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\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u591a\u4e2d\u5fc3\u533b\u5b66\u56fe\u50cf\u5206\u6790\u6a21\u578b\uff0cVFMGL\u6846\u67b6\u7834\u89e3\u6570\u636e\u5b64\u5c9b\u96be\u9898\uff0c93.4% Dice\u7cfb\u6570\u7684\u5353\u8d8a\u8868\u73b0<\/a><\/p>\n

<\/a><\/section>\n

\u7f16\u8f91\u4e28&<\/p>\n

\u5728\u4f17\u591a\u4e2d\u4e0b\u6e38\u4efb\u52a1\u4e2d\uff0c\u6536\u5230\u5e7f\u6cdb\u800c\u591a\u6837\u7684\u6570\u636e\u96c6\u8bad\u7ec3\u7684\u57fa\u7840\u6a21\u578b\u8868\u73b0\u51fa\u7684\u5f3a\u5927\u6027\u80fd\uff0c\u5728\u533b\u7597\u9886\u57df\u8868\u73b0\u5374\u4e0d\u751a\u5f97\u4eba\u5fc3\u3002\u53d7\u5230\u5230\u6570\u636e\u91cf\u3001\u5f02\u8d28\u6027\u548c\u9690\u79c1\u95ee\u9898\u7b49\u95ee\u9898\u7684\u4e25\u91cd\u963b\u788d\uff0c\u57fa\u7840\u6a21\u578b\u5f97\u4e0d\u5230\u66f4\u8fdb\u4e00\u6b65\u7684\u53d1\u5c55\u3002<\/p>\n

\u6842\u6797\u822a\u7a7a\u822a\u5929\u5927\u5b66\u8054\u5408\u6c5f\u95e8\u5e02\u4e2d\u5fc3\u533b\u9662\u7b49\u63a8\u51fa\u4e86 Vision Foundation Model General Lightweight\uff08VFMGL\uff09\u6846\u67b6\uff0c\u4ee5\u4fc3\u8fdb\u5404\u79cd\u533b\u7597\u4efb\u52a1\u7684\u4e13\u5bb6\u4e34\u5e8a\u6a21\u578b\u7684\u53bb\u4e2d\u5fc3\u5316\u6784\u5efa\u3002<\/p>\n

\u901a\u8fc7\u5bf9\u4e00\u7cfb\u5217\u533b\u7597\u4efb\u52a1\u548c\u573a\u666f\u7684\u5e7f\u6cdb\u5b9e\u9a8c\u548c\u5206\u6790\uff0cVFMGL \u88ab\u8bc1\u660e\u5728\u533b\u5b66\u56fe\u50cf\u5206\u7c7b\u548c\u5206\u5272\u4efb\u52a1\u4e2d\u90fd\u53d6\u5f97\u4e86\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u6709\u6548\u5730\u5e94\u5bf9\u4e86\u6570\u636e\u5f02\u6784\u6027\u5e26\u6765\u7684\u6311\u6218\u3002<\/p>\n

\u8be5\u7814\u7a76\u4ee5\u300cGeneral lightweight framework for vision foundation model supporting multi-task and multi-center medical image analysis\u300d\u4e3a\u9898\uff0c\u4e8e 2025 \u5e74 3 \u6708 1 \u65e5\u520a\u767b\u4e8e\u300aNature Communications\u300b\u3002<\/p>\n

<\/a><\/section>\n

VFMGL<\/strong><\/p>\n

\u8fd1\u5e74\u6765\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/mark>\u9886\u57df\uff0c\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b<\/mark>\u4f7f\u7528\u4e86\u81ea\u6211\u76d1\u7763\u5b66\u4e60<\/mark>\u65b9\u6cd5\u4ece\u5927\u89c4\u6a21\u6587\u672c\u8bed\u6599\u5e93\u4e2d\u5b66\u4e60\u8bed\u8a00\u7684\u5185\u5728\u7ed3\u6784\uff0c\u4f7f\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b<\/mark>\u80fd\u591f\u5728\u591a\u4e2a\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/mark>\u4efb\u52a1\u4e2d\u6709\u7740\u826f\u597d\u8868\u73b0\u3002<\/p>\n

