{"id":409,"date":"2025-04-03T09:20:41","date_gmt":"2025-04-03T01:20:41","guid":{"rendered":"http:\/\/106.52.84.14\/?p=409"},"modified":"2025-04-03T09:20:41","modified_gmt":"2025-04-03T01:20:41","slug":"%e5%9f%ba%e4%ba%8e%e8%b7%a8%e6%a8%a1%e6%80%81%e6%97%a0%e7%9b%91%e7%9d%a3%e5%9f%9f%e8%87%aa%e9%80%82%e5%ba%94%e7%9a%84%e5%8c%bb%e5%ad%a6%e5%9b%be%e5%83%8f%e5%88%86%e5%89%b2%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/www.mics-ai.com\/index.php\/2025\/04\/03\/%e5%9f%ba%e4%ba%8e%e8%b7%a8%e6%a8%a1%e6%80%81%e6%97%a0%e7%9b%91%e7%9d%a3%e5%9f%9f%e8%87%aa%e9%80%82%e5%ba%94%e7%9a%84%e5%8c%bb%e5%ad%a6%e5%9b%be%e5%83%8f%e5%88%86%e5%89%b2%e6%a8%a1%e5%9e%8b\/","title":{"rendered":"\u57fa\u4e8e\u8de8\u6a21\u6001\u65e0\u76d1\u7763\u57df\u81ea\u9002\u5e94\u7684\u533b\u5b66\u56fe\u50cf\u5206\u5272\u6a21\u578b"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>MICS\u79d1\u7814\u7b80\u8baf\u7b2c\u56db\u671f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6df1\u5ea6\u65e0\u76d1\u7763\u57df\u81ea\u9002\u5e94\u65e8\u5728\u4ec5\u4f7f\u7528\u672a\u6807\u8bb0\u7684\u76ee\u6807\u57df\u6570\u636e\u548c\u5e26\u6807\u8bb0\u7684\u6e90\u57df\u6570\u636e\u6765\u6539\u5584\u5728\u76ee\u6807\u57df\u4e0a\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u6027\u80fd\u3002\u7136\u800c\u5f53\u524d\u8bb8\u591a\u65e0\u76d1\u7763\u57df\u81ea\u9002\u5e94\u65b9\u6cd5\u5728\u76ee\u6807\u57df\u6570\u636e\u8f83\u5c11\u7684\u573a\u666f\u4e0b\uff0c\u6027\u80fd\u5f80\u5f80\u6709\u5f88\u5927\u7684\u4e0b\u964d\u3002\u9488\u5bf9\u8fd9\u4e2a\u95ee\u9898\uff0c\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u79cd\u9ad8\u6548\u7684\u8de8\u6a21\u6001\u65e0\u76d1\u7763\u57df\u81ea\u9002\u5e94\u56fe\u50cf\u5206\u5272\u6a21\u578b\u3002\u8be5\u6a21\u578b\u7ed3\u5408\u65b0\u9896\u7684\u57fa\u4e8eVAE\u7684\u7279\u5f81\u4f18\u5148\u5339\u914d\u548c\u57df\u5bf9\u6297\u8bad\u7ec3\u7b56\u7565\uff0c\u4ee5\u5b66\u4e60\u5728\u5206\u5272\u8fc7\u7a0b\u4e2d\u5229\u7528\u7684\u5171\u4eab\u57df\u4e0d\u53d8\u7a7a\u95f4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u4e2a\u7f51\u7edc\u5305\u62ec\u4e00\u4e2a\u542b\u4e24\u4e2a\u57df\u5404\u81ea\u7684\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u7684Variational Auto-Encoders 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decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-6-19-1-1.jpg\" alt=\"\" class=\"wp-image-410\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe1\uff1a\u7f51\u7edc\u6574\u4f53\u6846\u67b6<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6587\u7ae0\u7684\u4e3b\u8981\u5de5\u4f5c\u4ecb\u7ecd\u5982\u4e0b\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uff081\uff09\u6709\u76d1\u7763\u7684\u6e90\u57df\u7f51\u7edc\u8bad\u7ec3<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528\u6e90\u57df\u56fe\u50cf\u6807\u7b7e\u5bf9\u8ba1\u7b97VAE\u635f\u5931\u3001\u5206\u5272\u635f\u5931\u548c\u5bf9\u6297\u635f\u5931\u4f18\u5316\u6e90\u57df\u7684\u7f16\u7801\u5668\u3001\u89e3\u7801\u5668\u4ee5\u53ca\u5206\u5272\u5668\u7f51\u7edc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">VAE\u635f\u5931\u5305\u542b\u6e90\u57df\u56fe\u50cf\u91cd\u5efa\u635f\u5931\u4ee5\u53caKL\u6563\u5ea6\u635f\u5931\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-85-1-17-16-1-1.png\" alt=\"\" class=\"wp-image-411\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u