2573\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-152043.png 892w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-152043-300x126.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-152043-768x324.png 768w\" sizes=\"auto, (max-width: 892px) 100vw, 892px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u65b9\u6cd5\u5206\u6790<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"925\" height=\"201\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-153914.png\" alt=\"\" class=\"wp-image-2575\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-153914.png 925w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-153914-300x65.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-153914-768x167.png 768w\" sizes=\"auto, (max-width: 925px) 100vw, 925px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u63d0\u51fa\u7684MSA\u6709\u6548\u6027\uff0c\u4f5c\u8005\u5bf9\u6240\u63d0\u51fa\u7684\u65b9\u6cd5\u8fdb\u884c\u4e86\u6d88\u878d\u5b9e\u9a8c\uff0c\u5f53baseline\u5e94\u7528MSA\u65f6\uff0c\u5728\u901a\u7528\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u5f97\u5230\u4e86\u63d0\u5347\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"896\" height=\"288\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-154527.png\" alt=\"\" class=\"wp-image-2576\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-154527.png 896w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-154527-300x96.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-154527-768x247.png 768w\" sizes=\"auto, (max-width: 896px) 100vw, 896px\" \/><\/figure>\n\n\n\n<p>\u4f5c\u8005\u4e3a\u4e86\u9a8c\u8bc1MSA\u5206\u5934\u5173\u6ce8\u4e0d\u540c\u533a\u57df\u5bf9\u5206\u5272\u6027\u80fd\u63d0\u5347\u7684\u6709\u6548\u6027\uff0c\u4f5c\u8005\u8fdb\u884c\u4e86\u6d88\u878d\u5b9e\u9a8c\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u867d\u7136\u6bcf\u79cd\u7c7b\u578b\u7684\u6ce8\u610f\u529b\u6210\u5206(F-TA, B-TA, TA)\u90fd\u80fd\u591f\u63d0\u9ad8\u6027\u80fd\u3002\u4f46\u5c06F-TA\u6216B-TA\u4e0eTA\u7ed3\u5408\u4f7f\u7528\u53ef\u4ee5\u8fdb\u4e00\u6b65\u6539\u5584\u7ed3\u679c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u53ef\u89c6\u5316<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"967\" height=\"264\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-160413.png\" alt=\"\" class=\"wp-image-2580\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-160413.png 967w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-160413-300x82.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u5c4f\u5e55\u622a\u56fe-2025-03-14-160413-768x210.png 768w\" sizes=\"auto, (max-width: 967px) 100vw, 967px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u8bba<\/h2>\n\n\n\n<p>\u9488\u5bf9\u4f2a\u88c5\u5206\u5272\u4efb\u52a1\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86CamoFormer\uff0c\u4ee5PVTv2\u4e3aencoder\uff0c\u4ee5MSA 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class=\"wp-block-list\">\n<li>\u5b9e\u9a8c\u8bc1\u660eCamoFormer\u4e2d\u7684MSA\u6a21\u5757\u80fd\u591f\u6709\u6548\u5730\u6574\u5408\u56fe\u50cf\u4e2d\u4e0d\u540c\u533a\u57df\u7684\u4fe1\u606f\u3002MSA\u7684\u5206\u7ec4\u5173\u6ce8\u6a21\u5f0f\u53ef\u4ee5\u501f\u9274\u3002<\/li>\n\n\n\n<li>\u4f5c\u8005\u7684CamoFormer\u67b6\u6784\u91c7\u7528Encoder-Decoder\u67b6\u6784\uff0c\u5148\u524d\u5728\u6a21\u578b\u6784\u9020\u65f6\u5ffd\u89c6\u4e86Decoder\u7684\u4f5c\u7528\uff0c\u8fd9\u5bf9\u540e\u9762\u6a21\u578b\u8c03\u6574\u63d0\u4f9b\u4e86\u542f\u53d1\u3002<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u6765\u6e90\uff1aIEEE Transactions on Pattern Analysis and Machine  [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2527","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2527","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=2527"}],"version-history":[{"count":3,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2527\/revisions"}],"predecessor-version":[{"id":2582,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2527\/revisions\/2582"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=2527"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=2527"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=2527"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}