{"id":1102,"date":"2024-07-18T08:39:48","date_gmt":"2024-07-18T00:39:48","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=1102"},"modified":"2024-11-14T21:59:59","modified_gmt":"2024-11-14T13:59:59","slug":"53","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/53\/","title":{"rendered":"CycleSAM\u7684\u4e2a\u4eba\u7406\u89e3"},"content":{"rendered":"\n<p>\u3010CycleSAM: One-Shot Surgical Scene Segmentation using Cycle-Consistent Feature Matching to Prompt SAM\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>\uff082024.7.9\uff09<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">SAM\u6a21\u578b\u5728\u5916\u79d1\u56fe\u50cf\u5206\u5272\u9886\u57df\u4e2d\u7684\u9650\u5236<\/h2>\n\n\n\n<p>SAM\u6a21\u578b\u5728\u5916\u79d1\u56fe\u50cf\u5206\u5272\u9886\u57df\u4e2d\u6709\u4ee5\u4e0b\u4e24\u4e2a\u4e3b\u8981\u7684<strong>\u9650\u5236<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9700\u8981\u5728\u6d4b\u8bd5\u7684\u65f6\u5019\u7ed9\u56fe\u50cf\u63d0\u4f9b\u63d0\u793a\u8f93\u5165\uff0c<strong>\u672a\u505a\u5230\u5168\u81ea\u52a8\u5206\u5272<\/strong>\uff0c\u5f71\u54cd\u5206\u5272\u6548\u7387\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u7136\u56fe\u50cf\u548c\u5916\u79d1\u56fe\u50cf\u4e4b\u95f4\u5b58\u5728\u663e\u8457\u7684\u5dee\u8ddd<\/strong>\uff0c<strong>\u76f4\u63a5\u4f7f\u7528<\/strong>\u5728\u81ea\u7136\u56fe\u50cf\u4e2d\u8bad\u7ec3\u5f97\u5230\u7684SAM<strong>\u8868\u73b0\u4e0d\u4f73<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">CycleSAM\u6a21\u578b<\/h2>\n\n\n\n<p>\u56e0\u6b64\u6587\u7ae0\u63d0\u51fa<strong>CycleSAM<\/strong>\u6a21\u578b\u7528\u4e8e\u5916\u79d1\u56fe\u50cf\u5206\u5272\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\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-18-071809-1024x529.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"529\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-18-071809-1024x529.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-1103\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<p>CycleSAM\u6a21\u578b\u4e3b\u8981\u6709\u4e09\u4e2a\u90e8\u5206\uff0c\u5206\u522b\u662f<strong>\u7279\u5f81\u63d0\u53d6<\/strong>\u3001<strong>\u7a7a\u95f4\u5faa\u73af\u4e00\u81f4\u6027\u7ea6\u675f<\/strong>\u548c<strong>\u591a\u5c3a\u5ea6\u7279\u5f81\u5339\u914d<\/strong>\u3002<\/p>\n\n\n\n<p>CycleSAM\u4f7f\u7528\u4e00\u4e2a<strong>\u9884\u8bad\u7ec3<\/strong>\u7684<strong>\u56fe\u50cf\u7f16\u7801\u5668ResNet50<\/strong>\u4f5c\u4e3a\u7279\u5f81\u63d0\u53d6\u5668\uff0c<strong>\u4ece\u56fe\u50cf\u4e2d\u63d0\u53d6\u591a\u5c3a\u5ea6\u7279\u5f81<\/strong>\uff0c\u4ece\u800c<strong>\u6355\u6349\u4e0d\u540c\u5927\u5c0f\u5bf9\u8c61\u7684\u7ec6\u8282<\/strong>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">CycleSelect\u6a21\u5757<\/h2>\n\n\n\n<p><strong>CycleSelect\u6a21\u5757<\/strong>\u4e2d\u8fdb\u884c<strong>\u7279\u5f81\u5339\u914d<\/strong>\u548c<strong>\u7a7a\u95f4\u5faa\u73af\u4e00\u81f4\u6027\u7ea6\u675f<\/strong>\u3002\u4e3b\u8981\u7684\u505a\u6cd5\u4e3a\uff1a<\/p>\n\n\n\n<ul 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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\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-18-081701-1024x382.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"382\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-18-081701-1024x382.