{"id":942,"date":"2024-07-13T22:18:39","date_gmt":"2024-07-13T14:18:39","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=942"},"modified":"2024-11-14T22:01:18","modified_gmt":"2024-11-14T14:01:18","slug":"45","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/45\/","title":{"rendered":"MobileSAM\u7684\u4e2a\u4eba\u7406\u89e3"},"content":{"rendered":"\n<p>\u3010FASTER SEGMENT ANYTHING: TOWARDS LIGHTWEIGHT SAM FOR MOBILE APPLICATIONS\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>\uff082023.7.1\uff09<\/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-2024-07-13-221202-1024x553.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"553\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-13-221202-1024x553.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-943\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">MobileSAM\u7684\u52a8\u673a<\/h2>\n\n\n\n<p>\u539f\u59cb\u7684SAM\u6a21\u578b\u7531\u4e8e\u5176<strong>\u5e9e\u5927\u7684\u56fe\u50cf\u7f16\u7801\u5668<\/strong>\u800c<strong>\u4e0d\u9002\u5408\u8ba1\u7b97\u8d44\u6e90\u53d7\u9650\u7684\u79fb\u52a8\u8bbe\u5907<\/strong>\u3002\u4e3a\u4e86\u8ba9SAM<strong>\u66f4\u52a0\u8f7b\u91cf\u5316<\/strong>\uff0c\u6587\u7ae0\u63d0\u51fa\u4e86<strong>MobileSAM\u4ee5\u4fbf\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u8fd0\u884c<\/strong>\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-2024-07-13-182641-1024x294.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"294\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-13-182641-1024x294.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-945\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<p><strong>\u4e0d\u540c\u9884\u8bad\u7ec3\u7684ViT<\/strong>\u5bf9\u6a21\u578b<strong>\u53c2\u6570\u6570\u91cf<\/strong>\u7684\u5f71\u54cd\uff1a<\/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-2024-07-13-194743.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"878\" height=\"192\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-13-194743.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-946\"  sizes=\"auto, (max-width: 878px) 100vw, 878px\" \/><\/div><\/figure>\n\n\n\n<p>\u539f\u59cbSAM\u4e2d\u9ed8\u8ba4\u7684\u56fe\u50cf\u7f16\u7801\u5668\u662f<strong>\u57fa\u4e8eViT-H<\/strong>\u7684\uff0c<strong>\u53c2\u6570\u8d85\u8fc7600M<\/strong>\uff0c<strong>\u975e\u5e38\u91cd\u91cf\u7ea7<\/strong>\uff0c\u4e0d\u9002\u5408\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u4f7f\u7528\u3002\u56e0\u6b64\u5728\u8ba1\u7b97\u8d44\u6e90\u53d7\u9650\u7684\u79fb\u52a8\u8bbe\u5907\u4e0a\u4f7f\u7528SAM\u7684<strong>\u5173\u952e<\/strong>\u5728\u4e8e<strong>\u5c06\u91cd\u578b\u56fe\u50cf\u7f16\u7801\u5668\u66ff\u6362\u4e3a\u8f7b\u91cf\u7ea7\u56fe\u50cf\u7f16\u7801\u5668<\/strong>\uff0c\u5e76\u4fdd\u7559\u539fSAM\u7684\u6240\u6709\u529f\u80fd\u548c\u7279\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u51e0\u79cd\u4e0d\u540c\u7684\u84b8\u998f\u7b56\u7565<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u8f7b\u91cf\u5316\u7684SAM\uff0c\u6587\u7ae0\u63d0\u51fa\u4e86\u51e0\u79cd\u4e0d\u540c\u7684\u84b8\u998f\u7b56\u7565\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u8026\u5408\u84b8\u998f\uff08Coupled distillation\uff09<\/strong><\/h3>\n\n\n\n<p>\u76f4\u63a5\u6309\u7167\u539f\u59cbSAM\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff0c<strong>\u91cd\u65b0\u8bad\u7ec3\u4e00\u4e2a\u5177\u6709\u8f83\u5c0f\u56fe\u50cf\u7f16\u7801\u5668\u7684SAM<\/strong>\u3002<\/p>\n\n\n\n<p>\u4f46\u662f\u7531\u4e8e\u8fd9\u79cd\u65b9\u6cd5\u662f\u4ece\u5934\u8bad\u7ec3\u6574\u4e2a\u6a21\u578b\uff0c\u6240\u4ee5\u8fd9\u79cd\u65b9\u6cd5\u4f1a<strong>\u8017\u8d39\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90<\/strong>\uff0c\u56e0\u6b64\u4e0d\u592a\u73b0\u5b9e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u534a\u8026\u5408\u84b8\u998f\uff08semi-coupled distillation\uff09<\/strong><\/h3>\n\n\n\n<p>\u534a\u8026\u5408\u84b8\u998f\u4e2d<strong>\u63a9\u7801\u89e3\u7801\u5668\u56fa\u5b9a\u4e0d\u53d8<\/strong>\uff0c<strong>\u53ea\u4f18\u5316\u8f83\u5c0f\u7684\u56fe\u50cf\u7f16\u7801\u5668<\/strong>\u3002 \u8fd9\u6837\u867d\u7136\u51cf\u5c11\u4e86\u8ba1\u7b97\u8d44\u6e90\uff0c\u4f46\u662f<strong>\u7531\u4e8e\u63a9\u7801\u89e3\u7801\u5668\u56fa\u5b9a<\/strong>\uff0c<strong>\u4f18\u5316\u7684\u8fc7\u7a0b\u4ecd\u7136\u5177\u6709\u6311\u6218<\/strong>\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-2024-07-13-210645-1024x349.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"349\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-13-210645-1024x349.