{"id":1574,"date":"2024-08-01T23:48:07","date_gmt":"2024-08-01T15:48:07","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=1574"},"modified":"2024-11-14T21:43:40","modified_gmt":"2024-11-14T13:43:40","slug":"80","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/80\/","title":{"rendered":"SurgicalSAM\u7684\u4e2a\u4eba\u7406\u89e3"},"content":{"rendered":"\n

\u3010SurgicalSAM: Efficient Class Promptable Surgical Instrument Segmentation\u3011<\/p>\n\n\n\n

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\uff082023.12.21\uff09<\/p>\n\n\n\n

\u4ecb\u7ecd\u4e86\u4e00\u79cd\u540d\u4e3aSurgicalSAM<\/strong>\u7684\u65b0\u578b\u7aef\u5230\u7aef\u9ad8\u6548\u8c03\u4f18\u65b9\u6cd5<\/strong>\uff0c\u7528\u4e8e\u6539\u5584SAM\u5728\u624b\u672f\u5668\u68b0\u5206\u5272\u4efb\u52a1\u4e2d\u7684\u6cdb\u5316\u80fd\u529b<\/strong>\u3002<\/p>\n\n\n\n

\u5c06SAM\u5e94\u7528\u4e8e\u624b\u672f\u5668\u68b0\u5206\u5272<\/strong>\u65f6\uff0c\u5b58\u5728\u4e24\u4e2a\u95ee\u9898<\/strong>\uff1a1\uff09\u81ea\u7136\u7269\u4f53\u4e0e\u624b\u672f\u5668\u68b0\u4e4b\u95f4\u7684\u9886\u57df\u5dee\u5f02<\/strong>\u5bfc\u81f4SAM\u6cdb\u5316\u6027\u80fd\u4e0d\u4f73<\/strong>\uff1b2\uff09SAM\u4f9d\u8d56\u4e8e\u7cbe\u786e\u7684\u70b9\u6216\u6846\u4f4d\u7f6e\u8fdb\u884c\u51c6\u786e\u5206\u5272<\/strong>\uff0c\u8fd9\u9700\u8981\u590d\u6742\u7684\u591a\u9636\u6bb5\u6d41\u7a0b<\/strong>\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0cSurgicalSAM\u63d0\u51fa\u4e86\u4e00\u79cd\u8f7b\u91cf\u7ea7\u7684\u57fa\u4e8e\u539f\u578b\u7684\u7c7b\u63d0\u793a\u7f16\u7801\u5668<\/strong>\uff0c\u76f4\u63a5\u4ece\u7c7b\u539f\u578b\u751f\u6210\u63d0\u793a\u5d4c\u5165<\/strong>\uff0c\u65e0\u9700\u663e\u5f0f\u7684\u63d0\u793a<\/strong>\uff0c\u63d0\u9ad8<\/strong>\u4e86\u9c81\u68d2\u6027<\/strong>\u5e76\u7b80\u5316<\/strong>\u4e86\u6d41\u7a0b\u3002<\/p>\n\n\n\n

SurgicalSAM\u7531\u4e09\u4e2a\u4e3b\u8981\u90e8\u5206\u7ec4\u6210\uff1a\u56fe\u50cf\u7f16\u7801\u5668<\/strong>\u3001\u57fa\u4e8e\u539f\u578b\u7684\u7c7b\u63d0\u793a\u7f16\u7801\u5668<\/strong>\u548c\u63a9\u7801\u89e3\u7801\u5668<\/strong>\u3002<\/p>\n\n\n\n

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

\u57fa\u4e8e\u539f\u578b\u7684\u7c7b\u63d0\u793a\u7f16\u7801\u5668\uff08Prototype-based Class Prompt Encoder\uff09<\/strong>\uff1a<\/p>\n\n\n\n

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\u7c7b\u539f\u578b\u94f6\u884cB\uff08prototype bank B\uff09<\/strong>\u5305\u542b\u6bcf\u4e2a\u7c7b\u522b\u7684\u4ee3\u8868\u6027\u539f\u578b<\/strong>\u3002<\/p>\n\n\n\n

\u76f8\u4f3c\u6027\u77e9\u9635\uff08Similarity Matrix\uff09S<\/strong>\u901a\u8fc7\u8ba1\u7b97\u56fe\u50cf\u5d4c\u5165\u4e0e\u6240\u6709\u7c7b\u522b\u539f\u578b\u7684\u70b9\u79ef\u6765\u751f\u6210<\/strong>\uff0c\u7528\u4e8e\u6fc0\u6d3b\u56fe\u50cf\u4e2d\u7c7b\u7279\u5b9a\u7684\u533a\u57df<\/strong>\u3002<\/p>\n\n\n\n

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\u6700\u540e\u63d0\u793a\u5d4c\u5165<\/strong>\uff0c\u5305\u62ec\u5bc6\u96c6\u63d0\u793a\u5d4c\u5165<\/strong>\u548c\u7a00\u758f\u63d0\u793a\u5d4c\u5165<\/strong>\uff0c\u5206\u522b\u901a\u8fc7\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u751f\u6210<\/strong>\u3002<\/p>\n\n\n\n

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\u5b9e\u9a8c\u90e8\u5206\uff1a<\/p>\n\n\n\n

\u4f7f\u7528EndoVis2018<\/strong>\u548cEndoVis2017<\/strong>\u6570\u636e\u96c6\u8fdb\u884c\u9a8c\u8bc1\uff0c\u8fd9\u4e24\u4e2a\u6570\u636e\u96c6\u63d0\u4f9b\u4e86\u591a\u4e2a\u624b\u672f\u89c6\u9891\u5e27\uff0c\u6db5\u76d6\u4e86\u591a\u79cd\u624b\u672f\u5668\u68b0\u7c7b\u522b\u3002<\/p>\n\n\n\n

\u91c7\u7528Challenge IoU\u3001IoU\u548cmean class IoU\uff08mc IoU\uff09<\/strong>\u4e09\u79cd\u5206\u5272\u6307\u6807\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n\n\n\n

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