{"id":3471,"date":"2025-06-15T22:37:31","date_gmt":"2025-06-15T14:37:31","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=3471"},"modified":"2025-06-15T22:53:07","modified_gmt":"2025-06-15T14:53:07","slug":"202506%e8%ae%ba%e6%96%87%e7%a0%94-camouflaged-object-detection-with-cnn-transformer-hormonization-and-cailbration","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202506%e8%ae%ba%e6%96%87%e7%a0%94-camouflaged-object-detection-with-cnn-transformer-hormonization-and-cailbration\/","title":{"rendered":"202506\u8bba\u6587\u7814-Camouflaged Object Detection with CNN-TransFormer Hormonization and Cailbration"},"content":{"rendered":"\n<p>\u8bba\u6587\u6765\u6e90\uff1aICASSP<\/p>\n\n\n\n<p>\u53d1\u8868\u65e5\u671f\uff1a2025<\/p>\n\n\n\n<p>\u4f5c\u8005\uff1aYilin Zhao , Qing Zhang, and Yuetong Li<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7814\u7a76\u73b0\u72b6<\/h2>\n\n\n\n<p>\u4f2a\u88c5\u7269\u4f53\u901a\u5e38\u901a\u8fc7\u5f62\u72b6\u3001\u989c\u8272\u6216\u56fe\u6848\u6765\u4e0e\u5468\u56f4\u73af\u5883\u878d\u4e3a\u4e00\u4f53\uff0c\u4e0e\u80cc\u666f\u4e4b\u95f4\u7684\u5dee\u5f02\u5fae\u5c0f\uff0c\u96be\u4ee5\u88ab\u4f20\u7edf\u7684\u76ee\u6807\u68c0\u6d4b\u65b9\u6cd5\u8bc6\u522b\u3002\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u4f2a\u88c5\u7269\u4f53\u68c0\u6d4b\u7f51\u7edc\uff0c\u547d\u540d\u4e3aFHCNet\uff0c\u8be5\u7f51\u7edc\u7ed3\u5408\u4e86CNN\u548cTransformer\u7684\u4f18\u52bf\uff0c\u534f\u540c\u5229\u7528\u5c40\u90e8\u7279\u5f81\u4e0e\u5168\u5c40\u7279\u5f81\u6765\u6355\u83b7\u4f2a\u88c5\u7684\u5bf9\u8c61\u5e76\u8bc6\u522b\u4e0d\u53ef\u611f\u77e5\u7684\u8fb9\u754c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u521b\u65b0\u70b9<\/h2>\n\n\n\n<ul 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class=\"wp-block-heading\">\u7814\u7a76\u5185\u5bb9<\/h2>\n\n\n\n<p>\u4f5c\u8005\u63d0\u51fa\u7684FHCNet\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=\"781\" height=\"431\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u5c4f\u5e55\u622a\u56fe-2025-06-15-220933.png\" alt=\"\" class=\"wp-image-3472\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u5c4f\u5e55\u622a\u56fe-2025-06-15-220933.png 781w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u5c4f\u5e55\u622a\u56fe-2025-06-15-220933-300x166.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u5c4f\u5e55\u622a\u56fe-2025-06-15-220933-768x424.png 768w\" sizes=\"auto, (max-width: 781px) 100vw, 781px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7f51\u7edc\u5c06\u8f93\u5165\u56fe\u50cf\u5206\u522b\u901a\u8fc7CNN\u548cTransformer\u7f16\u7801\u5668\uff0c\u63d0\u53d6\u591a\u5c3a\u5ea6\u7279\u5f81<\/li>\n\n\n\n<li>FCH\u6a21\u5757\uff1a\u5bf9\u8f93\u5165\u7684\u5168\u5c40\u7279\u5f81\u548c\u5c40\u90e8\u7279\u5f81\u5206\u522b\u4f5c\u5c40\u90e8\u589e\u5f3a\u548c\u5168\u5c40\u589e\u5f3a\u64cd\u4f5c\uff0c\u540c\u65f6\u5bf9\u5168\u5c40\u7279\u5f81\u548c\u5c40\u90e8\u7279\u5f81\u8fdb\u884c\u878d\u5408\uff0c\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u5173\u6ce8\u5168\u5c40\u7279\u5f81\u7279\u5f81\u548c\u5c40\u90e8\u7279\u5f81\u4e2d\u7684\u6709\u6548\u4fe1\u606f\uff0c\u4ee5\u6b64\u5b9e\u73b0\u5168\u5c40\u7279\u5f81\u548c\u5c40\u90e8\u7279\u5f81\u7684\u4e92\u8865\u589e\u5f3a\u3002<\/li>\n\n\n\n<li>CFC\u6a21