{"id":4872,"date":"2026-03-15T22:17:54","date_gmt":"2026-03-15T14:17:54","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4872"},"modified":"2026-03-15T22:17:54","modified_gmt":"2026-03-15T14:17:54","slug":"202603-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-scout%ef%bc%9asemi-supervised-camouflaged-object-detection-by-utilizing-text-and-adaptive-data-selection","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202603-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-scout%ef%bc%9asemi-supervised-camouflaged-object-detection-by-utilizing-text-and-adaptive-data-selection\/","title":{"rendered":"202603 \u8bba\u6587\u7814\u8bfb-SCOUT\uff1aSemi-supervised Camouflaged Object Detection by Utilizing Text and Adaptive Data Selection"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aWeiqi Yan1 , Lvhai Chen1 , Shengchuan Zhang1\u2217 , Yan Zhang1 and Liujuan Cao1<\/p>\n\n\n\n<p>\u65f6\u95f4\uff1a2025.8<\/p>\n\n\n\n<p>\u6765\u6e90\uff1aIJCAI 2025<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1aXiamen University<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u80cc\u666f<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f2a\u88c5\u76ee\u6807\u68c0\u6d4b\uff08COD\uff09\u7684\u75db\u70b9<\/strong>\uff1a\u6df1\u5ea6\u878d\u5408\u4e8e\u80cc\u666f\u7684\u4f2a\u88c5\u76ee\u6807\u4f7f\u5f97\u50cf\u7d20\u7ea7\u7684\u6807\u6ce8\u975e\u5e38\u56f0\u96be\u4e14\u6210\u672c\u9ad8\u6602\u3002<\/li>\n\n\n\n<li><strong>\u73b0\u6709\u534a\u76d1\u7763\u65b9\u6cd5\u7684\u7f3a\u9677<\/strong>\uff1a\u73b0\u6709\u7684\u534a\u76d1\u7763COD\u65b9\u6cd5\u901a\u5e38\u53ea\u4f7f\u7528\u5c11\u91cf\u6807\u6ce8\u6570\u636e\u548c\u5927\u91cf\u65e0\u6807\u7b7e\u6570\u636e\uff0c\u4f46\u5b83\u4eec\u4e3b\u8981\u4f9d\u8d56<strong>\u968f\u673a\u91c7\u6837<\/strong>\u6765\u9009\u62e9\u6807\u6ce8\u6570\u636e\uff0c\u5f80\u5f80\u9009\u51fa\u8bb8\u591a\u5bf9\u6a21\u578b\u5b66\u4e60\u6ca1\u6709\u4ef7\u503c\u7684\u201c\u5e9f\u6570\u636e\u201d\uff1b\u6b64\u5916\uff0c\u9762\u5bf9\u6781\u5c11\u91cf\u7684\u6807\u7b7e\u6570\u636e\uff0c\u73b0\u6709\u6a21\u578b\u5f88\u96be\u5145\u5206\u5b66\u4e60\u5230\u590d\u6742\u7684\u4f2a\u88c5\u5148\u9a8c\u77e5\u8bc6\uff0c\u5bfc\u81f4\u5206\u5272\u6027\u80fd\u4e0d\u4f73\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u8d21\u732e<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u51fa\u4e86\u4e00\u79cd\u521b\u65b0\u7684\u534a\u76d1\u7763\u4f2a\u88c5\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\u00a0<strong>SCOUT<\/strong>\u3002<\/li>\n\n\n\n<li>\u63d0\u51fa\u4e86\u00a0<strong>\u81ea\u9002\u5e94\u6570\u636e\u589e\u5f3a\u4e0e\u9009\u62e9\uff08ADAS\uff09\u6a21\u5757<\/strong>\uff0c\u901a\u8fc7\u5bf9\u6297\u6027\u589e\u5f3a\u548c\u8bc4\u5206\u91c7\u6837\u7b56\u7565\uff0c\u4e13\u95e8\u6311\u9009\u51fa\u5bf9\u6a21\u578b\u6700\u6709\u4ef7\u503c\u7684\u