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Image Analysis\u6742\u5fd7\u3002\u524d\u4e24\u7bc7\u8bba\u6587\u7684\u903b\u8f91\u5173\u7cfb\u662f\u540e\u8005\u7528\u5230\u4e86\u524d\u8005\u6240\u63d0\u51fa\u7684\u6280\u672f\uff0c\u4e14\u90fd\u51fa\u81ea\u4e8eMIT\u7684\u7814\u7a76\u56e2\u961f\u3002\u7b2c\u4e09\u7bc7\u57fa\u4e8e\u5bf9\u6297\u6027\u5b66\u4e60\u7684\u56fe\u50cf\u914d\u51c6\u65b9\u6cd5\u5229\u7528\u5bf9\u6297\u76f8\u4f3c\u7f51\u7edc\u81ea\u52a8\u5224\u65ad\u56fe\u50cf\u7684\u76f8\u4f3c\u5ea6\uff0c\u89e3\u51b3\u4e86\u56fe\u50cf\u914d\u51c6\u5728\u4e0d\u540c\u5e94\u7528\u573a\u666f\u4e0b\u76f8\u4f3c\u6027\u5ea6\u91cf\u9009\u62e9\u7684\u96be\u9898\uff0c\u8be5\u65b9\u6cd5\u5728\u5355\u4e00\u3001\u591a\u6570\u636e\u96c6\u4ee5\u53ca\u5355\u6a21\u6001\u3001\u591a\u6a21\u6001\u4e4b\u95f4\u7684\u914d\u51c6\u4efb\u52a1\u4e0a\u90fd\u80fd\u53d6\u5f97\u6700\u4f73\u7684\u7efc\u5408\u6027\u80fd\u3002\u672c\u6587\u53d1\u8868\u4e8e2019\u5e74\u7684Medical Image 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An Unsupervised Learning Model for Deformable Medical Image Registratio<\/strong><strong>n<sup><\/sup><sup>[1]<\/sup><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u533b\u5b66\u56fe\u50cf\u7684\u53d8\u5f62\u914d\u51c6\u7b56\u7565\u901a\u5e38\u5305\u62ec\u4e24\u6b65\uff1a\u7b2c\u4e00\u6b65\u662f\u5b9e\u73b0\u5168\u5c40\u5bf9\u9f50\u7684\u4eff\u5c04\u53d8\u5f62\uff0c\u7136\u540e\u662f\u901f\u5ea6\u8f83\u6162\u5177\u6709\u9ad8\u81ea\u7531\u5ea6\u7684\u53d8\u5f62\u53d8\u6362\u3002\u672c\u6587\u4e3b\u8981\u5173\u5fc3\u7684\u662f\u7b2c\u4e8c\u6b65\u3002\u672c\u6587\u63d0\u51fa\u7684\u7f51\u7edc\u7ed3\u6784\u5982\u56fe1\u6240\u793a\uff0c\u5177\u4f53\u65b9\u6cd5\u662f\u4ece\u591a\u5bf9\u914d\u51c6\u6570\u636e\u4e2d\u53c2\u6570\u5316\u914d\u51c6\u51fd\u6570\uff0c\u8be5\u53c2\u6570\u5316\u51fd\u6570\u4f7f\u7528\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u8bad\u7ec3\uff0c\u7f51\u7edc\u7684\u8f93\u5165\u7aef\u4e3a\u4e00\u7ec4\u6d6e\u52a8\u56fe\u50cfM\u4e0e\u53c2\u8003\u56fe\u50cfF\uff0c\u8f93\u51fa\u7aef\u4e3a\u57fa\u4e8e\u53c2\u6570\u03b8\u7684\u53d8\u5f62\u573a<img decoding=\"async\" src=\"\" 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truth \u6216\u89e3\u5256\u6807\u5fd7\u4fe1\u606f\uff1b\uff082\uff09\u63d0\u51fa\u4e00\u4e2a\u8de8\u79cd\u7fa4\u53c2\u6570\u5171\u4eab\u7684CNN\u51fd\u6570\uff0c\u901a\u8fc7\u5bf9\u8be5\u51fd\u6570\u7684\u4f18\u5316\u6765\u5b9e\u73b0\u914d\u51c6\uff1b\uff083\uff09\u53ef\u4ee5\u5bf9\u5404\u79cd\u4ee3\u4ef7\u51fd\u6570\u8fdb\u884c\u53c2\u6570\u4f18\u5316\u8fdb\u800c\u80dc\u4efb\u4e0d\u540c\u4efb\u52a1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u56fe1\u6846\u67b6\u4e2d\u5c55\u793a\u7684\u7c7b\u4f3cu-net\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u5728\u672c\u6587\u63d0\u51fa\u4e86\u4e24\u79cd\u67b6\u6784\u53d8\u4f53\uff08voxelmorph1\u4e0evoxelmorph2\uff09\uff0c\u5728\u7cbe\u5ea6\u4e0e\u8ba1\u7b97\u65f6\u95f4\u4e0a\u8fdb\u884c\u6743\u8861\uff0c\u4e00\u4e2a\u662f\u6ce8\u91cd\u914d\u51c6\u7cbe\u5ea6\uff0c\u53e6\u4e00\u4e2a\u662f\u6ce8\u91cd\u914d\u51c6\u65f6\u95f4\u3002\u7ed3\u6784\u5982\u4e0b\u56fe2\u6240\u793a\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-85-1-19-18-1-1.png\" alt=\"\" class=\"wp-image-458\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe2\u00a0\u00a0\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u4e24\u79cd\u4e0d\u540c\u7684\u53d8\u4f53<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u7684\u8bad\u7ec3\u6570\u636e\u4e3a\u6765\u81ea8\u4e2a\u516c\u5f00\u6570\u636e\u96c6\u5171\u8ba17829\u7ec4t1\u52a0\u6743\u7684\u5927\u8111MRI\u56fe\u50cf\u3002\u56fe\u50cf\u7684\u9884\u5904\u7406\u6b65\u9aa4\u5305\u542b\u4e86\u91cd\u91c7\u6837\u3001\u4eff\u5c04\u7a7a\u95f4\u5f52\u4e00\u5316\u3001\u5927\u8111\u63d0\u53d6\u3001\u88c1\u526a\u3002\u901a\u8fc7Dice\u7cfb\u6570\u6765\u8bc4\u4f30\u56fe\u50cf\u914d\u51c6\u7684\u51c6\u786e\u7a0b\u5ea6\uff0c\u4e0b\u88681\u663e\u793a\u4e86voxelmorph\u6a21\u578b\u7684\u8868\u73b0\u6548\u679c\u4e0e\u56fe\u50cf\u914d\u51c6\u5de5\u5177ANTs\u76f8\u5f53\uff0c\u4f46\u901f\u5ea6\u66f4\u5feb\u3002Voxelmorph2\u7684\u8868\u73b0\u7565\u597d\u4e8evoxelmorph1\uff0cvoxelmorph1\u5219\u5728\u914d\u51c6\u901f\u5ea6\u4e0a\u66f4\u4f18\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u88681&nbsp;&nbsp;\u914d\u51c6\u7ed3\u679c\u8bc4\u4f30\u8868<\/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-85-1-19-19-1-1.png\" alt=\"\" class=\"wp-image-459\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7\u56fe3\u7684\u7bb1\u578b\u56fe\u6211\u4eec\u80fd\u591f\u770b\u5230\u5927\u8111\u5185\u90e8\u5404