6297\u635f\u5931\u7528\u6765\u9884\u8bad\u7ec3\u5224\u522b\u5668\u533a\u5206\u8f93\u5165\u662f\u6e90\u57df\u56fe\u50cf\u6216\u91cd\u5efa\u56fe\u50cf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uff082\uff09\u7279\u5f81\u4f18\u5148\u5339\u914d\u7b56\u7565<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528VAE\u635f\u5931\u4f18\u5316\u76ee\u6807\u57df\u7684\u7f16\u7801\u5668\u3001\u89e3\u7801\u5668\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">VAE\u635f\u5931\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-85-1-17-17-1-1.png\" alt=\"\" class=\"wp-image-412\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u5176\u4e2dKL\u6563\u5ea6\u6b63\u5219\u5316\u9879\u548c\u6e90\u57df\u7c7b\u4f3c\uff0c\u5728\u76ee\u6807\u57df\u6570\u636e\u8f83\u5c11\u7684\u573a\u666f\u4e0b\u975e\u5e38\u6709\u6548\uff0c\u901a\u8fc7\u5f3a\u8feb\u6e90\u57df\u548c\u76ee\u6807\u57df\u7279\u5f81\u7a7a\u95f4\u5206\u5e03\u90fd\u8fd1\u4f3c\u4e8e\u540c\u4e00\u5206\u5e03N(0,I),\u4ece\u800c\u5339\u914d\u8fd9\u4e24\u79cd\u5206\u5e03\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uff083\uff09\u57df\u5bf9\u6297\u8bad\u7ec3\u7b56\u7565<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c06\u4ece\u76ee\u6807\u57df\u8f6c\u6362\u6765\u7684\u6e90\u57df\u56fe\u50cf\u8f93\u5165\u5230\u57df\u5224\u522b\u5668\u4e2d\u4f5c\u4e3a\u4f2a\u6837\u672c\u8ba1\u7b97\u5bf9\u6297\u635f\u5931\u8bad\u7ec3\u5224\u522b\u5668\u548c\u76ee\u6807\u57df\u7f16\u7801\u5668\u3001\u89e3\u7801\u5668\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-85-1-17-18-1-1.png\" alt=\"\" class=\"wp-image-413\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u540c\u65f6\uff0c\u4e3a\u4e86\u4fdd\u8bc1\u4e24\u4e2a\u7f16\u7801\u5668\u7684\u8f93\u51fa\u5f97\u5230\u6821\u51c6\uff0c\u589e\u52a0\u4e86\u4ece\u6e90\u57df\u5230\u76ee\u6807\u57df\u518d\u5230\u6e90\u57df\u7684\u5355\u5411\u5faa\u73af\u4e00\u81f4\u6027\u635f\u5931\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-85-1-17-19-1-1.png\" alt=\"\" class=\"wp-image-414\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u6b64\u5916\uff0c\u4e3a\u4e86\u4f7f\u5f97\u5206\u5272\u5668\u5bf9Z<sub>T<\/sub>\u548cZ<sub>S<\/sub>\u7684\u4e0d\u540c\uff08\u7531\u4e8e\u4e24\u4e2a\u57df\u7f16\u7801\u5668\u5b58\u5728\u7f3a\u9677\uff09\u66f4\u52a0\u9c81\u68d2\uff0c\u8be5\u6587\u7ae0\u8fd8\u4f7f\u7528\u4e86\u4efb\u52a1\u4e00\u81f4\u6027\u635f\u5931\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-85-1-18-10-1-1.png\" alt=\"\" class=\"wp-image-415\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u7efc\u4e0a\uff0c\u5229\u7528\u8fd9\u4e9b\u635f\u5931\u7684\u52a0\u548c\u8bad\u7ec3\u6574\u4e2a\u65e0\u76d1\u7763\u57df\u81ea\u9002\u5e94\u5206\u5272\u7f51\u7edc\uff1b<\/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-85-1-18-11-1-1.png\" alt=\"\" class=\"wp-image-416\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u8be5\u6587\u7ae0\u5728MICCAI\u5fc3\u810f\u5206\u5272\u6311\u6218\u8d5b\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u6d4b\u8bd5\uff0c\u5b83\u5305\u542b20\u5f203D\u7684CT\u56fe\u50cf\u548c20\u5f203D\u7684MR\u56fe\u50cf\u3002\u5bf9\u4e8e\u5206\u5272\u7ed3\u679c\uff0c\u672c\u6587\u4f7f\u7528Dice\u548cASSD \uff08Averaged Squared Surface