{"id":816,"date":"2024-07-15T22:50:21","date_gmt":"2024-07-15T14:50:21","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=816"},"modified":"2024-07-25T15:16:11","modified_gmt":"2024-07-25T07:16:11","slug":"202407-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-22%e7%ba%a7%e5%bc%a0%e5%b0%8f%e9%9b%a8-self-support-few-shot-semantic-segmentation","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202407-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-22%e7%ba%a7%e5%bc%a0%e5%b0%8f%e9%9b%a8-self-support-few-shot-semantic-segmentation\/","title":{"rendered":"202407 \u8bba\u6587\u7814\u8bfb\u2013-Self-Support Few-Shot Semantic Segmentation"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li>\u4f5c\u8005\uff1aFan Q, Pei W, Tai Y W\u7b49<\/li>\n\n\n\n<li>\u6765\u6e90\uff1aEuropean Conference on Computer Vision. Cham: Springer Nature Switzerland, 2022<\/li>\n\n\n\n<li>\u5355\u4f4d\uff1a\u5feb\u624b\u79d1\u6280\u3001\u9999\u6e2f\u7279\u522b\u884c\u653f\u533a\u7814\u7a76\u8d44\u52a9\u5c40\u548c\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u57fa\u91d1<\/li>\n\n\n\n<li>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"http:\/\/arxiv.org\/\/pdf\/2404.16130\"><a href=\"http:\/\/arxiv.org\/pdf\/2207.11549\">arxiv.org\/pdf\/2207.11549<\/a><\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u7814\u7a76\u80cc\u666f<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f53\u524d\u7684\u5c0f\u6837\u672c\u5206\u5272\u65b9\u6cd5\u4ecd\u7136\u4e25\u91cd\u5730\u53d7\u5230\u63d0\u4f9b\u7684\u5c0f\u6837\u672c\u652f\u6301\u800c\u5bfc\u81f4\u7684\u7c7b\u5185\u53d8\u5316\u7684\u6709\u9650\u8986\u76d6\u7684\u5f71\u54cd\uff0c\u6bd4\u5982\u7531\u9ed1\u9a6c\u627e\u5230\u767d\u9a6c\u3002<\/li>\n\n\n\n<li>\u57fa\u4e8e\u7b80\u5355\u683c\u5f0f\u5854\u539f\u7406\uff0c\u5373\u5c5e\u4e8e\u540c\u4e00\u5bf9\u8c61\u7684\u50cf\u7d20\u6bd4\u5c5e\u4e8e\u540c\u4e00\u7c7b\u7684\u4e0d\u540c\u5bf9\u8c61\u7684\u50cf\u7d20\u66f4\u76f8\u4f3c\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u81ea\u652f\u6301\u5339\u914d\u7b56\u7565\u6765\u7f13\u89e3\u8fd9\u4e00\u95ee\u9898\uff0c\u8be5\u7b56\u7565\u4f7f\u7528\u67e5\u8be2\u539f\u578b\u6765\u5339\u914d\u67e5\u8be2\u7279\u5f81\uff0c\u5176\u4e2d\u67e5\u8be2\u539f\u578b\u662f\u4ece\u9ad8\u7f6e\u4fe1\u5ea6\u67e5\u8be2\u9884\u6d4b\u4e2d\u6536\u96c6\u7684\u3002<\/li>\n\n\n\n<li>\u8be5\u7b56\u7565\u53ef\u4ee5\u6709\u6548\u5730\u6355\u83b7\u67e5\u8be2\u5bf9\u8c61\u7684\u4e00\u81f4\u5e95\u5c42\u7279\u5f81\uff0c\u4ece\u800c\u5339\u914d\u67e5\u8be2\u7279\u5f81\u3002<\/li>\n\n\n\n<li>\u8fd8\u63d0\u51fa\u4e86\u81ea\u9002\u5e94\u81ea\u652f\u6301\u80cc\u666f\u539f\u578b\u751f\u6210\u6a21\u5757\u548c\u81ea\u652f\u6301\u635f\u5931\uff0c\u4ee5\u8fdb\u4e00\u6b65\u4fc3\u8fdb\u81ea\u652f\u6301\u5339\u914d\u8fc7\u7a0b\u3002<\/li>\n\n\n\n<li>\u81ea\u652f\u6301\u7f51\u7edc\u5927\u5927\u63d0\u9ad8\u4e86\u539f\u578b\u8d28\u91cf\uff0c\u53d7\u76ca\u4e8e\u66f4\u5f3a\u7684\u4e3b\u5e72\u548c\u66f4\u591a\u652f\u6301\uff0c\u5e76\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