\u90e8\u5206\u7ec4\u6210\u7684\u7cbe\u786e\u914d\u51c6\u60c5\u51b5\uff0c\u6bd4\u5982\u4e18\u8111\u548c\u8111\u5e72\uff0cvoxelmorph\u6a21\u578b\u7684\u914d\u51c6\u7ed3\u679c\u4e0eANTs\u7684Dice\u503c\u60f3\u5f53\uff0c\u5728\u5927\u8111\u767d\u8d28\u7b49\u7ed3\u6784\u4e0a\u8868\u73b0\u7565\u597d\u4e8eANTs,\u800c\u5728\u6d77\u9a6c\u4f53\u7b49\u5176\u4ed6\u7ed3\u6784\u4e0a\u8868\u73b0\u5219\u5dee\u4e8eANTs\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-85-2-10-10-1-1.png\" alt=\"\" class=\"wp-image-460\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe3&nbsp;&nbsp;\u914d\u51c6\u7ed3\u679c\u8bc4\u4f30\u7bb1\u578b\u56fe<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. Learning Conditional Deformable Templates with Convolutional Networks<\/strong><strong><sup>[2]<\/sup><\/strong><sup><\/sup><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf\u7684\u56fe\u8c31\u6784\u5efa\u4e0e\u56fe\u50cf\u914d\u51c6\u65b9\u6cd5\u7ecf\u5386\u4e86\u51e0\u5341\u5e74\u7684\u53d1\u5c55\uff0c\u91c7\u7528\u56fe\u8c31\u4f30\u8ba1\u4e0e\u56fe\u50cf\u5bf9\u9f50\u7684\u8fed\u4ee3\u8fc7\u7a0b\u6784\u5efa\uff0c\u7531\u4e8e\u8ba1\u7b97\u6210\u672c\u4e0e\u65f6\u95f4\u6210\u672c\u82b1\u8d39\u5de8\u5927\uff0c\u56fe\u8c31\u751f\u6210\u662f\u4e00\u9879\u4ee3\u4ef7\u975e\u5e38\u6602\u8d35\u7684\u5de5\u4f5c\u3002\u56e0\u4e3a\u8fd9\u4e2a\u7f3a\u70b9\uff0c\u5927\u90e8\u5206\u7684\u56fe\u8c31\u751f\u6210\u65b9\u6cd5\u662f\u4e3a\u6574\u4e2a\u6570\u636e\u96c6\u6574\u4f53\u8ba1\u7b97\u4e00\u4e2a\u5e73\u5747\u56fe\u8c31\uff0c\u6216\u8005\u6839\u636e\u6570\u636e\u7684\u7279\u5b9a\u5c5e\u6027\u5206\u7c7b\u8ba1\u7b97\u51e0\u4e2a\u56fe\u8c31\u3002\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u57fa\u4e8e\u79bb\u6563\u540c\u6784\u7684\u6982\u7387\u6a21\u578b\u548c\u6709\u6548\u7684\u5b66\u4e60\u7b56\u7565\uff0c\u4f7f\u7528\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u5f00\u53d1\u4e86\u4e00\u4e2a\u901a\u7528\u7684\u7aef\u5230\u7aef\u7684\u6846\u67b6\uff0c\u53ef\u4ee5\u4e3a\u4efb\u4f55\u65b0\u56fe\u50cf\u5feb\u901f\u63d0\u4f9b\u53d8\u5f62\u573a\u3002\u8be5\u6846\u67b6\u8fd8\u5141\u8bb8\u5b66\u4e60\u7ed9\u5b9a\u5b9e\u4f8b\u5c5e\u6027\u751f\u6210\u6761\u4ef6\u5316\u51fd\u6570\uff0c\u5982 MRI \u56fe\u50cf\u4e2d\u53d7\u8bd5\u8005\u7684\u5e74\u9f84\u548c\u6027\u522b\u3002\u4e00\u65e6\u5b66\u4f1a\u4e86\u8fd9\u4e2a\u51fd\u6570\uff0c\u5c31\u53ef\u4ee5\u5feb\u901f\u5730\u5408\u6210\u7b26\u5408\u8f93\u5165\u6761\u4ef6\u7684\u56fe\u8c31\u3002\u4f8b\u5982\uff0c\u8f93\u5165\u5e74\u9f84\uff0835\u5c81\uff09\u548c\u6027\u522b\uff08\u5973\u6027\uff09\uff0c\u5b83\u53ef\u4ee5\u4e3a35\u5c81\u7684\u5973\u6027\u6784\u5efa\u4e00\u4e2a\u53c2\u80033D\u5927\u8111MRI\u56fe\u8c31\u56fe\u50cf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u7684\u6846\u67b6\u7ed3\u6784\u5982\u56fe4\u6240\u793a\uff0c\u53ef\u4ee5\u5c06\u8be5\u6a21\u578b\u5206\u4e3a\u4e24\u4e2a\u90e8\u5206\u6765\u770b\uff0c\u7b2c\u4e00\u90e8\u5206\u662f\u56fe\u4e2d\u5de6\u4e0a\u90e8\u5206\u7684\u8bd1\u7801\u5668\u90e8\u5206\uff0c\u8be5\u8bd1\u7801\u5668\u4ee5\u5c5e\u6027\u5411\u91cfa<sub>i<\/sub>\u4f5c\u4e3a\u8f93\u5165\u6765\u9884\u6d4b\u4e00\u4e2a\u56fe\u50cf\u6a21\u677ft\uff0c\u8be5\u56fe\u50cf\u6a21\u677ft\u4e0e\u771f\u5b9e\u56fe\u50cfx<sub>i<\/sub>\u4f5c\u4e3a\u8f93\u5165\u5230\u4e00\u4e2a\u65e0\u76d1\u7763\u7684\u914d\u51c6\u7f51\u7edc\u5f53\u4e2d\uff0c\u8be5\u914d\u51c6\u7f51\u7edc\u662f\u5728\u4e0a\u8ff0\u4ecb\u7ecd\u7684voxlemorph\u6846\u67b6\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u6539\u8fdb\u7684\u6a21\u578b\uff0c\u8be5\u914d\u51c6\u7f51\u7edc\u4ee5\u56fe\u50cf\u6a21\u677ft\u548c\u771f\u5b9e\u56fe\u50cfx<sub>i<\/sub>\u4f5c\u4e3a\u8f93\u5165\uff0c\u8f93\u51fa\u901f\u5ea6\u573av<sub>i<\/sub>\uff0c\u518d\u6839\u636e\u901f\u5ea6\u573a\u901a\u8fc7\u79ef\u5206\u7684\u65b9\u5f0f\u8ba1\u7b97\u51fa\u5bf9\u5e94\u7684\u53d8\u5f62\u573a<\/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-85-2-10-12-1-1.png\" alt=\"\" class=\"wp-image-462\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uff0c\u7136\u540e\u901a\u8fc7\u7a7a\u95f4\u53d8\u6362\u51fd\u6570\u5b9e\u73b0\u56fe\u50cf\u6a21\u677ft\u5230\u771f\u5b9e\u56fe\u50cfx<sub>i<\/sub>\u4e4b\u95f4\u7684\u914d\u51c6\u3002\u5982\u679c\u4e0d\u91c7\u7528\u6761\u4ef6\u5316\u7684\u751f\u6210\u65b9\u5f0f\uff0c\u5373\u8f93\u5165\u6ca1\u6709\u5c5e\u6027\u4fe1\u606f\u7684\u65f6\u5019\uff0c\u5219\u53ef\u4ee5\u76f4\u63a5\u5b66\u4e60\u751f\u6210\u56fe\u50cf\u6a21\u677ft\u3002\u7f51\u7edc\u53c2\u6570\u4f7f\u7528\u968f\u673a\u68af\u5ea6\u4e0b\u964d\u6765\u66f4\u65b0\uff0c\u901a\u8fc7\u6bcf\u6b21\u8fed\u4ee3\u4f18\u5316\uff0c\u7f51\u7edc\u5b