{"id":1617,"date":"2024-08-14T14:17:21","date_gmt":"2024-08-14T06:17:21","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=1617"},"modified":"2024-11-14T21:38:46","modified_gmt":"2024-11-14T13:38:46","slug":"86","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/86\/","title":{"rendered":"BioSAM 2\u7684\u4e2a\u4eba\u7406\u89e3"},"content":{"rendered":"\n<p>\u3010Biomedical SAM 2: Segment Anything in Biomedical Images and Videos\u3011<\/p>\n\n\n\n<p>\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<p>\uff082024.8.6\uff09<\/p>\n\n\n\n<p>\u533b\u5b66\u56fe\u50cf\u5206\u5272\u5bf9\u4e8e\u8bca\u65ad\u548c\u5206\u6790\u75be\u75c5\u81f3\u5173\u91cd\u8981\uff0c\u5b83\u80fd\u5e2e\u52a9\u8bc6\u522b\u548c\u6d4b\u91cf\u751f\u7269\u7ed3\u6784\u3002\u5c3d\u7ba1\u533b\u5b66\u6210\u50cf\u6280\u672f\u53d6\u5f97\u4e86\u8fdb\u5c55\uff0c\u4f46\u5206\u5272\u4efb\u52a1\u7531\u4e8e\u533b\u5b66\u56fe\u50cf\u7684\u590d\u6742\u6027\u548c\u51c6\u786e\u6ce8\u91ca\u6240\u9700\u7684\u5927\u91cf\u624b\u52a8\u5de5\u4f5c\u800c\u4ecd\u7136\u662f\u4e00\u4e2a\u6311\u6218\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u533b\u5b66\u6570\u636e\u65f6\u7684\u9886\u57df\u5dee\u5f02\u548c\u65e0\u6cd5\u5c06\u5206\u5272\u533a\u57df\u4e0e\u6709\u610f\u4e49\u7684\u8bed\u4e49\u7c7b\u522b\u5173\u8054\u8d77\u6765\u3002SAM 2\u662fSAM\u7684\u6269\u5c55\uff0c\u589e\u52a0\u4e86\u89c6\u9891\u8f93\u5165\u5904\u7406\u80fd\u529b\uff0c\u9002\u7528\u4e8e\u9700\u8981\u7406\u89e3\u591a\u5e27\u7a7a\u95f4\u8fde\u7eed\u6027\u7684\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u7ecf\u8fc7\u5b9e\u9a8c\u8bc1\u660eSAM 2\u5728\u533b\u5b66\u73af\u5883\u4e2d\u6709\u5c40\u9650\u6027\uff0c\u56e0\u6b64\u6587\u7ae0\u5f00\u53d1\u4e86BioSAM 2\uff0c\u8fd9\u662f\u4e00\u79cd\u57fa\u4e8eSAM 2\u4f18\u5316\u7684\u751f\u7269\u533b\u5b66\u6570\u636e\u589e\u5f3a\u57fa\u7840\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/08\/\u5c4f\u5e55\u622a\u56fe-2024-08-14-083101-1024x428.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"428\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/08\/\u5c4f\u5e55\u622a\u56fe-2024-08-14-083101-1024x428.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-1618\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<p>BioSAM 2\u53c2\u8003\u4e86MedSAM\u7684\u6539\u8fdb\u65b9\u6cd5\uff0c\u5373\u4f7f\u7528\u533b\u5b66\u6570\u636e\u96c6\u5fae\u8c03SAM\u6a21\u578b\uff0c\u8bad\u7ec3\u7684\u65f6\u5019\u51bb\u7ed3\u63d0\u793a\u7f16\u7801\u5668\uff0c\u66f4\u65b0\u56fe\u50cf\u7f16\u7801\u5668\u548c\u63a9\u7801\u89e3\u7801\u5668\u90e8\u5206\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u90e8\u5206\uff1a<\/p>\n\n\n\n<p>\u533b\u5b66\u56fe\u50cf\u65b9\u9762\uff1a \u8bc4\u4f30\u6570\u636e\u96c6\u91c7\u7528\u5185\u7aa5\u955c\u6570\u636e\u96c6\uff08\u6765\u81eaMICCAI 2017 EndoVis Challenge\u7684\u6570\u636e\u96c6\uff09\u548c\u663e\u5fae\u955c\u6570\u636e\u96c6\uff08\u6765\u81eaNeurIPS 2022 Cell Segmentation Challenge\u7684\u6570\u636e\u96c6\uff09\u3002\u4f7f\u7528Dice\u635f\u5931\u548c\u4ea4\u53c9\u71b5\u635f\u5931\u7684\u65e0\u6743\u91cd\u7ec4\u5408\uff0c\u91c7\u7528AdamW\u4f18\u5316\u5668\uff0c\u521d\u59cb\u5b66\u4e60\u7387\u4e3a1e-4\uff0c\u6bcf\u4e2a\u6570\u636e\u96c6\u8bad\u7ec3200\u4e2a\u5468\u671f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/08\/\u5c4f\u5e55\u622a\u56fe-2024-08-14-083131-1024x544.