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class=\"has-text-align-center wp-block-paragraph\">\u56fe2&nbsp;Med3D\u7528\u4e8e\u809d\u810f\u5206\u5272\u4efb\u52a1\u7684\u65b9\u6cd5\u6846\u67b6\u56fe<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u56fe2\uff0c\u9996\u5148\u5728\u6574\u4e2a\u56fe\u50cf\u4e2d\u5bf9\u809d\u810f\u8fdb\u884c\u7c97\u7565\u5206\u5272\uff0c\u5f97\u5230\u76ee\u6807\u5668\u5b98\u7684\u611f\u5174\u8da3\u533a\u57df(ROI)\u3002\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u5c06\u6765\u81eaMed3D\u7684\u9884\u8bad\u7ec3\u597d\u7684\u9aa8\u5e72\u7f51\u7edc\u4f5c\u4e3a\u7f16\u7801\u5668\u90e8\u5206\uff0c\u5377\u79ef\u5c42\u6709\u4e24\u4e2a\u901a\u9053(\u809d\u810f\u4e0e\u80cc\u666f)\uff0c\u5bf9\u56fe\u50cf\u8fdb\u884c\u5927\u5c0f\u8c03\u6574\u540e\uff0c\u5c06\u56fe\u50cf\u8f93\u5165\u5230\u7c97\u5206\u5272\u7f51\u7edc\u4e2d\uff0c\u8fdb\u884c\u4e0b\u91c7\u6837\u63d0\u53d6\u7279\u5f81\uff0c\u7136\u540e\u901a\u8fc7\u53cc\u7ebf\u6027\u63d2\u503c\u65b9\u6cd5\u5c06\u7279\u5f81\u6620\u5c04\u6062\u590d\u5230\u539f\u59cb\u56fe\u50cf\u7684\u5927\u5c0f\u3002\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u6839\u636e\u7b2c\u4e00\u9636\u6bb5\u7684\u7ed3\u679c\u5bf9\u809d\u810f\u76ee\u6807\u533a\u57df\u8fdb\u884c\u88c1\u526a\uff0c\u518d\u5bf9\u76ee\u6807\u8fdb\u884c\u7ec6\u5316\u5206\u5272\uff0c\u5c06\u6765\u81eaMed3D\u7684\u9884\u8bad\u7ec3\u9aa8\u5e72\u7f51\u7edc\u5d4c\u5165\u5230DenseASPP\u5206\u5272\u7f51\u7edc\u4e2d\uff0c\u5e76\u5c06\u6240\u6709\u76842D\u5185\u6838\u66ff\u6362\u4e3a\u76f8\u5e94\u76843D\u7248\u672c\uff0c\u6700\u7ec8\u5f97\u5230\u8f83\u4e3a\u7406\u60f3\u7684\u809d\u810f\u5206\u5272\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u7ae0\u5c06Med3D\u9884\u8bad\u7ec3\u6a21\u578b\u5e94\u7528\u4e8eLIDC\u6570\u636e\u96c6\u4e2d\u7684\u80ba\u5206\u5272\u3001LIDC\u6570\u636e\u96c6\u4e2d\u7684\u80ba\u7ed3\u8282\u5206\u7c7b\u4ee5\u53caLiTS\u6311\u6218\u8d5b\u4e0b\u7684\u809d\u810f\u5206\u5272\uff0c\u5e76\u5728\u8f83\u5feb\u7684\u6536\u655b\u901f\u5ea6\u7684\u60c5\u51b5\u4e0b\uff0c\u83b7\u5f97\u4e86\u826f\u597d\u7684\u8bad\u7ec3\u6548\u679c\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u4e0eKinetics\u6570\u636e\u96c6\u4e0a\u9884\u5148\u8bad\u7ec3\u7684\u6a21\u578b\u76f8\u6bd4\uff0cMed3D\u53ef\u4ee5\u52a0\u5feb\u76ee\u6807\u4e09\u7ef4\u533b\u5b66\u4efb\u52a1\u7684\u8bad\u7ec3\u6536\u655b\u901f\u5ea62\u500d\uff0c\u4e0e\u4e0d\u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u76f8\u6bd4\uff0c\u53ef\u4ee5\u52a0\u5feb\u76ee\u6807\u4e09\u7ef4\u533b\u5b66\u4efb\u52a1\u7684\u8bad\u7ec3\u6536\u655b\u901f\u5ea610\u500d\uff0c\u63d0\u9ad8\u7cbe\u5ea63%~20%\u3002\u5c06Med3D\u6a21\u578b\u79fb\u690d\u5230DenseASPP\u5206\u5272\u7f51\u7edc\u4e0