{"id":1469,"date":"2024-07-27T11:44:22","date_gmt":"2024-07-27T03:44:22","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=1469"},"modified":"2024-11-14T21:48:21","modified_gmt":"2024-11-14T13:48:21","slug":"72","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/72\/","title":{"rendered":"Polyp-SAM++\u7684\u4e2a\u4eba\u7406\u89e3"},"content":{"rendered":"\n

\u3010Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation?\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

\uff082023.8.12\uff09<\/p>\n\n\n\n

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

\u5230\u76ee\u524d\u4e3a\u6b62\uff0cSAM<\/strong>\u5728\u5206\u5272\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u5f88\u597d\u7684\u6548\u679c\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u5e94\u7528\u9886\u57df\u6b63\u5728\u5bf9SAM\u8fdb\u884c\u5b9e\u73b0\u548c\u5b9e\u9a8c\u5206\u6790\u3002<\/p>\n\n\n\n

\u5177\u4f53\u5230\u606f\u8089\u5206\u5272<\/strong>\uff0cZhou\u7b49\u4eba\u548cChen\u7b49\u4eba\u5206\u522b\u4f7f\u7528\u975e\u63d0\u793aSAM\u548c\u81ea\u9002\u5e94SAM\u53d6\u5f97\u4e86\u4ee4\u4eba\u6ee1\u610f\u7684\u7ed3\u679c\u3002Polyp-SAM\u4f7f\u7528SAM\u6765\u5b8c\u6210\u76f8\u540c\u7684\u4efb\u52a1\u3002Roy\u7b49\u8bc4\u4f30\u4e86SAM\u5728\u5668\u5b98\u5206\u5272\u4efb\u52a1\u4e2d\u7684\u96f6\u6837\u672c\u5206\u5272\u80fd\u529b\u3002<\/p>\n\n\n\n

\u672c\u6587\u53d7\u6b64\u542f\u53d1\uff0c\u8fdb\u884c\u4e86\u4e00\u4e2a\u5b9e\u9a8c<\/strong>\uff0c\u770b\u770b\u6587\u672c\u5f15\u5bfc\u7684SAM (Polyp-SAM++)\u5728\u5404\u79cd\u56f0\u96be\u60c5\u51b5\u4e0b\u5982\u4f55\u5f88\u597d\u5730\u5206\u5272\u7ed3\u80a0\u955c\u56fe\u50cf\u4e2d\u7684\u606f\u8089<\/strong>\u3002<\/p>\n\n\n\n

\u7531\u4e8eMeta\u8fd8\u6ca1\u6709\u6b63\u5f0f\u53d1\u5e03SAM\u4e2d\u7684\u6587\u672c\u63d0\u793a\u529f\u80fd\uff0c\u672c\u6587\u4f7f\u7528\u4e86Language Segment-Anything<\/strong>\uff0c\u5b83\u4f7f\u7528Grounding-DINO\u6839\u636e\u6587\u672c\u63d0\u793a\u751f\u6210\u8fb9\u754c\u6846<\/strong>\uff0c\u6700\u7ec8\u5c06\u5176\u9001\u5230SAM<\/strong>\u8fdb\u884c\u6700\u7ec8\u7684\u5206\u5272\u63a9\u7801\u751f\u6210\u3002<\/p>\n\n\n\n

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

\u4e3a\u4e86\u8bc4\u4f30Polyp-SAM++\u7684\u7ed3\u679c\uff0c\u672c\u6587\u5bf9\u56db\u4e2a\u57fa\u51c6\u7ed3\u80a0\u955c\u6570\u636e\u96c6\u8fdb\u884c\u4e86\u5b9a\u6027\u548c\u5b9a\u91cf\u5b9e\u9a8c\u3002<\/p>\n\n\n\n

\u5b9e\u9a8c\u6570\u636e\u96c6\uff1a<\/p>\n\n\n\n

Kvasir-SEG<\/strong>\uff1a\u8be5\u6570\u636e\u96c6\u5305\u542b1000\u5bf9\u6765\u81ea\u60a3\u8005\u7ed3\u80a0\u955c\u68c0\u67e5\u671f\u95f4\u80c3\u80a0\u9053\u5185\u90e8\u7684\u56fe\u50cf\uff0c\u5176\u4e2d\u606f\u8089\u4e0e\u771f\u5b9e\u5206\u5272\u63a9\u6a21\u4e00\u8d77\u5b58\u5728\u3002\u8be5\u6570\u636e\u96c6\u5177\u6709\u4e0d\u540c\u5206\u8fa8\u7387\u7684\u56fe\u50cf\u3002<\/p>\n\n\n\n

CVC-300<\/strong>\uff1a\u8be5\u6570\u636e\u96c6\u5305\u542b60\u5f20\u5305\u542b\u606f\u8089\u7684\u56fe\u50cf\u3002\u5305\u542b\u5206\u8fa8\u7387\u4e3a500 \u00d7 574\u7684\u56fe\u50cf\u3002<\/p>\n\n\n\n