66\u4e60\u540e\u8f93\u51fa\u4e00\u4e2a\u56fe\u8c31(\u53ef\u9009\u4ee5\u5c5e\u6027\u6570\u636e\u4e3a\u6761\u4ef6)\uff0c\u8fd9\u4e2a\u56fe\u8c31\u53ef\u4ee5\u5e73\u6ed1\u3001\u53ef\u9006\u5730\u626d\u66f2\u5230\u6570\u636e\u96c6\u4e2d\u7684\u6bcf\u4e2a\u56fe\u50cf\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-85-2-10-14-1-1.png\" alt=\"\" class=\"wp-image-464\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe4&nbsp;&nbsp;\u56fe\u8c31\u751f\u6210\u6846\u67b6\u6d41\u7a0b\u56fe<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9e\u9a8c\u5305\u542b\u4e86\u4e24\u4e2a\u90e8\u5206\uff0c\u7b2c\u4e00\u90e8\u5206\u4f7f\u7528\u7684\u662fMNIST \u6570\u636e\u96c6\uff0c\u5728\u539f\u6709\u6570\u636e\u96c6\u7684\u57fa\u7840\u4e0a\uff0c\u672c\u6587\u4f7f\u7528\u4e86\u56fe\u50cf\u589e\u5f3a\u5c06\u539f\u6570\u636e\u96c6\u6269\u589e\u4e3a\u4e00\u4e2a\u56fe\u50cf\u6bd4\u4f8b\u56e0\u5b50\u57280.7-1.3\u548c\u4e00\u4e2a\u56fe\u50cf\u65cb\u8f6c\u8303\u56f4\u57280\u5230360\u5ea6\u7684\u6570\u636e\u96c6\uff0c\u5982\u4e0b\u56fe5\u6240\u793a\uff0c\u8fd9\u4e9b\u53d8\u5316\u6a21\u62df\u4e86\u6570\u5b57\u7684\u5c3a\u5bf8\u548c\u65cb\u8f6c\u5c5e\u6027\uff0c\u76ee\u6807\u662f\u4e86\u89e3\u6240\u63d0\u51fa\u7684\u65b9\u6cd5\u662f\u5426\u80fd\u591f\u5b66\u4e60\u5230\u8fd9\u4e9b\u5c5e\u6027\u6240\u5bf9\u5e94\u7684\u56fe\u50cf\u548c\u6807\u51c6\u6570\u5b57\u56fe\u50cf\u4e4b\u95f4\u7684\u51e0\u4f55\u53d8\u6362\u5173\u7cfb\uff0c\u4ece\u800c\u751f\u6210\u4e00\u4e2a\u6839\u636e\u5c5e\u6027\u751f\u6210\u968f\u9700\u5e94\u53d8\u7684\u751f\u6210\u51fd\u6570\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-85-2-10-15-1-1.png\" alt=\"\" class=\"wp-image-465\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe5 &nbsp;MNIST\u6570\u636e\u96c6\u4ee5\u53ca\u5bf9\u5176\u65cb\u8f6c\u7f29\u653e\u7ed3\u679c\u56fe<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u5206\u6790\u4e24\u4e2a\u5b9e\u9a8c\u7ed3\u679c\uff0c\u4e00\u4e2a\u7f3a\u5931\u5c5e\u6027\u548c\u4e00\u4e2a\u9690\u85cf\u5c5e\u6027\u7684\u5b9e\u9a8c\u3002\u5176\u4e2d\u7f3a\u5931\u5c5e\u6027\u7684\u5b9e\u9a8c\u6307\u5728\u8f93\u5165\u7684\u7279\u5f81\u5c5e\u6027\u4e2d\u53bb\u6389\u67d0\u4e9b\u6837\u4f8b\u7684\u67d0\u4e9b\u5c5e\u6027\uff0c\u4f8b\u5982\u4e0b\u56fe\u53bb\u6389\u6570\u5b573-5\u5728\u5c3a\u5ea6\u4e3a0.9\u52301.1\u4e