{"id":3184,"date":"2025-05-15T10:53:19","date_gmt":"2025-05-15T02:53:19","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=3184"},"modified":"2025-05-15T10:53:19","modified_gmt":"2025-05-15T02:53:19","slug":"202505%e8%ae%ba%e6%96%87%e7%a0%94-supplement-and-suppression-both-boundary-and-nonboundary-are-helpful-for-salient-object-detection","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202505%e8%ae%ba%e6%96%87%e7%a0%94-supplement-and-suppression-both-boundary-and-nonboundary-are-helpful-for-salient-object-detection\/","title":{"rendered":"202505\u8bba\u6587\u7814-Supplement and Suppression: Both Boundary and Nonboundary Are Helpful for Salient Object Detection"},"content":{"rendered":"\n<p>\u8bba\u6587\u6765\u6e90\uff1aIEEE Transactions on Neural Networks and Learning Systems<\/p>\n\n\n\n<p>\u53d1\u8868\u65e5\u671f\uff1a2021<\/p>\n\n\n\n<p>\u4f5c\u8005\uff1aGe Zhu , Jinbao Li, and Yahong Guo<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7814\u7a76\u73b0\u72b6<\/h2>\n\n\n\n<p>\u5f53SOD\u4efb\u52a1\u4e2d\u7684\u524d\u666f\u4e0e\u80cc\u666f\u6bd4\u8f83\u76f8\u4f3c\u65f6\uff0c\u4f9d\u8d56\u4e8e\u63d0\u53d6\u56fe\u50cf\u7684\u989c\u8272\uff0c\u7eb9\u7406\uff0c\u5f62\u72b6\u7b49\u7279\u5f81SOD\u68c0\u6d4b\u65b9\u6cd5\uff0c\u5f88\u96be\u83b7\u53d6\u51c6\u786e\u7684\u5206\u5272\u7ed3\u679c\u3002\u5f53\u524d\u7684\u6709\u4e9b\u65b9\u6cd5\u5f15\u5165\u4e86\u8fb9\u7f18\u4fe1\u606f\uff0c\u6765\u89e3\u51b3\u8fb9\u7f18\u6a21\u7cca\u7684\u95ee\u9898\uff0c\u4f46\u4ecd\u7136\u6709\u4e00\u5b9a\u7684\u9650\u5236\u3002\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86GFINet\uff0c\u6709\u6548\u63d0\u9ad8\u4e86\u5206\u5272\u7cbe\u5ea6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u521b\u65b0\u70b9<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GFAB: \u9010\u6b65\u805a\u5408\u591a\u5c3a\u5ea6\u7279\u5f81\uff0c\u6784\u5efa\u5168\u5c40\u7279\u5f81\u3002<\/li>\n\n\n\n<li>B&amp;NFPB\uff1a\u5229\u7528\u81ea\u76f8\u4f3c\u67b6\u6784\uff0c\u63d0\u53d6\u8fb9\u7f18\u7279\u5f81\uff0c\u83b7\u5f97\u8fb9\u7f18\u5f15\u5bfc\u4fe1\u606f\u548c\u975e\u8fb9\u7f18\u6291\u5236\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>GFIM\uff1a \u6574\u5408\u5168\u5c40\u7279\u5f81\uff0c\u8fb9\u7f18\u5f15\u5bfc\u4fe1\u606f\u548c\u975e\u8fb9\u7f18\u6291\u5236\u4fe1\u606f\uff0c\u4ea7\u751f\u6700\u7ec8\u7684\u5206\u5272\u7ed3\u679c\u3002<\/li>\n\n\n\n<li>BRA_Loss\uff1a\u6307\u5bfc\u7f51\u7edc\u5c06\u4e0d\u540c\u7684\u6743\u91cd\u5206\u914d\u7ed9\u4e0d\u540c\u4f4d\u7f6e\uff0c\u4f7f\u7f51\u7edc\u66f4\u591a\u5730\u5173\u6ce8\u8fb9\u754c\u9644\u8fd1\u7684\u50cf\u7d20\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\u7684GFINet\u67b6\u6784\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"570\" height=\"495\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-20.png\" alt=\"\" class=\"wp-image-3185\" style=\"width:394px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-20.png 570w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-20-300x261.png 300w\" sizes=\"auto, (max-width: 570px) 100vw, 570px\" \/><\/figure>\n\n\n\n<p>GFINet\u7684\u5de5\u4f5c\u6d41\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"718\" height=\"355\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-21.png\" alt=\"\" class=\"wp-image-3186\" style=\"width:508px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-21.png 718w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-21-300x148.png 300w\" sizes=\"auto, (max-width: 718px) 100vw, 718px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Global Feature Aggregation Branch<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"681\" height=\"287\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-22.png\" alt=\"\" class=\"wp-image-3188\" style=\"width:475px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-22.png 681w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-22-300x126.png 300w\" sizes=\"auto, (max-width: 681px) 100vw, 