{"id":1534,"date":"2024-07-29T10:06:05","date_gmt":"2024-07-29T02:06:05","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=1534"},"modified":"2024-11-14T21:46:47","modified_gmt":"2024-11-14T13:46:47","slug":"76","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/76\/","title":{"rendered":"SAM-Adapter\u6a21\u578b\u7684\u4e2a\u4eba\u7406\u89e3"},"content":{"rendered":"\n

\u3010SAM Fails to Segment Anything? \u2013 SAM-Adapter: Adapting SAM in Underperformed Scenes: Camouflage, Shadow, Medical Image Segmentation, and More\u3011<\/p>\n\n\n\n

\u672c\u7bc7\u6587\u7ae0\u662f\u4e2a\u4eba\u770b\u6587\u732e\u7684\u4e00\u4e9b\u603b\u7ed3\u548c\u4e2a\u4eba\u7684\u60f3\u6cd5\uff0c\u90fd\u662f\u4e2a\u4eba\u770b\u8fc7\u6587\u7ae0\u4e4b\u540e\u7684\u7406\u89e3\uff0c\u4e0d\u4fdd\u8bc1\u4e00\u5b9a\u662f\u5bf9\u7684\uff0c\u5982\u679c\u6211\u7684\u7406\u89e3\u6709\u9519\uff0c\u6b22\u8fce\u7ea0\u6b63\u3002<\/p>\n\n\n\n

\uff082023.5.2\uff09<\/p>\n\n\n\n

SAM\u662f\u4e00\u79cd\u901a\u7528\u7684\u56fe\u50cf\u5206\u5272\u6a21\u578b<\/strong>\uff0c\u56e0\u4e3a\u8bad\u7ec3\u6570\u636e\u4e0d\u80fd\u6db5\u76d6\u6574\u4e2a\u8bed\u6599\u5e93<\/strong>\uff0c\u5e76\u4e14\u5de5\u4f5c\u573a\u666f\u53ef\u80fd\u4f1a\u53d1\u751f\u53d8\u5316<\/strong>\uff0c\u5728\u67d0\u4e9b\u4efb\u52a1\u4e2d<\/strong>\uff0c\u5982\u9634\u5f71\u68c0\u6d4b\u548c\u4f2a\u88c5\u7269\u4f53\u68c0\u6d4b\u4e2d\u8868\u73b0\u4e0d\u4f73<\/strong>\u3002<\/p>\n\n\n\n

\u521b\u65b0\u70b9<\/strong>\uff1a\u9996\u6b21\u5c1d\u8bd5\u5c06\u5927\u578b\u9884\u8bad\u7ec3\u56fe\u50cf\u5206\u5272\u6a21\u578bSAM\u7528\u4e8e\u7279\u5b9a\u7684\u4e0b\u6e38\u4efb\u52a1<\/strong>\uff0c\u5e76\u63d0\u9ad8\u5176\u6027\u80fd<\/strong>\u3002<\/p>\n\n\n\n

SAM-Adapter\u7684\u76ee\u6807\u662f\u5229\u7528\u4eceSAM\u4e2d\u5b66\u4e60\u5230\u7684\u77e5\u8bc6<\/strong>\u3002\u56e0\u6b64\uff0c\u9009\u62e9SAM\u4f5c\u4e3a\u5206\u5272\u7f51\u7edc\u7684\u9aa8\u5e72<\/strong>\u3002SAM\u7684\u56fe\u50cf\u7f16\u7801\u5668\u662f\u4e00\u4e2aViT-H\/16\u6a21\u578b<\/strong>\uff0c\u5728\u8fdb\u884c\u5fae\u8c03\u6a21\u578b\u7684\u65f6\u5019\u51bb\u7ed3\u539f\u672cSAM\u9884\u8bad\u7ec3\u597d\u7684ViT\u5c42\u7684\u53c2\u6570<\/strong>\u3002<\/p>\n\n\n\n