\u5728\u8ba1\u7b97\u673a\u89c6\u89c9<\/mark>\u9886\u57df\uff0c\u89c6\u89c9\u6a21\u578b\uff08VFM\uff09\u57fa\u4e8e\u81ea\u76d1\u7763\u65b9\u6cd5\u5728\u5177\u6709\u4e0d\u540c\u8d28\u91cf\u548c\u81ea\u7136\u56fe\u50cf\u591a\u6837\u6027\u7684\u5927\u578b\u672a\u6807\u8bb0\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u53ef\u4ee5\u4ea7\u751f\u5404\u7c7b\u901a\u7528\u7279\u5f81\u3002\u800c\u5728\u533b\u5b66\u9886\u57df\uff0c\u6709\u6548\u7684\u901a\u7528\u77e5\u8bc6\u53ef\u4ee5\u7f13\u89e3\u4e2a\u4f53\u60a3\u8005\u5dee\u5f02\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5e72\u6270\u3002<\/p>\n

\u4f46\u5f53\u4e0a\u8ff0 VFM \u76f4\u63a5\u5e94\u7528\u5230\u533b\u5b66\u56fe\u50cf\u5206\u6790\u65f6\uff0c\u7531\u4e8e\u81ea\u7136\u56fe\u50cf\u4e0e\u533b\u5b66\u6210\u50cf\u5b58\u5728\u7684\u5dee\u5f02\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u5404\u7c7b\u5e72\u6270\u3002\u56e0\u6b64\uff0c\u533b\u7597\u9886\u57df\u8feb\u5207\u9700\u8981\u4e00\u79cd\u6280\u672f\u6765\u4ece VFM \u4e2d\u83b7\u53d6\u901a\u7528\u77e5\u8bc6\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u786e\u4fdd\u51c6\u786e\u6027\u7684\u540c\u65f6\u964d\u4f4e\u8bad\u7ec3\u548c\u90e8\u7f72\u590d\u6742\u6027\u3002<\/p>\n

\u5168\u65b0\u7684 VFMGL \u6846\u67b6\u53ef\u4ee5\u81ea\u9002\u5e94\u5730\u4ece VFM \u83b7\u53d6\u4e0e\u533b\u7597\u4efb\u52a1\u76f8\u5173\u7684\u5e38\u8bc6\uff0c\u5b9e\u73b0 VFM \u7684\u8f7b\u91cf\u5316<\/mark>\uff1b\u540c\u65f6\u53ef\u4ee5\u7ef4\u62a4\u6570\u636e\u9690\u79c1\uff0c\u4fc3\u8fdb\u8de8\u591a\u4e2a\u533b\u7597\u673a\u6784\u5408\u4f5c\u3002\u5b83\u9002\u7528\u4e8e\u5404\u79cd\u5206\u7c7b\u4e0e\u5206\u5272\u4e2d\u7684\u533b\u7597\u4efb\u52a1\uff0c\u5728\u7279\u5f81\u548c\u6a21\u578b\u7ea7\u522b\u63d0\u4f9b\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n

<\/a><\/section>\n

\u56fe 1\uff1aVFMGL \u6846\u67b6\u6982\u8ff0\u3002\uff08\u56fe\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u7814\u7a76\u8868\u660e\uff0c\u795e\u7ecf\u7f51\u7edc<\/mark>\u975e\u5e38\u6709\u80fd\u529b\u6355\u83b7\u7279\u5b9a\u4e8e\u7279\u5b9a\u6570\u636e\u96c6\u7684\u7279\u5f81\u6a21\u5f0f\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u3002VFMGL \u5229\u7528\u8054\u90a6\u5b66\u4e60<\/mark>\uff08FL\uff09\u6280\u672f\uff0c\u652f\u6301\u5728\u6bcf\u4e2a\u4e2d\u5fc3\u5185\u4e25\u683c\u4fdd\u5b58\u533b\u7597\u6570\u636e\u4f20\u8f93\u672c\u5730\u6a21\u578b\u53c2\u6570<\/mark>\uff0c\u8de8\u591a\u4e2a\u4e2d\u5fc3\u805a\u5408\u5171\u4eab\u6a21\u578b\uff0c\u4fdd\u8bc1\u672c\u5730\u6570\u636e\u7684\u9690\u79c1\u6027\u548c\u5b89\u5168\u6027\u3002<\/p>\n