681px\" \/><\/figure>\n\n\n\n<p>GFAB\u7531HFE\u548cBFA\u7ec4\u6210\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>HFE\uff1a\u63d0\u53d6\u5168\u5c40\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u901a\u8fc7ASPP\u6765\u83b7\u53d6\u5168\u5c40\u4fe1\u606f\uff0c\u5e76\u901a\u8fc7\u7a7a\u95f4\u6ce8\u610f\u529b\u673a\u5236\u6765\u6291\u5236\u566a\u58f0\uff0c\u83b7\u53d6\u5173\u952e\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>BFA\uff1a\u5bf9\u7f16\u7801\u5668\u8f93\u51fa\u7279\u5f81\uff0c\u8fc7\u6ee4\u540e\u7684\u5168\u5c40\u7279\u5f81\u4ee5\u53ca\u4e0a\u4e00\u5c42\u8f93\u51fa\u8fdb\u884c\u6574\u5408\uff0c\u751f\u6210\u6700\u7ec8\u5168\u5c40\u7279\u5f81\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Boundary and Nonboundary Features\u2019 Perception Branch<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"868\" height=\"376\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-23.png\" alt=\"\" class=\"wp-image-3190\" style=\"width:542px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-23.png 868w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-23-300x130.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-23-768x333.png 768w\" sizes=\"auto, (max-width: 868px) 100vw, 868px\" \/><\/figure>\n\n\n\n<p>B&amp;NFPB\u6a21\u5757\u7684\u5de5\u4f5c\u6d41\u7a0b\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"207\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-24.png\" alt=\"\" class=\"wp-image-3191\" style=\"width:552px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-24.png 600w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-24-300x104.png 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Gated Feature Interaction Module<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"728\" height=\"416\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-25.png\" alt=\"\" class=\"wp-image-3192\" style=\"width:505px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-25.png 728w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-25-300x171.png 300w\" sizes=\"auto, (max-width: 728px) 100vw, 728px\" \/><\/figure>\n\n\n\n<p>\u8be5\u6a21\u5757\u6709\u6548\u6574\u5408\u5148\u524d\u7684\u5168\u5c40\u7279\u5f81\uff0c\u5b9e\u73b0\u5bf9\u5168\u5c40\u7279\u5f81\u4e2d\u975e\u76ee\u6807\u50cf\u7d20\u6291\u5236\u4ee5\u53ca\u5bf9\u76ee\u6807\u8fb9\u7f18\u7684\u589e\u5f3a\uff0c\u5e76\u4ea7\u751f\u6700\u7ec8\u7684\u5206\u5272\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u975e\u8fb9\u7f18\u7279\u5f81\u5bf9\u5168\u5c40\u7279\u5f81\u4e2d\u975e\u76ee\u6807\u50cf\u7d20\u7684\u6291\u5236\u53ef\u89c6\u5316\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"537\" height=\"402\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-26.png\" alt=\"\" class=\"wp-image-3193\" style=\"width:405px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-26.png 537w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-26-300x225.png 300w\" sizes=\"auto, (max-width: 537px) 100vw, 537px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Border Region Aware Loss<\/h3>\n\n\n\n<p>SOD\u91c7\u7528\u7684BCE\u635f\u5931\uff0c\u5ffd\u7565\u4e86\u5168\u5c40\u7ed3\u6784\uff0c\u5bfc\u81f4\u76ee\u6807\u8fb9\u7f18\u9644\u8fd1\u7684\u50cf\u7d20\u9884\u6d4b\u7684\u9519\u8bef\u7387\u66f4\u9ad8\uff0c\u4e3a\u4e86\u6307\u5bfc\u7f51\u7edc\u5173\u6ce8\u663e\u7740\u76ee\u6807\u7684\u5168\u5c40\u7ed3\u6784\u548c\u8fb9\u754c\u7ec6\u8282\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86BRA\u635f\u5931\uff0c\u8fdb\u4e00\u6b65\u63d0\u9ad8\u5206\u5272\u7cbe\u5ea6\u3002BRA\u635f\u5931\u5b9a\u4e49\u5165\u4e0b\uff1a<\/p>\n\n\n\n<p>\u4f5c\u8005\u5b9a\u5b9a\u4e49\u4e86\u524d\u666f\u548c\u80cc\u666f\u90e8\u5206\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"630\" height=\"49\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-28.png\" alt=\"\" class=\"wp-image-3195\" style=\"width:477px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-28.png 630w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-28-300x23.png 300w\" sizes=\"auto, (max-width: 630px) 100vw, 630px\" \/><\/figure>\n\n\n\n<p>\u4f5c\u8005\u5c06\u635f\u5931\u5b9a\u4e49\u4e3a\u524d\u666f\u635f\u5931\u548c\u80cc\u666f\u635f\u5931\u4e24\u90e8\u5206\uff0c\u5e76\u5bf9\u4ed6\u4eec\u8d4b\u4e88\u4e0d\u540c\u7684\u6743\u91cd\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"675\" height=\"378\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-29.png\" alt=\"\" class=\"wp-image-3196\" style=\"width:488px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-29.png 