6570\u636e\u8fdb\u884c\u6807\u6ce8\uff0c\u907f\u514d\u4e86\u65e0\u610f\u4e49\u7684\u6807\u6ce8\u5de5\u4f5c\u3002<\/li>\n\n\n\n<li>\u63d0\u51fa\u4e86\u00a0<strong>\u6587\u672c\u878d\u5408\u6a21\u5757\uff08TFM\uff09<\/strong>\uff0c\u5229\u7528\u56fe\u50cf\u7ea7\u6307\u793a\u6027\u6587\u672c\u5f15\u5bfc\u89c6\u89c9\u6a21\u578b\uff0c\u901a\u8fc7\u6587\u672c-\u89c6\u89c9\u4ea4\u4e92\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u5b66\u4e60\u4f2a\u88c5\u76f8\u5173\u77e5\u8bc6\u3002<\/li>\n\n\n\n<li>\u6784\u5efa\u4e86\u4e00\u4e2a\u65b0\u6570\u636e\u96c6\u00a0<strong>RefTextCOD<\/strong>\uff0c\u4e3a\u73b0\u6709\u7684\u4e3b\u6d41COD\u6570\u636e\u96c6\u8865\u5145\u4e86\u8fd1\u4e07\u5f20\u56fe\u50cf\u7ea7\u7684\u8be6\u7ec6\u6587\u672c\u63cf\u8ff0\u6807\u6ce8\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u65b9\u6cd5<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"578\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-7-1024x578.png\" alt=\"\" class=\"wp-image-4873\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-7-1024x578.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-7-300x169.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-7-768x433.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-7.png 1257w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>SCOUT\u7531\u4e24\u4e2a\u6838\u5fc3\u6a21\u5757\u7ec4\u6210\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>ADAS\u6a21\u5757\uff08\u9009\u6570\u636e\uff09<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u81ea\u9002\u5e94\u6570\u636e\u589e\u5f3a\uff08ADA\uff09<\/strong>\uff1a\u4f7f\u7528\u53ef\u5b66\u4e60\u7684\u989c\u8272\u548c\u51e0\u4f55\u589e\u5f3a\u7b56\u7565\uff0c\u5bf9\u65e0\u6807\u7b7e\u6570\u636e\u8fdb\u884c\u5bf9\u6297\u6027\u589e\u5f3a\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u9002\u5e94\u6570\u636e\u9009\u62e9\uff08ADS\uff09<\/strong>\uff1a\u8ba9\u201c\u6559\u5e08\u6a21\u578b\u201d\u548c\u201c\u5b66\u751f\u6a21\u578b\u201d\u5bf9\u65e0\u6807\u7b7e\u6570\u636e\u8fdb\u884c\u9884\u6d4b\uff0c\u8ba1\u7b97\u4e24\u8005\u9884\u6d4b\u7ed3\u679c\u7684SSIM\uff08\u7ed3\u6784\u76f8\u4f3c\u5ea6\uff09\u548cMAE\uff08\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee\uff09\u3002\u5f97\u5206\u4e3a0\u4ee3\u8868\u592a\u96be\uff08\u53ef\u80fd\u662f\u7eaf\u566a\u58f0\u70b9\uff09\uff0c\u5f97\u5206\u4e3a1\u4ee3\u8868\u592a\u7b80\u5355\uff08\u65e0\u5b66\u4e60\u4ef7\u503c\uff09\u3002\u6a21\u578b\u4e13\u95e8\u6311\u9009\u5f97\u5206\u5728\u00a0<strong>0.5\u5de6\u53f3\uff08\u4e2d\u7b49\u96be\u5ea6\u3001\u534a\u61c2\u4e0d\u61c2\uff09<\/strong>\u00a0\u7684\u6837\u672c\u4ea4\u7ed9\u4eba\u5de5\/\u7cfb\u7edf\u8fdb\u884c\u6807\u6ce8\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>TFM\u6a21\u5757\uff08\u7528\u6587\u672c\u8f85\u52a9\u89c6\u89c9\uff09<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5229\u7528\u51bb\u7ed3\u7684\u00a0<strong>CLIP\u6587\u672c\u7f16\u7801\u5668<\/strong>\u00a0\u63d0\u53d6\u6307\u793a\u6027\u6587\u672c\uff08\u4f8b\u5982\u201c\u8349\u4e1b\u4e2d\u85cf\u7740\u4e00\u8f86\u7eff\u8272\u7684\u88c5\u7532\u8f66\u201d\uff09\u7684\u7279\u5f81\u3002<\/li>\n\n\n\n<li>\u63d0\u51fa\u201c\u7ebf\u7d22\u6ce8\u610f\u529b\u673a\u5236\uff08Clue