\u57fa\u4e8e\u5bf9\u56e0\u6837\u672c\u7f3a\u4e4f\u800c\u5bfc\u81f4\u5171\u4eab\u6a21\u578b\u7f3a\u5c11\u8db3\u591f\u7684\u77e5\u8bc6\u8fdb\u884c\u9884\u6d4b\u7684\u8003\u8651\uff0c\u56e2\u961f\u63d0\u51fa\u4e86\u6211\u4eec\u63d0\u51fa\u4e86 DDBL \u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u57fa\u4e8e\u5171\u4eab\u6a21\u578b\u77e5\u8bc6\u4ece\u6bcf\u4e2a\u4e2d\u5fc3\u9009\u62e9\u4f4e\u5f02\u8d28\u6027\u6570\u636e\u3002<\/p>\n

\u4e0e\u7531\u6a21\u578b\u903b\u8f91<\/mark>\u5c42\u8f93\u51fa\u9a71\u52a8\u7684 KD \u65b9\u6cd5\u76f8\u7ed3\u5408\uff0cDDBL \u4f7f\u5c40\u90e8\u6a21\u578b\u80fd\u591f\u5b66\u4e60\u591a\u4e2a\u4e2d\u5fc3\u6240\u62e5\u6709\u7684\u5e38\u8bc6\uff0c\u6291\u5236\u5b83\u4eec\u5b66\u4e60\u7279\u5b9a\u7279\u5f81\u6a21\u5f0f\u7684\u503e\u5411\uff0c\u540c\u65f6\u4f7f\u7528\u5197\u4f59\u53c2\u6570<\/mark>\u8fdb\u4e00\u6b65\u589e\u5f3a\u8de8\u4e2d\u5fc3\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n

VFMGL \u5728\u4e0d\u540c\u4efb\u52a1\u4e2d\u7684\u8868\u73b0<\/strong><\/p>\n

\u4e73\u817a\u764c\u662f\u7f8e\u56fd\u5973\u6027\u4e2d\u6700\u5e38\u89c1\u7684\u764c\u75c7\uff0c\u5927\u7ea6 12% \u7684\u5973\u6027\u5728\u5176\u4e00\u751f\u4e2d\u88ab\u8bca\u65ad\u51fa\u60a3\u6709\u4e73\u817a\u764c\u3002\u800c\u5728\u6574\u4f53\u7684\u6cbb\u7597\u8fc7\u7a0b\u4e2d\uff0c\u8bc6\u522b\u6dcb\u5df4\u7ed3\u4e2d\u7684\u8f6c\u79fb\u5bf9\u4e73\u817a\u764c\u60a3\u8005\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n

\u5728\u8bc6\u522b\u4e73\u817a\u764c\u8f6c\u79fb\u7684\u7ec4\u7ec7\u56fe\u50cf\u9274\u5b9a\u4e2d\uff0cVFMGL \u9274\u5b9a\u7387\u9ad8\u8fbe 97.15%\uff0c\u5bf9\u975e\u8f6c\u79fb\u6027\u4e73\u817a\u7ec4\u7ec7\u56fe\u50cf\u7684\u9274\u5b9a\u7387\u9ad8\u8fbe 99.4%\u3002\u6709\u52a9\u4e8e\u5bf9\u5168\u73bb\u7247\u56fe\u50cf\u8fdb\u884c\u51c6\u786e\u7684\u5b9a\u6027\u8bc4\u4f30\uff0c\u4ee5\u4e86\u89e3\u60a3\u8005\u4e73\u817a\u764c\u7ec6\u80de\u8f6c\u79fb\u7684\u72b6\u6001\u3002<\/p>\n

<\/a><\/section>\n

\u56fe 2\uff1a\u4e94\u4e2a\u4e2d\u5fc3\u7684 5 \u4e2a\u6a21\u578b\u7684\u96f7\u8fbe\u56fe\u6bd4\u8f83\u3002\uff08\u56fe\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u76f8\u5bf9\u4e73\u817a\u764c\uff0c\u524d\u5217\u817a\u75be\u75c5\u5219\u662f\u7537\u6027\u7684\u5e38\u89c1\u75be\u75c5\u3002\u4ece\u78c1\u5171\u632f\u6210\u50cf \uff08MRI\uff09 \u626b\u63cf\u4e2d\u7cbe\u786e\u63cf\u7ed8\u524d\u5217\u817a\u5bf9\u4e8e\u8bca\u65ad\u548c\u5236\u5b9a\u8fd9\u4e9b\u75be\u75c5\u7684\u6cbb\u7597\u7b56\u7565\u81f3\u5173\u91cd\u8981\u3002\u7531\u4e8e\u6210\u50cf\u65b9\u6848\u5dee\u5f02\u3001\u7ebf\u5708\u4f7f\u7528\u4e0d\u540c\uff0cAI \u5206\u5272\u7684\u51c6\u786e\u6027\u53d7\u5230\u6781\u5927\u5f71\u54cd\u3002<\/p>\n