CVC-ClinicDB<\/strong>\uff1a\u8be5\u6570\u636e\u96c6\u5305\u542b612\u5f20\u6765\u81ea\u5404\u79cd\u7ed3\u80a0\u955c\u68c0\u67e5\u89c6\u9891\u7684\u56fe\u50cf\uff0c\u5206\u8fa8\u7387\u4e3a288 \u00d7 384\u3002<\/p>\n\n\n\n

\u8bc4\u4f30\u6307\u6807\uff1amDice\u3001mIoU\u548cFm<\/strong><\/p>\n\n\n\n

\u5b9e\u73b0\u7ec6\u8282\uff1a<\/p>\n\n\n\n

\u901a\u8fc7\u624b\u5de5\u5236\u4f5c\u7684\u6587\u672c\u63d0\u793a<\/strong>\u5f15\u5bfcSAM\u6a21\u578b\uff0c\u4e13\u6ce8\u4e8e\u5728\u7ed3\u80a0\u955c\u56fe\u50cf\u4e2d\u751f\u6210\u606f\u8089\u7684\u5206\u5272\u56fe\u3002<\/p>\n\n\n\n

\u4f7f\u7528\u96f6\u6837\u672c\u65b9\u6cd5Grounding-DINO\u751f\u6210\u57fa\u4e8e\u6587\u672c\u63d0\u793a\u7684\u8fb9\u754c\u6846<\/strong>\u3002<\/p>\n\n\n\n

\u5f53SAM\u751f\u6210\u591a\u4e2a\u8fb9\u754c\u6846\u65f6\uff0c\u6839\u636e\u771f\u5b9e\u5206\u5272\u9009\u62e9\u6700\u4f73\u63a9\u6a21<\/strong>\u7684\u7b56\u7565\u3002<\/p>\n\n\n\n

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

\u53ef\u4ee5\u660e\u663e\u5730\u770b\u5230\uff0c\u4f7f\u7528\u7b80\u5355\u7684\u6587\u672c\u5f15\u5bfc\u6765\u751f\u6210\u8fb9\u754c\u6846\u6709\u52a9\u4e8e\u6539\u8fdbSAM\u6a21\u578b<\/strong>\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u7406\u89e3\u8981\u5206\u5272\u7684\u5185\u5bb9\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u6574\u4f53\u5206\u5272\u6027\u80fd<\/strong>\u3002<\/p>\n\n\n\n

\u6839\u636e\u5206\u6790\uff0c\u53ef\u4ee5\u53d1\u73b0\u4f7f\u7528\u50cfSAM\u8fd9\u6837\u7684\u6a21\u578b\u7684\u7f3a\u70b9\u5728\u4e8e\u5b9a\u4f4d\u76ee\u6807<\/strong>\uff0c\u56e0\u4e3a\u4e00\u65e6\u5b9e\u73b0\u4e86\u5b9a\u4f4d<\/strong>\uff0cSAM\u5c31\u80fd\u591f\u6709\u6548\u5730\u5bf9\u5176\u8fdb\u884c\u5206\u5272<\/strong>\u3002\u6587\u672c\u5f15\u5bfc\u4e0d\u4ec5\u6709\u52a9\u4e8e\u8f93\u5165\u56fe\u50cf\u4e2d\u606f\u8089\u7684\u5b9a\u4f4d<\/strong>\uff0c\u800c\u4e14\u6709\u52a9\u4e8e\u751f\u6210\u66f4\u597d\u7684\u5206\u5272\u56fe<\/strong>\u3002<\/p>\n\n\n\n

\u672a\u6765\u5de5\u4f5c\uff1a<\/p>\n\n\n\n

    \n
  • \u5bf9\u5176\u4ed6\u6570\u636e\u96c6\u7684\u8bc4\u4f30<\/li>\n\n\n\n
  • \u96f6\u6837\u672c\u8fb9\u754c\u6846\u751f\u6210\u5668\u589e\u5f3a<\/li>\n\n\n\n
  • \u5fae\u8c03SAM<\/li>\n\n\n\n
  • \u63d0\u793a\u5de5\u7a0b\u7528\u4e8e\u7c7b\u4f3c\u4eba\u7c7b\u7684\u76d1\u7763<\/li>\n\n\n\n
  • \u5982\u679cMeta\u6b63\u5f0f\u53d1\u5e03\u4e86SAM\u7684\u6587\u672c\u63d0\u793a\u529f\u80fd\uff0c\u5efa\u8bae\u4f7f\u7528Meta\u7684\u6587\u672c\u63d0\u793a\u8fdb\u884c\u6027\u80fd\u8bc4\u4f30<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

    \u3010Polyp-SAM++: Can A Text Guided SAM Perform Better for […]<\/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-1469","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\/1469","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=1469"}],"version-history":[{"count":2,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1469\/revisions"}],"predecessor-version":[{"id":1839,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1469\/revisions\/1839"}],"wp:attachment":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/media?parent=1469"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/categories?post=1469"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/tags?post=1469"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}