a\uff0c\u5728\u5355\u4e2a\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\uff0c\u5f97\u5230\u4e8694.6%\u7684Dice\u7cfb\u6570\uff0c\u63a5\u8fd1\u4e8e\u9876\u7ea7\u7b97\u6cd5\u5728LiTS\u6311\u6218\u8d5b\u7684\u7ed3\u679c\u3002\u88681\u7ed9\u51fa\u4e86\u80ba\u5206\u5272\u548c\u80ba\u7ed3\u8282\u5206\u7c7b\u7684\u5b9e\u9a8c\u7ed3\u679c\uff0c\u6587\u7ae0\u63d0\u51fa\u7684\u65b9\u6cd5\u5747\u83b7\u5f97\u4e86\u6700\u597d\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u88681&nbsp;Med3D\u8fc1\u79fb\u81f3\u80ba\u5206\u5272\u548c\u80ba\u7ed3\u8282\u5206\u7c7b\u4efb\u52a1\u7684\u5b9e\u9a8c\u7ed3\u679c<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-2-13-16-1-1.png\" alt=\"\" class=\"wp-image-506\"\/><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u4f18\u52bf\uff1a<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">1\uff09\u6709\u76f8\u5173\u5de5\u4f5c\u6307\u51fa\uff0c\u6e90\u57df\u548c\u76ee\u6807\u57df\u4e4b\u95f4\u7684\u6570\u636e\u5206\u5e03\u8d8a\u76f8\u4f3c\uff0c\u8fc1\u79fb\u5b66\u4e60\u7684\u6548\u679c\u8d8a\u597d\u3002\u56e0\u6b64\uff0c\u5728\u4e09\u7ef4\u533b\u5b66\u5206\u6790\u4efb\u52a1\u4e2d\uff0c\u57fa\u4e8e\u4e09\u7ef4\u533b\u5b66\u6570\u636e\u96c6\u7684\u6a21\u578b\u8981\u4f18\u4e8e\u81ea\u7136\u573a\u666f\u6570\u636e\u3002\u672c\u6587\u805a\u96c6\u4e86\u6765\u81ea\u4e0d\u540c\u533b\u5b66\u9886\u57df\u3001\u4e0d\u540c\u6210\u50cf\u65b9\u5f0f\u3001\u4e0d\u540c\u9776\u5668\u5b98\u548c\u75c5\u7406\u5b66\u8868\u73b0\u7684\u8bb8\u591a\u5c0f\u76843D\u6570\u636e\u96c6\uff0c\u4ece\u800c\u6784\u5efa\u4e00\u4e2a\u76f8\u5bf9\u8f83\u5927\u7684\u7528\u4e8e\u9884\u8bad\u7ec3\u7684\u4e09\u7ef4\u533b\u5b66\u5f71\u50cf\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2\uff09\u57fa\u4e8e\u4e0a\u8ff0\u591a\u57df\u7684\u4e09\u7ef4\u533b\u5b66\u56fe\u50cf\u6570\u636e\u96c6\uff0c\u8de8\u57df\u8bad\u7ec3\u4e00\u4e2a\u9aa8\u5e72\u7f51\u7edc\u6765\u5e2e\u52a9\u89e3\u51b3\u591a\u79cd\u75be\u75c5\u7684\u591a\u79cd\u533b\u5b66\u5206\u6790\u4efb\u52a1\uff0c\u4f7f\u5f97\u8be5\u6a21\u578b\u5177\u6709\u8f83\u597d\u7684\u6cdb\u5316\u6027\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u7bc7\u6587\u7ae0\u7684\u8d21\u732e\u662f\u4f7f\u7528\u81ea\u76d1\u7763\u5b66\u4e60\uff08self-supervised learning\uff09\u7684\u65b9\u6cd5\uff0c\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u57fa\u4e8e\u8fc1\u79fb\u5b66\u4e60\u76843D\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u53ef\u7528\u4e8e\u5404\u7c7b\u4e3b\u6d41\u76843D\u533b\u5b66\u56fe\u50cf\u5206\u6790\u95ee\u9898\u7684\u6a21\u578b\u521d\u59cb\u5316\u3002\u81ea\u76d1\u7763\u5b66\u4e60\u4e0d\u5728\u4e8e\u6570\u636e\u6536\u96c6\u548c\u4e13\u4e1a\u6807\u6ce8\u4e0a\uff0c\u800c\u5728\u4e8e\u8bbe\u8ba1\u6709\u6548\u7684\