\u5728\u6b64\u7528\u4f8b\u4e2d\uff0cVFMGL \u8868\u73b0\u51fa\u6b63\u786e\u8bc6\u522b\u975e\u524d\u5217\u817a\u533a\u57df\u7684\u51fa\u8272\u80fd\u529b\u3002\u5b83\u51cf\u5c11\u4e86\u56e0\u4e3a\u4e2d\u5fc3\u5f02\u8d28\u6027\u5e26\u6765\u7684\u53ef\u80fd\u4f1a\u5bfc\u81f4\u76ee\u6807\u533a\u57df\u7684\u8fc7\u5ea6\u5206\u5272\u6216\u8fdc\u5904\u533a\u57df\u7684\u9519\u8bef\u5206\u5272\u3002<\/p>\n

<\/a><\/section>\n

\u56fe 3\uff1a\u516d\u4e2a\u4e2d\u5fc3\u7684\u96f7\u8fbe\u56fe\u3002\uff08\u56fe\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u7ec6\u80de\u6838\u7684\u5206\u5272\u63d0\u4f9b\u4e86\u57fa\u672c\u7684\u89c6\u89c9\u4fe1\u606f\u548c\u5f62\u6001\u7279\u5f81\uff0c\u4f8b\u5982\u5927\u5c0f\u3001\u5f62\u72b6\u6216\u989c\u8272\u3002\u8fd9\u4e9b\u4fe1\u606f\u548c\u7279\u5f81\u4e0d\u4ec5\u6709\u52a9\u4e8e\u8fdb\u4e00\u6b65\u5904\u7406\u75c5\u7406\u56fe\u50cf\uff0c\u8fd8\u53ef\u4ee5\u5e2e\u52a9\u75c5\u7406\u5b66\u5bb6\u8bca\u65ad\u548c\u5206\u6790\u75c5\u60c5\u7684\u8fdb\u5c55\u3002<\/p>\n

VFMGL \u89e3\u51b3\u4e86\u75c5\u7406\u56fe\u50cf\u80cc\u666f\u590d\u6742\u3001\u7ec6\u80de\u6838\u5206\u5e03\u5206\u6563\u5bfc\u81f4\u7684\u7ec6\u80de\u5206\u5272<\/mark>\u96be\u7684\u95ee\u9898\uff0c\u5728\u6bcf\u4e2a\u4e2d\u5fc3\u90fd\u8868\u73b0\u51fa\u4f18\u5f02\u7684\u6027\u80fd\u3002\u4e0e\u5176\u4ed6\u65b9\u6cd5\u76f8\u6bd4\uff0cVFMGL \u66f4\u6709\u6548\u5730\u533a\u5206\u76f8\u90bb\u7684\u7ec6\u80de\u6838\u533a\u57df\u5e76\u51cf\u5c11\u9519\u8bef\u5206\u5272\u7684\u60c5\u51b5\u3002<\/p>\n

VFMGL \u5728\u5404\u79cd\u573a\u666f\u548c\u4efb\u52a1\u4e2d\u4fdd\u6301\u4e86\u51fa\u8272\u7684\u7a33\u5065\u6027\uff0c\u5373\u4f7f\u9762\u4e34\u6570\u636e\u5206\u5e03\u7684\u4e0d\u540c\u53d8\u5316\u4e5f\u662f\u5982\u6b64\u3002\u5b83\u5bf9\u6570\u636e\u5206\u5e03\u7684\u53d8\u5316\u8868\u73b0\u51fa\u5f88\u5f3a\u7684\u62b5\u6297\u529b\uff0c\u9884\u6d4b\u6027\u80fd\u4ec5\u6709\u8f7b\u5fae\u7684\u6ce2\u52a8\u3002<\/p>\n

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