SAM-Adapter\u5bf9\u4e8eSAM\u7684\u5fae\u8c03\u90e8\u5206\u4e3b\u8981\u4e3a\uff1a\u56fe\u50cf\u7f16\u7801\u5668\u4e2d\u65b0\u6dfb\u52a0\u7684adaptor\u6a21\u5757<\/strong>\u548cSAM\u7684\u63a9\u7801\u89e3\u7801\u5668\u6a21\u5757<\/strong>\u3002 \u65b0\u6dfb\u52a0\u7684adaptor\u6a21\u5757\u4e3b\u8981\u7531\u4e24\u4e2a\u5168\u8fde\u63a5\u5c42\uff08MLP\uff09\u7ec4\u6210<\/strong>\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

Adaptor\u4e2d\u7684MLP<\/strong>\uff0c\u8fd8\u6709MLP\u4e2d\u7684\u6fc0\u6d3b\u51fd\u6570<\/strong>\u548c\u63a9\u7801\u89e3\u7801\u5668<\/strong>\u7ec4\u6210\u4e86\u6240\u6709\u8981\u6839\u636e\u7279\u5b9a\u6570\u636e\u96c6\u5fae\u8c03\u7684\u53c2\u6570<\/strong>\u3002<\/p>\n\n\n\n

\u6587\u7ae0\u4f7f\u7528\u6b64\u5fae\u8c03\u7b56\u7565\u5728\u4f2a\u88c5\u7269\u4f53\u68c0\u6d4b<\/strong>\u3001\u9634\u5f71\u68c0\u6d4b<\/strong>\u548c\u533b\u5b66\u5f71\u50cf\u5206\u5272<\/strong>\u4e09\u4e2a\u4efb\u52a1\u4e2d\u8fdb\u884c\u5b9e\u9a8c\u3002<\/p>\n\n\n\n

\u5728\u4f2a\u88c5\u7269\u4f53\u68c0\u6d4b<\/strong>\u7684\u4efb\u52a1\u4e2d\u4f7f\u7528\u4e86COD10K\u3001CHAMELEON\u548cCAMO\u6570\u636e\u96c6<\/strong>\u3002<\/p>\n\n\n\n

COD10K\u662f\u4f2a\u88c5\u7269\u4f53\u68c0\u6d4b\u4e2d\u6700\u5927\u7684\u6570\u636e\u96c6\uff0c\u5305\u542b3,040\u4e2a\u8bad\u7ec3\u6837\u672c\u548c2,026\u4e2a\u6d4b\u8bd5\u6837\u672c\u3002<\/p>\n\n\n\n

CHAMELEON\u5305\u542b\u4ece\u4e92\u8054\u7f51\u6536\u96c6\u768476\u5f20\u6d4b\u8bd5\u56fe\u50cf\u3002<\/p>\n\n\n\n

CAMO\u6570\u636e\u96c6\u5305\u542b1250\u5f20\u56fe\u50cf\uff081000\u5f20\u7528\u4e8e\u8bad\u7ec3\u96c6\uff0c250\u5f20\u7528\u4e8e\u6d4b\u8bd5\u96c6\uff09\u3002<\/p>\n\n\n\n

\u9634\u5f71\u68c0\u6d4b\u4f7f\u7528ISTD\u6570\u636e\u96c6<\/strong>\uff0c\u6570\u636e\u96c6\u4e2d\u5305\u542b1,330\u5f20\u8bad\u7ec3\u56fe\u50cf\u548c540\u5f20\u6d4b\u8bd5\u56fe\u50cf\u3002<\/p>\n\n\n\n

\u533b\u5b66\u5f71\u50cf\u5206\u5272<\/strong>\u4efb\u52a1\u4e2d\u9009\u62e9\u4e86\u606f\u8089\u5206\u5272\u6570\u636e\u96c6<\/strong>\uff0ckvasir-SEG\u6570\u636e\u96c6<\/strong>\u3002<\/p>\n\n\n\n