675w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-29-300x168.png 300w\" sizes=\"auto, (max-width: 675px) 100vw, 675px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d\u03b2\u7684\u5b9a\u4e49\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"526\" height=\"130\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-31.png\" alt=\"\" class=\"wp-image-3198\" style=\"width:386px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-31.png 526w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-31-300x74.png 300w\" sizes=\"auto, (max-width: 526px) 100vw, 526px\" \/><\/figure>\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>\u4f5c\u8005\u5728\u4e94\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u5bf9\u5e94\u7684\u6570\u636e\u96c6\u5206\u522b\u662f Pascal-S \uff0c ECSSD\uff0c HKU-IS\uff0c Dut-omron\uff0c DUTS\uff0c\u5176\u4e2dDUTS\u5305\u542b10553\u4e2a\u8bad\u7ec3\u56fe\u50cf(DUTS-TR\uff09\u548c5019\u4e2a\u6d4b\u8bd5\u56fe\u50cf\uff08DUTS-TE\uff09\uff0c\u4f5c\u8005\u91c7\u7528DUTS-TR\u4f5c\u4e3a\u8bad\u7ec3\u96c6\uff0c\u5176\u4f59\u6570\u636e\u96c6\u5145\u5f53\u6d4b\u8bd5\u96c6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bc4\u6307\u4f30\u6807<\/h3>\n\n\n\n<p>\u4f5c\u8005\u4ee5Mean Absolute Error(MAE)\uff0c Mean Absolute Error_Boundary(MAE_b)\uff0cF-measure(F_\u03b2)\uff0c S-measure(S_m)\uff0c\u8fd94\u4e2a\u503c\u6307\u6807\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 is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"399\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-38-1024x399.png\" alt=\"\" class=\"wp-image-3207\" style=\"width:526px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-38-1024x399.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-38-300x117.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-38-768x299.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-38.png 1273w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u4f5c\u8005\u7684\u65b9\u6cd5\u4e0d\u4ec5\u53ef\u4ee5\u6291\u5236\u4f2a\u524d\u666f\u4fe1\u606f\uff0c\u8fd8\u53ef\u4ee5\u63d0\u9ad8\u8fb9\u754c\u533a\u57df\u7684\u8d28\u91cf\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-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"496\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-39-1024x496.png\" alt=\"\" class=\"wp-image-3208\" style=\"width:547px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-39-1024x496.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-39-300x145.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-39-768x372.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-39.png 1076w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4ece\u56fe\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0cGFINet\u5728\u5904\u7406\u5c0f\u7269\u4f53\uff0c\u590d\u6742\u76ee\u6807\u4efb\u52a1\u91cd\u8868\u73b0\u51fa\u8272\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6d88\u878d\u5b9e\u9a8c<\/h3>\n\n\n\n<p>\u4f5c\u8005\u4e3a\u4e86\u9a8c\u8bc1B\uff06NFPB\u548cGFIM\u7684\u6709\u6548\u6027\u8fdb\u884c\u4e86\u6d88\u878d\u5b9e\u9a8c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"232\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-40-1024x232.png\" alt=\"\" class=\"wp-image-3209\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-40-1024x232.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-40-300x68.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-40-768x174.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/05\/image-40.png 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u4e24\u4e2a\u6a21\u5757\u5bf9\u6a21\u578b\u5206\u5272\u6027\u80fd\u7684\u63d0\u9ad8\u662f\u6709\u5e2e\u52a9\u7684\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u8bba<\/h2>\n\n\n\n<p>\u9488\u5bf9SOD\u4efb\u52a1\uff0c\u4f5c\u8005\u63d0\u51fa\u7684GFINet\u901a\u8fc7\u6574\u5408\u5168\u5c40\u7279\u5f81\uff0c\u5229\u7528\u8fb9\u7f18\u4fe1\u606f\u548c\u975e\u8fb9\u7f18\u4fe1\u606f\u5bf9\u5168\u5c40\u4fe1\u606f\u4e2d\u7684\u76ee\u6807\u90e8\u5206\u8fdb\u884c\u589e\u5f3a\uff0c\u5bf9\u4f2a\u76ee\u6807\u50cf\u7d20\u8fdb\u884c\u6291\u5236\uff0c\u4ece\u800c\u6709\u6548\u5730\u63d0\u9ad8\u6a21\u578b\u7684\u5206\u5272\u7cbe\u5ea6\u3002<\/p>\n\n\n\n<h2 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