u5b9e\u73b0\u4e86SOTA\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u603b\u7ed3\uff1a<br><strong>\u5b58\u5728\u7684\u95ee\u9898:<\/strong> support\u548cquery\u540c\u7c7b\u76ee\u6807\u4e4b\u95f4\u5b58\u5728\u7684\u5916\u89c2\u5dee\u5f02\uff0c\u5c5e\u4e8e\u7c7b\u5185\u5dee\u5f02<br><strong>\u52a8\u673a:<\/strong> \u57fa\u4e8e\u7b80\u5355\u683c\u5f0f\u5854\u539f\u7406\uff0c\u5373\u5c5e\u4e8e\u540c\u4e00\u76ee\u6807\u7684\u50cf\u7d20\u6bd4\u5c5e\u4e8e\u540c\u2014\u7c7b\u7684\u4e0d\u540c\u76ee\u6807\u7684\u50cf\u7d20\u66f4\u76f8\u4f3c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u672c\u6587\u8d21\u732e<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u51fa\u65b0\u9896\u7684\u81ea\u652f\u6491\u5339\u914d\uff0c\u6784\u5efa\u65b0\u9896\u7684\u81ea\u652f\u6491\u7f51\u7edc\uff0c\u89e3\u51b3FSS\u4e2d\u7684\u5916\u89c2\u5dee\u5f02\u95ee\u9898<\/li>\n\n\n\n<li>\u63d0\u51fa\u4e86\u81ea\u652f\u6491\u539f\u578b\u3001\u81ea\u9002\u5e94\u81ea\u652f\u6491\u80cc\u666f\u539f\u578b\u548c\u81ea\u652f\u6491\u635f\u5931<\/li>\n\n\n\n<li>\u81ea\u652f\u6301\u65b9\u6cd5\u53d7\u76ca\u4e8e\u66f4\u5f3a\u5927\u7684\u4e3b\u5e72\u7f51\u548c\u66f4\u591a\u7684\u652f\u6301\uff0c\u5e76\u4e14\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u4f18\u4e8e\u4ee5\u524d\u7684 SOTA\uff0c\u5177\u6709\u8bb8\u591a\u7406\u60f3\u7684\u4f18\u52bf<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u6574\u4f53\u6846\u67b6<\/h2>\n\n\n\n<ul class=\"wp-block-list is-style-default\">\n<li><\/li>\n<\/ul>\n\n\n\n<p><strong>1\u3001\u4e3b\u6d41\u5c0f\u6837\u672c\u5206\u5272\u6a21\u578b<\/strong><\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fe9cc265 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"430\" height=\"261\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/\u56fe\u72471.png\" alt=\"\" class=\"wp-image-825\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/\u56fe\u72471.png 430w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/\u56fe\u72471-300x182.png 300w\" sizes=\"auto, (max-width: 430px) 100vw, 430px\" \/><figcaption class=\"wp-element-caption\">\u8f93\u5165\u652f\u6301\u548c\u67e5\u8be2\u56fe\u50cf\u7531\u6743\u91cd\u5171\u4eab\u4e3b\u5e72\u5904\u7406\uff0c\u4ee5\u63d0\u53d6\u56fe\u50cf\u7279\u5f81Fs,Fq\uff1b\u7136\u540e\u652f\u6301\u7279\u5f81Fs\u53ca\u5176\u771f\u503c\u63a9\u7801Ms\u88ab\u9001\u5230\u5c4f\u853d\u5e73\u5747\u6c60\u5c42\uff0c\u4ee5\u751f\u6210\u652f\u6301\u539f\u578b\u5411\u91cfPs={Ps,f,Ps,b}\u5206\u522b\u7528\u4e8e\u524d\u666f\u548c\u80cc\u666f\u533a\u57df\u3002\u6700\u540e\u901a\u8fc7\u8bc4\u4f30Ps\u548cFq\u4e4b\u95f4\u7684\u4f59\u5f26\u76f8\u4f3c\u6027\uff0c\u751f\u6210\u4e24\u4e2a\u8ddd\u79bbDf,Db,\u7136\u540e\u901a\u8fc7softmax\u8fd0\u7b97\u5904\u7406\uff0c\u4f5c\u4e3a\u6700\u7ec8\u9884\u6d4b\u3002<\/figcaption><\/figure>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-6c531013 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"847\" height=\"382\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/G_YWF2TWX8VELZ4G.png\" alt=\"\" class=\"wp-image-827\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/G_YWF2TWX8VELZ4G.png 847w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/G_YWF2TWX8VELZ4G-300x135.