4b\u95f4\u7684\u8bad\u7ec3\u6837\u4f8b\uff0c\u5176\u5b83\u6570\u5b57\u4ecd\u7136\u4fdd\u7559\u4e86\u5728\u8fd9\u4e2a\u5c3a\u5ea6\u4e4b\u95f4\u7684\u8bad\u7ec3\u6837\u4f8b\uff0c\u6216\u8005\u53bb\u6389\u5927\u591a\u6570\u6570\u5b575\u7684\u8bad\u7ec3\u6837\u4f8b\uff0c\u53ea\u4fdd\u7559\u6781\u5c11\u6570\u7684\u8bad\u7ec3\u6837\u4f8b\uff0c\u89c2\u5bdf\u662f\u5426\u751f\u80fd\u591f\u6210\u5bf9\u5e94\u7684\u56fe\u50cf\u3002\u5b9e\u9a8c\u7ed3\u679c\u5982\u56fe6\u6240\u793a\u3002\u7ea2\u8272\u65b9\u6846\u8868\u793a\u7684\u4e3a\u6839\u636e\u672c\u6587\u65b9\u6cd5\u751f\u6210\u7684\u56fe\u50cf\uff0c\u7ed3\u679c\u8868\u660e\u8be5\u65b9\u6cd5\u80fd\u591f\u5229\u7528\u6574\u4e2a\u6570\u636e\u96c6\u5b66\u4e60\u8f93\u5165\u7684\u5c5e\u6027\u4e4b\u95f4\u7684\u53d8\u5316\u5173\u7cfb\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-85-2-10-16-1-1.png\" alt=\"\" class=\"wp-image-466\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe6 &nbsp;\u7f3a\u5931\u5c5e\u6027\u5b9e\u9a8c\u3002\u5de6\u56fe\uff1a\u8bad\u7ec3\u65f6\u7f3a\u5c11\u6570\u5b573-5\u57280.9-1.1\u5c3a\u5ea6\u7684\u6837\u672c\u3002\u53f3\u56fe\uff1a\u8bad\u7ec3\u65f6\u53bb\u9664\u6570\u5b575\u5927\u90e8\u5206\u6837\u672c\uff0c\u53ea\u4fdd\u7559\u5c11\u6570\u3002\u7ea2\u6846\u5185\u8868\u793a\u672c\u6587\u65b9\u6cd5\u751f\u6210\u7684\u7f3a\u5931\u6570\u5b57\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9690\u85cf\u5c5e\u6027\u7684\u5b9e\u9a8c\u662f\u6307\u5b8c\u5168\u53bb\u6389\u8f93\u5165\u7279\u5f81\u5c5e\u6027\u4e2d\u7684\u67d0\u4e9b\u5c5e\u6027\uff0c\u6bd4\u5982\u5728\u539f\u6709\u7ef4\u5ea6\u7684\u57fa\u7840\u4e0a\u7f3a\u5c11\u4e86digit\u7ef4\u5ea6\u4fe1\u606f\uff0c\u89c2\u5bdf\u751f\u6210\u56fe\u50cf\u80fd\u5426\u5b66\u4e60\u5230\u8be5\u9690\u85cf\u5c5e\u6027\u3002\u5b9e\u9a8c\u7ed3\u679c\u5982\u4e0b\u56fe7\u6240\u793a\uff0c\u7b2c\u4e00\u884c\u663e\u793a\u5b9e\u4f8b\u8f93\u5165\u6570\u5b57\uff0c\u4e2d\u95f4\u4e00\u884c\u663e\u793a\u4e86\u672c\u6587\u65b9\u6cd5\u5bf9\u8f93\u5165\u56fe\u50cf\u7684\u91cd\u6784\uff0c\u53ef\u4ee5\u770b\u5230\u5b9e\u9a8c\u7ed3\u679c\u4e2d\u5927\u90e8\u5206\u662f\u6b63\u786e\u7684\uff0c\u4e3b\u8981\u662f\u51fa\u73b0\u4e86\u6570\u5b574\u548c\u6570\u5b579\u4e4b\u95f4\u7684\u9519\u8bef\u5224\u65ad\u3002\u6700\u540e\u4e00\u884c\u8868\u793a\u672c\u6587\u4e2d\u91cd\u65b0\u