Distance\uff09\u8fdb\u884c\u8bc4\u4ef7\u3002\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff081\uff09\u5b9a\u91cf\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-85-1-18-12-1-1.png\" alt=\"\" class=\"wp-image-417\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u88681\u7ed9\u51fa\u4e86\u5bf9\u6bd4\u65b9\u6cd5\u4ee5\u53ca\u672c\u6587\u63d0\u51fa\u65b9\u6cd5\u7684\u6d4b\u8bd5\u6307\u6807\u6bd4\u8f83\u7ed3\u679c\u3002\u5176\u4e2d\uff0cUnadapted\u6a21\u578b\u8868\u793a\u57fa\u7ebf\u6a21\u578b\uff0c\u662f\u5c06\u76ee\u6807\u57df\u56fe\u50cf\u76f4\u63a5\u8f93\u5165\u5230\u6e90\u57df\u5206\u5272\u6a21\u578b\uff1bOracle\u6a21\u578b\u8868\u793a\u5728\u6e90\u57df\u5206\u5272\u6a21\u578b\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u6709\u76d1\u7763\u7684\u76ee\u6807\u57df\u56fe\u50cf\u5fae\u8c03\uff1bPnp-AdaNet-16\u3001SIFA-16\u662f\u4e24\u79cd\u5176\u4ed6\u7684\u5bf9\u6bd4\u65b9\u6cd5\uff0c\u4f7f\u7528\u4e8616\u5f20\u76ee\u6807\u57df\u56fe\u50cf\u7528\u4e8e\u8bad\u7ec3\uff1b\u800cPnp-AdaNet-1\u3001SIFA-1\u8868\u793a\u7684\u6a21\u578b\u968f\u673a\u9009\u62e91\u5f20\u76ee\u6807\u57df\u56fe\u50cf\u7528\u4e8e\u8bad\u7ec3\uff1bProposed-1\u662f\u672c\u6587\u63d0\u51fa\u7684\u6a21\u578b\uff0c\u4e5f\u662f\u968f\u673a\u9009\u62e91\u5f20\u76ee\u6807\u57df\u56fe\u50cf\u7528\u4e8e\u8bad\u7ec3\uff1b\u53ef\u4ee5\u770b\u51fa\uff0c\u65e0\u8bba\u548c\u57fa\u7ebf\u6a21\u578b\u76f8\u6bd4\uff0c\u8fd8\u662f\u548c\u5176\u4ed6\u5bf9\u6bd4\u6a21\u578b\u76f8\u6bd4\uff0c\u5728\u76ee\u6807\u57df\u6570\u636e\u8f83\u5c11\u7684\u573a\u666f\u4e0b\uff08\u5373\u968f\u673a\u9009\u62e9\u4e00\u5f20\u76ee\u6807\u57df\u56fe\u50cf\u7684\u573a\u666f\u4e0b\uff09\uff0c\u672c\u6587\u63d0\u51fa\u7684\u8de8\u6a21\u6001\u5206\u5272\u6a21\u578b\u7684\u5206\u5272\u51c6\u786e\u5ea6\u90fd\u66f4\u9ad8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff082\uff09\u5b9a\u6027\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-85-7-10-1-1.jpg\" alt=\"\" class=\"wp-image-418\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe2:\u81ea\u9002\u5e94\u5206\u5272\u7ed3\u679c\u7684\u5b9a\u6027\u663e\u793a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fe2\u76f4\u63a5\u5c55\u793a\u4e86\u5404\u79cd\u6a21\u578b\u7684\u5206\u5272\u9884\u6d4b\u7ed3\u679c\uff0c\u660e\u663e\u770b\u51fa\uff0c\u8be5\u6587\u7ae0\u63d0\u51fa\u7684\u6a21\u578b\u5f97\u5230\u7684\u5206\u5272\u7ed3\u679c\u4e0e\u771f\u5b9e\u6807\u7b7e\u66f4\u4e3a\u63a5\u8fd1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b64\u5916\uff0c\u4e3a\u4e86\u9a8c\u8bc1\u7279\u5f81\u4f18\u5148\u5339\u914d\u548c\u57df\u5bf9\u6297\u8bad\u7ec3\u7b56\u7565\u7684\u6709\u6548\u6027\uff0c\u8be5\u6587\u7ae0\u8fd8\u505a\u4e86\u6d88\u878d\u5b9e\u9a8c\uff0c\u5206\u522b\u79fb\u9664\u7279\u5f81\u4f18\u5148\u5339\u914d\u90e8\u5206\u548c\u57df\u5bf9\u6297\u8bad\u7ec3\u90e8\u5206\uff0c\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u5f88\u5bb9\u6613\u8fc7\u62df\u5408\uff0c\u800c\u4e14\u5e73\u5747Dice\u503c\u4e5f\u4f1a\u964d\u523055%\u4ee5\u4e0b\uff0c\u56e0\u6b64\u8fd9\u4e24\u79cd\u7b56\u7565\u662f\u975e\u5e38\u6709\u6548\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u8003\u6587\u732e<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[1]&nbsp;Ouyang C, Kamnitsas K, Biffi C, et al. Data efficient unsupervised domain adaptation for Cross-Modality image segmentation[C]\/\/International Conference on Medical Image Computing and Computer-Assisted Intervention. 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