u81ea\u6211\u5b66\u4e60\u673a\u5236\u3002\u8be5\u6587\u7ae0\u63d0\u51fa\u7684\u81ea\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\u5f52\u7eb3\u8d77\u6765\u5c31\u662f\u5728\u539f\u56fe\u4e0a\u505a\u4e00\u4e9b\u56fe\u50cf\u53d8\u6362\uff0c\u7136\u540e\u8ba9\u6a21\u578b\u53bb\u8fd8\u539f\u539f\u56fe\u3002\u5982\u6b64\u4e00\u6765\uff0c\u539f\u56fe\u672c\u8eab\u6210\u4e3a\u4e86\u76d1\u7763\u6a21\u578b\u8bad\u7ec3\u7684\u6807\u7b7e\uff0c\u7b26\u5408\u81ea\u76d1\u7763\u5b66\u4e60\u7684\u521d\u8877\uff0c\u4ece\u800c\u4ece\u6570\u636e\u4e2d\u76f4\u63a5\u5b66\u4e60\u7279\u5f81\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e3b\u8981\u601d\u60f3\uff1a<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Genesis\u6a21\u578b\u5229\u7528\u5927\u91cf\u53ef\u7528\u7684\u80f8\u90e8CT\u56fe\u50cf\u800c\u65e0\u9700\u6807\u8bb0\uff0c\u76ee\u6807\u662f\u4ea7\u751f\u4e00\u4e2a\u901a\u7528\u7684\u3001\u53ef\u8de8\u75be\u75c5\u3001\u5668\u5b98\u548c\u6a21\u5f0f\u7684\u89c6\u89c9\u8868\u793a\u3002\u5728Genesis\u6a21\u578b\u4e2d\uff0c\u6587\u7ae0\u4f7f\u7528\u4e00\u7cfb\u5217\u7684\u81ea\u76d1\u7763\u65b9\u6848\u6765\u8bad\u7ec3\u4e00\u4e2a\u5982\u56fe3\u6240\u793a\u7684\u7f16\u7801\u5668-\u89e3\u7801\u5668\u3002\u7ecf\u8fc7\u8bad\u7ec3\u540e\uff0c\u7f16\u7801\u5668\u53ef\u4ee5\u5355\u72ec\u9488\u5bf9\u76ee\u6807\u5206\u7c7b\u4efb\u52a1\u8fdb\u884c\u5fae\u8c03\uff0c\u800c\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u4e00\u8d77\u53ef\u4ee5\u8fdb\u884c\u76ee\u6807\u5206\u5272\u4efb\u52a1\u3002\u5177\u4f53\u6765\u8bf4\uff1a\u5982\u56fe3\u6240\u793a\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u56fe\u50cf\uff0c\u9996\u5148\u4ece\u56fe\u50cf\u7684\u968f\u673a\u4f4d\u7f6e\u63d0\u53d6\u4efb\u610f\u5927\u5c0f\u7684patch<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-2-14-10-1-1.png\" alt=\"\" class=\"wp-image-510\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uff0c\u7136\u540e\u8fdb\u884c\u53ef\u9009\u62e9\u76844\u79cd\u56fe\u50cf\u53d8\u6362\u3002Genesis\u6a21\u578b\u901a\u8fc7\u4ece\u53d8\u6362\u540e\u7684<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-2-14-11-1-1.png\" alt=\"\" class=\"wp-image-511\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e2d\u6062\u590d\u539f\u59cbpatch<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-2-14-12-1-1.png\" alt=\"\" class=\"wp-image-512\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6765\u5b66\u4e60\u89c6\u89c9\u8868\u793a\u3002\u5982\u56fe3\uff0c\u6587\u7ae0\u63d0\u51fa\u7684\u81ea\u76d1\u7763\u5b66\u4e60\u6846\u67b6\u7531\u4e24\u4e2a\u90e8\u5206\u7ec4\u6210\uff1a\u56fe\u50cf\u8f6c\u6362\u548c\u56fe\u50cf\u6062\u590d\uff0c\u5176\u4e2d\u91c7\u7528\u7f16\u7801\u5668-\u89e3\u7801\u5668\u4f53\u7cfb\u7ed3\u6784