\u5757\uff1a\u5c06\u4ece\u6df1\u5c42\u548c\u6d45\u5c42\u5f97\u5230\u7684\u7279\u5f81\u6309\u7167\u901a\u9053\u7ef4\u5ea6\u8fdb\u884c\u5206\u7ec4\u3002\u901a\u8fc7shuffle\u548csplit\u64cd\u4f5c\uff0c\u5bf9\u7279\u5f81\u8fdb\u884c\u91cd\u6392\uff0c\u4ee5\u4fbf\u80fd\u591f\u5728\u4e0d\u540c\u5c42\u6b21\u95f4\u5b9e\u73b0\u6709\u6548\u7684\u5bf9\u63a5\u548c\u6574\u5408\u3002\u5728\u5f97\u5230\u91cd\u6392\u540e\u7684\u8de8\u5c42\u7279\u5f81\u540e\uff0c\u4f7f\u7528\u5b66\u4e60\u5f97\u5230\u7684\u53ef\u8bad\u7ec3\u53c2\u6570\uff08\u03bbj\\lambda_j\u03bbj\u200b\uff09\u6765\u8c03\u8282\u6bcf\u4e2a\u7279\u5f81\u5728\u6700\u7ec8\u878d\u5408\u4e2d\u7684\u6743\u91cd\uff0c\u4ee5\u6b64\u6765\u5b9e\u73b0\u6839\u636e\u6bcf\u4e2a\u7279\u5f81\u7684\u8d21\u732e\u7a0b\u5ea6\uff0c\u8c03\u6574\u5176\u5728\u6700\u7ec8\u9884\u6d4b\u4e2d\u7684\u91cd\u8981\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h3 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class=\"wp-block-heading\">Dataset<\/h3>\n\n\n\n<p>\u5728\u5b9e\u9a8c\u8fc7\u7a0b\u4e2d\uff0c\u91c7\u7528\u4e86CAMO\u6570\u636e\u96c6\u4e2d1000\u5e45\u56fe\u50cf\u548cCOD10K\u76843040\u5f20\u56fe\u7247\u4f5c\u4e3a\u8bad\u7ec3\u96c6\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u3002\u4f7f\u7528\u4f2a\u88c5\u76ee\u6807\u68c0\u6d4b\u57fa\u51c6\u6570\u636e\u96c6CAMO\u3001COD10K\u3001NC4K\u4e0a\u5bf9\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bc4\u6307\u4f30\u6807<\/h3>\n\n\n\n<p>\u4ee5Structure-measure(S\u03b1)\uff0cMean Enhanced-measure(E\u03c6)\uff0cWeighted F-measure(F\u03b2w)\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<h2 class=\"wp-block-heading\">\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"377\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u5c4f\u5e55\u622a\u56fe-2025-06-15-222325-1-1024x377.png\" alt=\"\" class=\"wp-image-3477\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u5c4f\u5e55\u622a\u56fe-2025-06-15-222325-1-1024x377.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u5c4f\u5e55\u622a\u56fe-2025-06-15-222325-1-300x110.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u5c4f\u5e55\u622a\u56fe-2025-06-15-222325-1-768x283.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u5c4f\u5e55\u622a\u56fe-2025-06-15-222325-1.png 1124w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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width=\"1024\" height=\"246\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u5c4f\u5e55\u622a\u56fe-2025-06-15-222817-1-1024x246.png\" alt=\"\" class=\"wp-image-3480\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u5c4f\u5e55\u622a\u56fe-2025-06-15-222817-1-1024x246.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u5c4f\u5e55\u622a\u56fe-2025-06-15-222817-1-300x72.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u5c4f\u5e55\u622a\u56fe-2025-06-15-222817-1-768x184.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u5c4f\u5e55\u622a\u56fe-2025-06-15-222817-1.png 1113w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4ece\u56fe\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0cFCHNet\u80fd\u591f\u6709\u6548\u5904\u7406\u590d\u6742\u80cc\u666f\u4ee5\u4ee5\u53ca\u5c0f\u7269\u4f53\u7b49\u60c5\u51b5\u3002<\/p>\n\n\n\n<h2 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