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"544\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/08\/\u5c4f\u5e55\u622a\u56fe-2024-08-14-083131-1024x544.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-1619\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<p>\u5bf9\u4e0d\u540cSAM 2\u53d8\u4f53\u8fdb\u884c\u4e86\u8be6\u5c3d\u7684\u5206\u6790\uff0c\u53d1\u73b0\u968f\u7740\u70b9\u51fb\u6b21\u6570\u7684\u589e\u52a0\uff0c\u6027\u80fd\u6709\u660e\u663e\u63d0\u5347\u3002\u4e0e\u5176\u4ed6\u4e3a\u533b\u5b66\u56fe\u50cf\u5206\u5272\u7279\u522b\u8bbe\u8ba1\u7684\u5fae\u8c03\u6a21\u578b\uff08\u4f8b\u5982nnU-Net\uff09\u76f8\u6bd4\uff0cSAM 2\u7684\u96f6\u6837\u672c\u6027\u80fd\u8f83\u5dee\uff0c\u8bf4\u660e\u4e86\u5728\u533b\u5b66\u56fe\u50cf\u9886\u57df\u5bf9SAM 2\u8fdb\u884c\u5fae\u8c03\u7684\u5fc5\u8981\u6027\u3002<\/p>\n\n\n\n<p>\u533b\u5b66\u89c6\u9891\u65b9\u9762\uff1a<\/p>\n\n\n\n<p>\u6570\u636e\u96c6\u91c7\u7528EndoVis 2018\u548cEchoNet-Dynamic\u3002<\/p>\n\n\n\n<p>SAM 2\u5728\u533b\u5b66\u89c6\u9891\u5206\u5272\u4e2d\u7684\u4e3b\u8981\u8fdb\u6b65\u662f\u5176\u652f\u6301\u89c6\u9891\u5185\u90e8\u5bf9\u8c61\u7684\u8ddf\u8e2a\u80fd\u529b\u3002\u901a\u8fc7\u589e\u52a0\u70b9\u51fb\u6b21\u6570\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u7ed3\u679c\u7684\u51c6\u786e\u6027\u3002 \u901a\u8fc7\u589e\u52a0\u4ea4\u4e92\u5e27\u7684\u6570\u91cf\u6765\u89e3\u51b3SAM 2\u89c6\u9891\u5206\u5272\u4e2d\u7684\u95ee\u9898\uff0c\u5373\u4f7f\u5728\u4ea4\u4e92\u5e27\u4e2d\u91cd\u590d\u6807\u8bb0\u76f8\u540c\u7684\u5bf9\u8c61\uff0c\u4e5f\u80fd\u63d0\u9ad8\u540e\u7eed\u7684\u5206\u5272\u7ed3\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/08\/\u5c4f\u5e55\u622a\u56fe-2024-08-14-084510-1024x223.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"223\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/08\/\u5c4f\u5e55\u622a\u56fe-2024-08-14-084510-1024x223.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-1620\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/08\/\u5c4f\u5e55\u622a\u56fe-2024-08-14-084514-1024x210.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"210\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/08\/\u5c4f\u5e55\u622a\u56fe-2024-08-14-084514-1024x210.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-1621\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u3010Biomedical SAM 2: Segment Anything in Biomedical Image [&hellip;]<\/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-1617","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\/1617","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=1617"}],"version-history":[{"count":2,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1617\/revisions"}],"predecessor-version":[{"id":1824,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1617\/revisions\/1824"}],"wp:attachment":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/media?parent=1617"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/categories?post=1617"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/tags?post=1617"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}