Attention\uff09\u201d\u548c\u201c\u7279\u5f81\u7801\u672c\uff08Codebook\uff09\u201d\uff0c\u5c06\u6587\u672c\u63d0\u53d6\u7684\u7c7b\u522b\u5148\u9a8c\u77e5\u8bc6\u4e0e\u89c6\u89c9\u7279\u5f81\u8fdb\u884c\u4ea4\u53c9\u6ce8\u610f\u529b\u878d\u5408\uff08Cross-Attention\uff09\uff0c\u4ece\u800c\u7cbe\u51c6\u5b9a\u4f4d\u4f2a\u88c5\u76ee\u6807\u533a\u57df\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bad\u7ec3\u96c6<\/strong>\uff1a\u4eceCAMO\u548cCOD10K\u6570\u636e\u96c6\u4e2d\u6309 1%\u30015%\u300110% \u7684\u6bd4\u4f8b\u901a\u8fc7ADAS\u6311\u9009\u6807\u6ce8\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002<\/li>\n\n\n\n<li><strong>\u6d4b\u8bd5\u96c6<\/strong>\uff1aCHAMELEON, CAMO, COD10K, NC4K \u56db\u5927\u4e3b\u6d41\u57fa\u51c6\u6d4b\u8bd5\u96c6\u3002<\/li>\n\n\n\n<li><strong>\u6d4b\u8bd5\u8bbe\u7f6e<\/strong>\uff1a\u6d4b\u8bd5\u4e86\u4f7f\u7528\u201c\u56fa\u5b9a\u6587\u672c\uff08\u5982\uff1a\u4f2a\u88c5\u76ee\u6807\uff09\u201d\u548c\u201c\u7cbe\u51c6\u6587\u672c\uff08\u5177\u4f53\u63cf\u8ff0\u76ee\u6807\u7ec6\u8282\uff09\u201d\u4e24\u79cd\u63a8\u7406\u60c5\u51b5\u3002<\/li>\n\n\n\n<li><strong>\u5bf9\u6bd4\u57fa\u7ebf<\/strong>\uff1a\u4e0eMean Teacher, CamoTeacher, SCOD-ND\u7b49\u6700\u65b0\u7684\u534a\u76d1\u7763\u6a21\u578b\u5bf9\u6bd4\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u679c<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9a\u91cf\u5206\u6790<\/strong>\uff1aSCOUT\u5728\u6240\u6709\u6d4b\u8bd5\u96c6\u548c\u6240\u6709\u8bc4\u4f30\u6307\u6807\uff08S-measure, F-measure, E-measure, MAE\uff09\u4e0a\u5747<strong>\u8d85\u8d8a\u4e86\u4e4b\u524d\u6240\u6709\u7684\u534a\u76d1\u7763SOTA\u6a21\u578b<\/strong>\u3002\u5c24\u5176\u5728MAE\u4e0a\u63d0\u5347\u4e8652.0%\uff0cS-measure\u4e0a\u63d0\u5347\u4e8619.1%\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"694\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-17-1024x694.png\" alt=\"\" class=\"wp-image-4890\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-17-1024x694.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-17-300x203.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-17-768x521.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-17.png 1059w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9a\u6027\u5206\u6790<\/strong>\uff1a\u5728\u591a\u76ee\u6807\u3001\u4e25\u91cd\u906e\u6321\u3001\u5c0f\u76ee\u6807\u7b49\u6781\u5176\u6311\u6218\u6027\u7684\u573a\u666f\u4e2d\uff0cSCOUT\u5206\u5272\u7684\u8fb9\u754c\u66f4\u6e05\u6670\uff0c\u8bef\u62a5\u66f4\u5c11\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"495\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-18-1024x495.png\" alt=\"\" class=\"wp-image-4891\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-18-1024x495.