\u4f2a\u88c5\u68c0\u6d4b<\/strong>\u4e2dSAM-Adapter\u5728\u4e09\u4e2a\u6570\u636e\u96c6\u4e2d\u7684\u8868\u73b0<\/strong>\u5982\u4e0b\uff1a<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u8868\u4e2d\u53ef\u4ee5\u770b\u5230\uff0cSAM\u6a21\u578b\u7684\u8868\u73b0\u8fdc\u8fdc\u4f4e\u4e8e\u5176\u5b83\u6bd4\u8f83\u7684\u6a21\u578b<\/strong>\uff0c\u539f\u56e0\u5c31\u662fSAM\u7684\u8bad\u7ec3\u96c6\u81ea\u7136\u56fe\u50cf\u4e0e\u590d\u6742\u56fe\u50cf\u7684\u5dee\u8ddd\u8f83\u5927\u3002\u4f46\u662f\u901a\u8fc7\u672c\u6587\u7684\u5fae\u8c03\u7b56\u7565<\/strong>\uff0cSAM-Adapter\u6a21\u578b\u5728CAMO\u6570\u636e\u96c6\u548cCOD10K\u6570\u636e\u96c6<\/strong>\u4e2d\u6240\u6709\u6307\u6807\u90fd\u8d85\u8fc7\u4e86SOTA\u6a21\u578b<\/strong>\uff0cCHAMELEON\u6570\u636e\u96c6\u4e2d\u7684\u8868\u73b0\u6548\u679c\u7efc\u5408\u6765\u8bf4\u4e5f\u6bd4\u8f83\u597d<\/strong>\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n
\"\"<\/div><\/figure>\n\n\n\n

\u9634\u5f71\u68c0\u6d4b<\/strong>\u4e2dSAM-Adapter\u6a21\u578b\u7684\u8868\u73b0<\/strong>\u5982\u4e0b\uff1a<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

BER\u6307\u6807\u8d8a\u5c0f\u8d8a\u597d<\/strong>\uff0c\u53ef\u4ee5\u770b\u5230\u7ecf\u8fc7\u5fae\u8c03\u7684SAM\uff0cSAM-Adapter\u6a21\u578b\u7684\u6027\u80fd\u6700\u597d<\/strong>\u3002\u5e76\u4e14\u4e5f\u53ef\u4ee5\u53d1\u73b0SAM-Adapter\u6a21\u578b\u6027\u80fd\u8fdc\u597d\u4e8e\u6ca1\u6709\u7ecf\u8fc7\u5fae\u8c03\u7684SAM<\/strong>\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n
\"\"<\/div><\/figure>\n\n\n\n

\u533b\u7597\u5f71\u50cf\u5206\u5272\uff08\u606f\u8089\u5f71\u50cf\u5206\u5272<\/strong>\u4e3a\u4f8b\uff09\u4e2dSAM-Adapter\u6a21\u578b\u7684\u8868\u73b0<\/strong>\u5982\u4e0b\uff1a<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u4ece\u4e0a\u8868\u4e2d\u53ef\u4ee5\u770b\u5230\uff0c\u7ecf\u8fc7\u5fae\u8c03\u7684SAM-Adapter\u6a21\u578b\u7684\u8868\u73b0\u662f\u6700\u597d<\/strong>\u7684\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u672a\u6765\u5de5\u4f5c\uff1a\u53ef\u4ee5\u53c2\u8003SAM-Adapter\u6a21\u578b\u7684\u5fae\u8c03\u7b56\u7565\uff0c\u4ee5\u89e3\u51b3\u66f4\u5177\u6311\u6218\u6027\u7684\u56fe\u50cf\u5206\u5272\u4efb\u52a1<\/strong>\uff0c\u5e76\u5c06\u5176\u5e94\u7528\u8303\u56f4\u6269\u5927\u5230\u5176\u4ed6\u9886\u57df<\/strong>\u3002<\/p>\n\n\n\n

\u5e76\u4e14\u671f\u671b\u9488\u5bf9\u5177\u4f53\u4efb\u52a1\u5f00\u53d1\u66f4\u4e13\u95e8\u7684\u8bbe\u8ba1<\/strong>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u3010SAM Fails to Segment Anything? \u2013 SAM-Adapter: Adapting […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[33],"tags":[3,25,35,7,8,34],"class_list":["post-1534","post","type-post","status-publish","format-standard","hentry","category-wxyd","tag-xxbj","tag-xd","tag-wxyd","tag-jjxx","tag-deeplearning","tag-lw"],"_links":{"self":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1534","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/comments?post=1534"}],"version-history":[{"count":2,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1534\/revisions"}],"predecessor-version":[{"id":1836,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1534\/revisions\/1836"}],"wp:attachment":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/media?parent=1534"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/categories?post=1534"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/tags?post=1534"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}