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-1104\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u591a\u5c3a\u5ea6\u7279\u5f81\u5339\u914d<\/h2>\n\n\n\n<p>\u5728<strong>\u4e0d\u540c\u7684\u5c3a\u5ea6\u4e0a\u8fdb\u884c\u7279\u5f81\u5339\u914d<\/strong>\uff0c\u4ee5<strong>\u5e94\u5bf9\u4e0d\u540c\u5927\u5c0f\u7684\u5bf9\u8c61<\/strong>\uff0c<strong>\u589e\u5f3a\u6a21\u578b\u7684\u7a33\u5b9a\u6027<\/strong>\u3002<\/p>\n\n\n\n<p>\u6700\u540e\u5c06<strong>\u591a\u5c3a\u5ea6\u7684\u5339\u914d\u7ed3\u679c\u8fdb\u884c\u805a\u5408<\/strong>\uff0c\u4ee5\u83b7\u5f97\u66f4\u52a0<strong>\u53ef\u9760\u7684\u63d0\u793a\u70b9<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-18-081705.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"709\" height=\"280\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-18-081705.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-1105\"  sizes=\"auto, (max-width: 709px) 100vw, 709px\" \/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">SAM\u5206\u5272<\/h2>\n\n\n\n<p>\u5229\u7528<strong>CycleSelect\u6a21\u5757\u751f\u6210\u63d0\u793a\u70b9<\/strong>\uff0c\u4ece\u5339\u914d\u5230\u7684\u7279\u5f81\u70b9\u4e2d<strong>\u9009\u62e9\u4e00\u7ec4\u5177\u6709\u4ee3\u8868\u6027\u7684\u70b9<\/strong>\u4f5c\u4e3aSAM\u7684\u63d0\u793a\u6765<strong>\u6307\u5bfcSAM\u7684\u5206\u5272<\/strong>\uff0c\u4ee5\u751f\u6210\u6700\u7ec8\u7684\u5206\u5272\u63a9\u7801\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8bad\u7ec3\u90e8\u5206<\/h2>\n\n\n\n<p>\u4f7f\u7528\u81ea\u76d1\u7763\u7684\u65b9\u5f0f<strong>\u5bf9ResNet50\u7f16\u7801\u5668\u8fdb\u884c\u9884\u8bad\u7ec3<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u5229\u7528\u5df2\u6807\u6ce8\u7684\u8bad\u7ec3\u56fe\u50cf-\u63a9\u7801\u5bf9<\/strong>\uff0c<strong>\u8bad\u7ec3CycleSelect\u6a21\u5757\u4ee5\u5b66\u4e60\u5982\u4f55\u6709\u6548\u5730\u5339\u914d\u7279\u5f81\u70b9<\/strong>\u3002<\/p>\n\n\n\n<p>\u63a8\u7406\u7684\u65f6\u5019\uff0c\u7ed9\u5b9a\u4e00\u4e2a<strong>\u672a\u6807\u6ce8\u7684\u6d4b\u8bd5\u56fe\u50cf<\/strong>\uff0cCycleSelect\u6a21\u5757\u4f1a<strong>\u4ece\u5df2\u6807\u6ce8\u7684\u53c2\u8003\u56fe\u50cf\u4e2d\u627e\u5230\u76f8\u4f3c\u7684\u7279\u5f81\u70b9<\/strong>\u3002<strong>\u901a\u8fc7\u7a7a\u95f4\u5faa\u73af\u4e00\u81f4\u6027\u7ea6\u675f\u786e\u4fdd\u5339\u914d\u70b9\u7684\u51c6\u786e\u6027<\/strong>\uff0c\u5e76<strong>\u751f\u6210\u63d0\u793a\u70b9<\/strong>\u3002\u4f7f\u7528\u751f\u6210\u7684\u63d0\u793a\u70b9\u6765<strong>\u6307\u5bfcSAM\u8fdb\u884c\u76ee\u6807\u5bf9\u8c61\u7684\u5206\u5272<\/strong>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c\u90e8\u5206<\/h2>\n\n\n\n<p>\u4f7f\u7528<strong>IoU\u548cDice\u7cfb\u6570<\/strong>\u6765\u8bc4\u4f30\u5206\u5272\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u5728Endoscapes-Seg50 \u6570\u636e\u96c6\u548cCaDIS \u6570\u636e\u96c6\u4e2d\u5c06CycleSAM\u4e0e\u5176\u4ed6\u4f20\u7edf\u5206\u5272\u65b9\u6cd5\u4ee5\u53ca\u57fa\u4e8eSAM\u7684\u5206\u5272\u65b9\u6cd5\u8fdb\u884c<strong>\u5bf9\u6bd4<\/strong>\uff0c\u5305\u62ec\u5168\u76d1\u7763\u65b9\u6cd5\u548c\u4e00\u6b21\u6027\u5206\u5272\u65b9\u6cd5\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\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-18-082525-1024x735.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"735\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-18-082525-1024x735.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-1106\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u3010CycleSAM: One-Shot Surgical Scene Segmentation using C 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