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-947\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u89e3\u8026\u84b8\u998f\uff08decoupled distillation\uff09<\/strong><\/h3>\n\n\n\n<p>\u76f4\u63a5<strong>\u4ece\u539f\u59cbSAM\u7684ViT-H\u7f16\u7801\u5668\u4e2d\u84b8\u998f\u51fa\u4e00\u4e2a\u8f83\u5c0f\u7684\u56fe\u50cf\u7f16\u7801\u5668<\/strong>\uff0c<strong>\u4e0d\u4f9d\u8d56\u4e8e\u63a9\u7801\u89e3\u7801\u5668\u7684\u534f\u540c\u4f18\u5316<\/strong>\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528\u6b21\u65b9\u6cd5\u5f97\u5230\u7684<strong>\u63a9\u7801\u8db3\u591f\u63a5\u8fd1\u539f\u672cSAM\u7684\u63a9\u7801<\/strong>\uff0c\u56e0\u6b64\u540e\u9762\u7684mask decoder\u90e8\u5206\u7684\u5fae\u8c03\u662f\u5c5e\u4e8e<strong>\u53ef\u9009\u62e9<\/strong>\u7684\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-2024-07-13-210921-1-1024x407.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"407\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-13-210921-1-1024x407.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-948\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c\u90e8\u5206<\/h2>\n\n\n\n<p>\u6587\u7ae0\u901a\u8fc7\u8bad\u7ec3\u548c\u63a8\u7406\u6765<strong>\u6bd4\u8f83\u4e86\u8026\u5408\u84b8\u998f\u548c\u89e3\u8026\u84b8\u998f<\/strong>\u3002\u7ed3\u679c\u53d1\u73b0<strong>\u89e3\u8026\u84b8\u998f\u5728\u8bad\u7ec3\u6548\u7387\u548c\u6027\u80fd\u4fdd\u6301\u65b9\u9762\u90fd\u8868\u73b0\u4f18\u5f02<\/strong>\u3002<\/p>\n\n\n\n<p>\u534a\u8026\u5408\u84b8\u998f\u4e2d<strong>\u63a9\u7801\u89e3\u7801\u5668\u56fa\u5b9a\u4e0d\u53d8<\/strong>\uff0c\u7531\u4e8e<strong>\u9700\u8981\u4f18\u5316\u8f83\u5c0f\u7684\u56fe\u50cf\u7f16\u7801\u5668<\/strong>\uff0c\u5176<strong>\u4f18\u5316\u96be\u5ea6\u8f83\u9ad8<\/strong>\uff0c\u5e76\u4e14\u56e0\u4e3a<strong>\u63a9\u7801\u89e3\u7801\u5668\u672a\u7ecf\u8fc7\u4f18\u5316<\/strong>\uff0c<strong>\u65e0\u6cd5\u5145\u5206\u5229\u7528\u8f83\u5c0f\u56fe\u50cf\u7f16\u7801\u5668\u751f\u6210\u7684\u5d4c\u5165<\/strong>\uff0c\u5bfc\u81f4<strong>\u6027\u80fd\u63d0\u5347\u6709\u9650<\/strong>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><p class=\"MsoNormal\" align=\"left\"><\/p><\/h2>\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-2024-07-13-211303-1024x232.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"232\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-13-211303-1024x232.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-949\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<p>\u901a\u8fc7<strong>\u89e3\u8026\u84b8\u998f<\/strong>\u65b9\u6cd5\uff0cMobileSAM\u5b9e\u73b0\u4e86\u663e\u8457\u7684\u6a21\u578b<strong>\u8f7b\u91cf\u5316<\/strong>\uff0c\u540c\u65f6\u4fdd\u6301\u4e86<strong>\u4e0e\u539f\u59cb SAM \u76f8\u5f53\u7684\u6027\u80fd<\/strong>\u3002<br><\/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-2024-07-13-212941.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"808\" height=\"250\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-13-212941.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-950\"  sizes=\"auto, (max-width: 808px) 100vw, 808px\" \/><\/div><\/figure>\n\n\n\n<p>\u4f7f\u7528<strong>mIoU<\/strong>\u8bc4\u4f30\u5206\u5272\u63a9\u7801\u7684\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p>\u8bad\u7ec3\u8ba1\u7b97\u5bf9MobileSAM\u6027\u80fd\u5f71\u54cd\u7684<strong>\u6d88\u878d\u5b9e\u9a8c<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-13-215810.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"523\" height=\"173\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-13-215810.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-951\" style=\"width:523px;height:auto\"  sizes=\"auto, (max-width: 523px) 100vw, 523px\" \/><\/div><\/figure>\n\n\n\n<p>\u4e0e<strong>FastSAM\u6bd4\u8f83\u63a8\u7406\u901f\u5ea6\u548c\u6027\u80fd<\/strong>\uff1a<\/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-2024-07-13-215906.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"582\" height=\"226\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-13-215906.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-952\"  sizes=\"auto, (max-width: 582px) 100vw, 582px\" \/><\/div><\/figure>\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-2024-07-13-215910.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"593\" height=\"277\" data-original=\"https:\/\/tobykskgd.life\/wp-content\/uploads\/2024\/07\/\u5c4f\u5e55\u622a\u56fe-2024-07-13-215910.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-953\"  sizes=\"auto, (max-width: 593px) 100vw, 593px\" \/><\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u3010FASTER SEGMENT ANYTHING: TOWARDS LIGHTWEIGHT SAM FOR M [&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-942","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\/942","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=942"}],"version-history":[{"count":3,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/942\/revisions"}],"predecessor-version":[{"id":1853,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/942\/revisions\/1853"}],"wp:attachment":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/media?parent=942"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/categories?post=942"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/tags?post=942"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}