\u7684\u591a\u4e2aGenesis\u6a21\u578b\u901a\u8fc7\u8fd8\u539f\u539f\u59cbpatch<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-2-14-13-1-1.png\" alt=\"\" class=\"wp-image-513\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uff0c\u4ece\u8f6c\u6362\u540e\u7684patch<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-2-13-17-1-1.png\" alt=\"\" class=\"wp-image-507\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fdb\u884c\u8bad\u7ec3\uff0c\u65e8\u5728\u5b66\u4e60\u901a\u7528\u7684\u89c6\u89c9\u7279\u5f81\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-2-13-18-1-1.png\" alt=\"\" class=\"wp-image-508\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fe3 &nbsp;Models Genesis\u7684\u7edf\u4e00\u6846\u67b6<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u7ae0\u63d0\u51fa\u4e864\u79cd\u53ef\u9009\u7684\u56fe\u50cf\u53d8\u6362\u7684\u65b9\u6cd5\uff1a(I) \u975e\u7ebf\u6027\u53d8\u5316, (II) \u5c40\u90e8\u50cf\u7d20\u91cd\u7ec4, (III)\u00a0\u5411\u5916\u586b\u5145, \u548c\u00a0(IV) \u5411\u5185\u586b\u5145\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6bcf\u4e2apatch<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-2-13-19-1-1.png\" alt=\"\" class=\"wp-image-509\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u968f\u673a\u88c1\u526a\u4f4d\u7f6e\u7684\u6807\u8bb0\u56fe\u50cf\u53ef\u4ee5\u63a5\u53d7\u6700\u591a\u4e09\u4e2a\u4ee5\u4e0a\u7684\u4e0a\u8ff0\u56fe\u50cf\u53d8\u6362\uff0c\u4e4b\u540e\u5f97\u5230patch<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-2-14-14-1-1.png\" alt=\"\" class=\"wp-image-514\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">(\u89c1\u56fe3\u4e2d\u7684I~V)\u3002\u5176\u4e2d\u53d8\u6362III \u548c\u53d8\u5316IV\u662f\u4e92\u65a5\u7684\u3002\u6587\u7ae0\u8ba4\u4e3a\u7f51\u7edc\u80fd\u591f\u901a\u8fc7\u975e\u7ebf\u6027\u53d8\u6362\u5b66\u4e60\u5230\u56fe\u50cf\u7684\u5916\u89c2\u7279\u5f81\uff1b\u901a\u8fc7\u5c40\u90e8\u50cf\u7d20\u91cd\u7ec4\u80fd\u591f\u4fdd\u7559\u56fe\u50cf\u7684\u5168\u5c40\u4fe1\u606f\uff0c\u4ece\u800c\u5b66\u4e60\u590d\u539f\u5668\u5b98\u7684\u7eb9\u7406\u7279\u5f81\u548c\u8fb9\u7f18\u4fe1\u606f\uff1b\u901a\u8fc7\u5411\u5916\u586b\u5145\u548c\u5411\u5185\u586b\u5145\u53ef\u4ee5\u5b66\u4e60\u5230\u5668\u5b98\u7684\u6574\u4f53\u51e0\u4f55\u5f62\u72b6\u548c\u7a7a\u95f4\u5e03\u5c40\u3002\u8fd9\u4e2a\u81ea\u76d1\u7763\u5b66\u4e60\u6846\u67b6\u7684\u4f18\u52bf\u5728\u4e8e\uff0c\u5b83\u53ef\u4ee5\u63a5\u6536\u5927\u91cf\u7684\u56fe\u50cf\u53d8\u6362\uff0c\u6700\u7ec8\u628a\u5b83\u4eec\u878d\u5408\u6210\u4e00\u4e2a\u56fe\u50cf\u6062\u590d\u4efb\u52a1\uff0c\u8ba9\u6a21\u578b\u81ea\u52a8\u5b66\u4e60\u89c6\u89c9\u7279\u5f81\uff0c\u56e0\u6b64\u8be5\u6587\u7ae0\u63d0\u51fa\u7684\u6846\u67b6\u5177\u6709\u5f88\u5f3a\u7684\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9e\u9a8c\u53ca\u7ed3\u679c\uff1a<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u7ae0\u7ed9\u51fa\u4e86\u591a\u7ec4\u7684\u5b9e\u9a8c\u7ed3\u679c\u3002\u5982\u88682\u6240\u793a\uff0c\u57fa\u4e8eGenesis \u9884\u8bad\u7ec3\u7684\u6a21\u578b\u59cb\u7ec8\u4f18\u4e8e\u4e0d\u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u5728\u8868\u4e2d\u5217\u51fa\u7684\u6240\u6709\u4efb\u52a1\u4e2d\uff0c\u90fd\u53d6\u5f97\u4e86\u6bd4\u8f83\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-2-14-15-1-1.png\" alt=\"\" class=\"wp-image-515\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u4efb\u52a1\u7684\u542b\u4e49\u63cf\u8ff0\u5982\u4e0b\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-2-14-16-1-1.png\" alt=\"\" class=\"wp-image-516\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u5982\u88683\u6240\u793a\uff0c\u672c\u6587\u7684\u7edf\u4e00\u65b9\u6cd5\u4ece\u5916\u89c2\u3001\u7eb9\u7406\u3001\u4e0a\u4e0b\u6587\u7b49\u591a\u4e2a\u89d2\u5ea6\u8bad\u7ec3\u6a21\u578b\uff0c\u4ece\u800c\u5728\u8868\u4e2d\u5217\u51fa\u7684\u591a\u79cd\u4efb\u52a1\u4e2d\u5747\u4ea7\u751f\u4e86\u9c81\u68d2\u6027\u8f83\u5f3a\u7684\u6a21\u578b\uff0c\u8bc1\u660e\u4e86Genesis\u6a21\u578b\u80fd\u591f\u5b66\u4e60\u5230\u66f4\u5168\u9762\u7684\u89c6\u89c9\u8868\u793a\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-2-14-17-1-1.png\" alt=\"\" class=\"wp-image-517\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u5982\u88684\u6240\u793a\uff0c\u5728\u8868\u4e2d\u5217\u51fa\u7684\u4efb\u52a1\u4e2d\uff0cGenesis\u6a21\u578b\u59cb\u7ec8\u9886\u5148\u4e8e\u4efb\u4f552D\u65b9\u6cd5\uff0c\u5305\u62ec\u57fa\u4e8eImageNet \u9884\u8bad\u7ec3\u7684\u6a21\u578b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-2-14-18-1-1.png\" alt=\"\" class=\"wp-image-518\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u56fe4\u6bd4\u8f83\u4e86Genesis 2D\u548cImageNet\u76d1\u7763\u9884\u8bad\u7ec3\u7684\u65b9\u6cd5\uff0c\u7ed3\u679c\u8868\u660e\uff0c\u672c\u6587\u63d0\u51fa\u7684\u65e0\u9700\u4e13\u5bb6\u6807\u6ce8\u7684\u81ea\u76d1\u7763\u65b9\u6cd5\uff0c\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f18\u4e8e\u4e0d\u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u5e76\u4e14\u53d6\u5f97\u4e86\u4e0e\u6700\u65b0ImageNet\u9884\u8bad\u7ec3\u76f8\u5f53\u7684\u6027\u80fd\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-2-14-19-1-1.png\" alt=\"\" class=\"wp-image-519\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u56fe4&nbsp;2D\u76ee\u6807\u4efb\u52a12D\u89e3\u51b3\u65b9\u6848\u7684\u5b9e\u9a8c\u7ed3\u679c\u5bf9\u6bd4<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u4f18\u52bf\uff1a<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