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-18-300x145.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-18-768x371.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-18.png 1045w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6d88\u878d\u5b9e\u9a8c\u8bc1\u660e<\/strong>\uff1a\u53ea\u4f9d\u9760\u7cbe\u786e\u6587\u672c\u5f15\u5bfc\uff08TFM\uff09\u6216\u53ea\u4f9d\u9760\u81ea\u9002\u5e94\u9009\u6570\u636e\uff08ADAS\uff09\uff0c\u90fd\u80fd\u5927\u5e45\u63d0\u9ad8\u6a21\u578b\u8868\u73b0\uff1b\u4e24\u8005\u7ed3\u5408\u8fbe\u5230\u4e86\u6700\u4f73\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"594\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-28-1024x594.png\" alt=\"\" class=\"wp-image-4904\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-28-1024x594.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-28-300x174.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-28-768x445.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-28.png 1059w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u542f\u53d1<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ef\u4ee5\u5f15\u5165\u8bba\u6587\u7684<strong>Mean Teacher\u534a\u76d1\u7763\u6846\u67b6<\/strong>\uff0c\u5c06Unity\u751f\u6210\u7684\u6709\u6807\u7b7e\u4eff\u771f\u6570\u636e\u4e0e\u771f\u5b9e\u65e0\u6807\u7b7e\u91ce\u5916\u4fa6\u5bdf\u5f71\u50cf\u7ed3\u5408\uff0c\u901a\u8fc7\u6559\u5e08\u6a21\u578b\u751f\u6210\u7a33\u5b9a\u4f2a\u6807\u7b7e\u6765\u6307\u5bfc\u5b66\u751f\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u501f\u9274<strong>ADAS\uff08\u81ea\u9002\u5e94\u6570\u636e\u9009\u62e9\uff09\u6a21\u5757<\/strong>\u7684\u6253\u5206\u673a\u5236\uff0c\u5229\u7528\u53cc\u6a21\u578b\u5bf9\u65e0\u6807\u7b7e\u6570\u636e\u9884\u6d4b\u7684\u7ed3\u6784\u76f8\u4f3c\u5ea6\uff08SSIM\uff09\u4e0e\u7edd\u5bf9\u8bef\u5dee\uff08MAE\uff09\u8ba1\u7b97\u4e0d\u4e00\u81f4\u6027\uff0c\u7cbe\u51c6\u7b5b\u9009\u51fa\u5f97\u5206\u57280.5\u5de6\u53f3\u7684\u9ad8\u96be\u5ea6\u3001\u9ad8\u4ef7\u503c\u8fb9\u7f18\u6837\u672c\uff0c\u6781\u5927\u964d\u4f4e\u65e0\u6548\u6570\u636e\u7684\u5904\u7406\u6210\u672c\uff1b<\/li>\n\n\n\n<li>\u6700\u540e\uff0c\u5728\u76ee\u6807\u53d1\u73b0\u4e0e\u610f\u56fe\u8ba4\u77e5\u73af\u8282\uff0c\u501f\u9274TFM\uff08\u6587\u672c\u878d\u5408\u6a21\u5757\uff09\u7684\u6838\u5fc3\u601d\u60f3\uff0c\u5c06\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u751f\u6210\u7684\u6218\u672f\u5e03\u5c40\u5efa\u8bae\u4f5c\u4e3a\u6307\u793a\u6027\u6587\u672c\uff08Referring 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