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/G_YWF2TWX8VELZ4G-768x346.png 768w\" sizes=\"auto, (max-width: 847px) 100vw, 847px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p><strong>2\u3001\u6574\u4f53\u81ea\u652f\u6301\u7f51\u7edc\u67b6\u6784<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"396\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/\u56fe\u72472-1024x396.png\" alt=\"\" class=\"wp-image-829\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/\u56fe\u72472-1024x396.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/\u56fe\u72472-300x116.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/\u56fe\u72472-768x297.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/\u56fe\u72472.png 1042w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u9996\u5148\u4f7f\u7528\u4f20\u7edf\u7684\u57fa\u4e8e\u652f\u6301\u539f\u578b\u7684\u5339\u914d\u7f51\u7edc\u751f\u6210\u521d\u59cb\u6a21\u677f\u9884\u6d4b\u3002\u7136\u540e\uff0c\u5229\u7528\u521d\u59cb\u67e5\u8be2\u63a9\u7801\u805a\u5408\u67e5\u8be2\u7279\u5f81\u4ee5\u751f\u6210\u81ea\u652f\u6301\u539f\u578b\uff0c\u5373\u81ea\u652f\u6301\u524d\u53f0\u539f\u578b(SSFP)\u548c\u81ea\u9002\u5e94\u81ea\u652f\u6301\u540e\u53f0\u539f\u578b(ASBP)\u3002\u6700\u540e\uff0c\u6211\u4eec\u5c06\u652f\u6301\u539f\u578b\u548c\u81ea\u652f\u6301\u539f\u578b\u7ed3\u5408\u8d77\u6765\uff0c\u8fdb\u884c\u4e0e\u67e5\u8be2\u529f\u80fd\u7684\u5339\u914d\u3002<br><strong>\u6838\u5fc3\u601d\u60f3\uff1a\u805a\u5408\u67e5\u8be2\u529f\u80fd\u4ee5\u751f\u6210\u67e5\u8be2\u539f\u578b\u5e76\u4f7f\u7528\u5b83\u81ea\u652f\u6301\u67e5\u8be2\u529f\u80fd\u672c\u8eab<\/strong><\/figcaption><\/figure>\n\n\n\n<p>\u4e3a\u6bcf\u4e2a\u67e5\u8be2\u50cf\u7d20\u81ea\u9002\u5e94\u5730\u751f\u6210\u81ea\u652f\u6301\u80cc\u666f\u539f\u578b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"394\" height=\"34\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-46.png\" alt=\"\" class=\"wp-image-834\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-46.png 394w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-46-300x26.png 300w\" sizes=\"auto, (max-width: 394px) 100vw, 394px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"832\" height=\"761\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/X_6UWH33@8G99NRLIPGN-1.png\" alt=\"\" class=\"wp-image-832\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/X_6UWH33@8G99NRLIPGN-1.png 832w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/X_6UWH33@8G99NRLIPGN-1-300x274.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/X_6UWH33@8G99NRLIPGN-1-768x702.png 768w\" sizes=\"auto, (max-width: 832px) 100vw, 832px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u5b9e\u9a8c<\/h2>\n\n\n\n<p><strong>\u5b9e\u9a8c\u8bbe\u7f6e<\/strong><\/p>\n\n\n\n<ul 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