">1\uff09Genesis\u6a21\u578b\u8fdb\u884c\u81ea\u76d1\u7763\uff0c\u5e76\u4f7f\u7528\u5927\u91cf\u672a\u6807\u8bb0\u7684\u56fe\u50cf\u6570\u636e\u96c6\u6765\u8fdb\u884c\u8bad\u7ec3\uff0c\u65e0\u9700\u624b\u52a8\u6807\u8bb0\uff0c\u8981\u6c42\u4e13\u5bb6\u6807\u6ce8\u4e3a\u96f6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2\uff09\u4ece\u5916\u89c2\u3001\u7eb9\u7406\u3001\u4e0a\u4e0b\u6587\u7b49\u591a\u4e2a\u89d2\u5ea6\u8bad\u7ec3\u6a21\u578b\uff0c\u4f7fGenesis\u6a21\u578b\u80fd\u591f\u5b66\u4e60\u66f4\u5168\u9762\u7684\u8868\u793a\uff0c\u4ece\u800c\u5728\u591a\u79cd\u76ee\u6807\u4efb\u52a1\u4e2d\u751f\u6210\u66f4\u5177\u9c81\u68d2\u6027\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3\uff09\u901a\u8fc7\u5c06\u6240\u6709\u4efb\u52a1\u7edf\u4e00\u4e3a\u5355\u4e00\u7684\u56fe\u50cf\u6062\u590d\u4efb\u52a1\uff0c\u8282\u7ea6\u4e86GPU\u8d44\u6e90\uff0c\u5e76\u4e14\u53ef\u4ee5\u5f88\u5bb9\u6613\u7684\u62d3\u5c55\u5230\u5176\u5b83\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">4\uff09\u6a21\u578b\u6cdb\u5316\u6027\u80fd\u597d\uff0c\u80fd\u591f\u505a\u9488\u5bf9\u591a\u79cd\u75be\u75c5\u7684\u591a\u79cd\u4efb\u52a1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u4e24\u4e2a\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u53c2\u8003\u7f51\u5740\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/Tencent\/MedicalNet\">https:\/\/github.com\/Tencent\/MedicalNet<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/MrGiovanni\/ModelsGenesis\">https:\/\/github.com\/MrGiovanni\/ModelsGenesis<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u53c2\u8003\u6587\u732e\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[1]&nbsp; S. Chen, K. Ma, Y. Zheng. Med3D: Transfer Learning for 3D Medical Image Analysis. arXiv preprint arXiv:1904.00625, 2019.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[2] Z. Zhou, V. Sodha, M. M. Rahman Siddiquee, R. Feng, N. Tajbakhsh, M. B. Gotway and J. Liang. Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis. International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2019.<\/p>\n\n\n\n<p class=\"has-text-align-right wp-block-paragraph\">\u672c\u6587\u4f5c\u8005\uff1a\u90d1\u6d77\u71d5 &nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"has-text-align-right wp-block-paragraph\">\u6307\u5bfc\u8001\u5e08\uff1a\u9648\u5b87\u98de &nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"has-text-align-right wp-block-paragraph\">&nbsp;\u5355 &nbsp;&nbsp; &nbsp;&nbsp; \u4f4d\uff1a\u540c\u6d4e\u5927\u5b66<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u533b\u5b66\u56fe\u50cf\u8ba1\u7b97\u9752\u5e74\u7814\u8ba8\u4f1a\uff08Medical Imaging Computing 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