6784\u5efa\u7684\u4e00\u4e2a\u81ea\u52a8\u7f16\u7801\u5668\u5bf9\u8f93\u5165\u56fe\u50cf\u8fdb\u884c\u7684\u91cd\u6784\uff0c\u53ef\u4ee5\u770b\u51fa\u56fe\u50cf\u8f83\u4e3a\u6a21\u7cca\uff0c\u8868\u660e\u81ea\u52a8\u7f16\u7801\u5668\u7684\u5b66\u4e60\u662f\u56fe\u50cf\u50cf\u7d20\u5f3a\u5ea6\u7684\u5dee\u5f02\uff0c\u800c\u672c\u6587\u7684\u65b9\u6cd5\u5219\u5b66\u4e60\u5230\u7684\u662f\u56fe\u50cf\u7684\u51e0\u4f55\u5dee\u5f02\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-85-2-10-17-1-1.png\" alt=\"\" class=\"wp-image-467\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe7 &nbsp;\u9690\u85cf\u5c5e\u6027\u5b9e\u9a8c\u3002\u7b2c\u4e00\u884c\u663e\u793a\u5b9e\u4f8b\u8f93\u5165\u6570\u5b57\uff0c\u4e2d\u95f4\u4e00\u884c\u663e\u793a\u4e86\u672c\u6587\u65b9\u6cd5\u5bf9\u8f93\u5165\u56fe\u50cf\u7684\u91cd\u6784\uff0c\u4e0b\u9762\u4e00\u884c\u663e\u793a\u4e86\u4f7f\u7528\u4e00\u4e2a\u81ea\u52a8\u7f16\u7801\u5668\u8fdb\u884c\u6784\u5efa\u7684\u6a21\u677f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u4e2a\u5b9e\u9a8c\u662f\u901a\u8fc7\u8be5\u65b9\u6cd5\u5b66\u4e60\u5230\u7684\u65e0\u6761\u4ef6\u548c\u6709\u6761\u4ef6\u7684\u4e09\u7ef4\u5927\u8111 MRI\u56fe\u50cf\uff0c\u672c\u6587\u4f7f\u7528\u6765\u81ea\u516c\u5f00\u6570\u636e\u96c6\u7684 7829\u7ec4 t1 \u52a0\u6743\u7684\u5927\u8111 MRI \u56fe\u50cf\uff0c\u6240\u6709\u7684\u8bad\u7ec3\u6570\u636e\u90fd\u88ab\u7528\u6765\u5efa\u7acb\u4e00\u4e2a\u65e0\u6761\u4ef6\u7684\u6a21\u677f\uff0c\u5e76\u4f7f\u7528 ADNI\u6570\u636e\u96c6\u4ee5\u53ca\u5bf9\u5e94\u7684\u5e74\u9f84\u4e0e\u6027\u522b\u6807\u7b7e\u751f\u6210\u4e86\u6761\u4ef6\u5316\u7684\u6a21\u677f\u3002\u5982\u4e0b\u56fe8\u6240\u793a\uff0c\u5de6\u56fe\u4e3a\u751f\u6210\u7684\u5355\u4e2a\u65e0\u6761\u4ef6\u6a21\u677f\uff0c\u8868\u793a\u6574\u4e2a\u79cd\u7fa4\u7279\u5f81\u3002\u53f3\u56fe\u4e3a15\u523090\u5c81\u7684\u5927\u8111 MRI\u7684\u6761\u4ef6\u6a21\u677f\uff0c\u7531\u4e8e\u968f\u7740\u5e74\u9f84\u7684\u589e\u957f\uff0c\u6b63\u5e38\u4eba\u5927\u8111\u53d8\u5316\u4e3a\u8111\u6c9f\u53d8\u5bbd\uff0c\u8111\u56de\u53d8\u7a84\uff0c\u8111\u5ba4\u6269\u5927\uff0c\u8be5\u751f\u6210\u56fe\u50cf\u53d8\u5316\u89c4\u5f8b\u7b26\u5408\u4eba\u4f53\u6b63\u5e38\u7684\u751f\u957f\u53d8\u5316\u89c4\u5f8b\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-85-2-10-18-1-1.png\" alt=\"\" class=\"wp-image-468\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe8 &nbsp;\u751f\u6210\u7684\u4e09\u7ef4\u8111MRI\u56fe\u50cf\u5207\u7247\u3002\u5de6\u56fe\uff1a\u5355\u4e2a\u65e0\u6761\u4ef6\u6a21\u677f\u3002\u53f3\u56fe\uff1a\u4ece\u5de6\u81f3\u53f3\u4e3a15\u523090\u5c81\u7684\u5927\u8111MRI\u7684\u6761\u4ef6\u6a21\u677f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. Adversarial Learning for Mono-or Multi-Modal Registration<\/strong><strong><sup>[3]<\/sup><\/strong><sup><\/sup><sup><\/sup><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u4e8e\u65e0\u76d1\u7763\u5b66\u4e60\u7684\u914d\u51c6\u65b9\u6cd5\u662f\u6307\u901a\u8fc7\u6700\u5927\u5316\u4e00\u5bf9\u56fe\u50cf\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\uff08\u5982\u8bef\u5dee\u5e73\u65b9\u548c(SSD)\u548c\u4e92\u76f8\u5173\u4fe1\u606f(CC)\u7b49\uff09\u800c\u4e0d\u9700\u8981ground truth\u7684\u56fe\u50cf\u53d8\u5f62\u7684\u65b9\u6cd5\u3002\u7136\u800c\uff0c\u5bf9\u4e8e\u4e0d\u540c\u7684\u914d\u51c6\u76ee\u6807\u4e0e\u5e94\u7528\u573a\u666f\uff0c\u901a\u5e38\u5f88\u96be\u786e\u5b9a\u6700\u6709\u6548\u7684\u76f8\u4f3c\u6027\u5ea6\u91cf\uff0c\u76ee\u524d\u591a\u6570\u57fa\u4e8e\u76f8\u4f3c\u6027\u5ea6\u91cf\u7684\u65e0\u76d1\u7763\u914d\u51c6\u7b97\u6cd5\u53ef\u4ee5\u5f88\u597d\u7684\u89e3\u51b3\u5355\u6a21\u6001\u56fe\u50cf\u914d\u51c6\u95ee\u9898\uff0c\u4f46\u5728\u5904\u7406\u591a\u6a21\u6001\u56fe\u50cf\u914d\u51c6\u65f6\uff0c\u8fd9\u4e2a\u95ee\u9898\u5c31\u4f1a\u53d8\u5f97\u5177\u6709\u6311\u6218\u6027\u3002\u8be5\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b9\u6cd5\u4f7f\u7528\u5bf9\u6297\u76f8\u4f3c\u7f51\u7edc\u81ea\u52a8\u5224\u65ad\u56fe\u50cf\u7684\u76f8\u4f3c\u5ea6\uff0c\u66ff\u4ee3\u4f20\u7edf\u65b9\u6cd5\u4e2d\u4eba\u4e3a\u5b9a\u4e49\u7684\u76f8\u4f3c\u5ea6\u6307\u6807\u3002\u672c\u6587\u65b9\u6cd5\u7684\u7f51\u7edc\u6846\u67b6\u7ed3\u6784\u5982\u56fe9\u6240\u793a\uff0c\u901a\u8fc7\u7a7a\u95f4\u8f6c\u6362\u5c42\u8fde\u63a5\u4e00\u4e2a\u57fa\u4e8eU-net\u7684\u751f\u6210\u5668\u548c\u4e00\u4e2a\u57fa\u4e8eCNN\u7684\u5224\u522b\u5668\u6765\u5b9e\u73b0\u3002\u8bad\u7ec3\u6b65\u9aa4\u5305\u62ec\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff081\uff09\u5c06\u56fa\u5b9a\u56fe\u50cf<img decoding=\"async\" src=\"\" alt=\"\u56fe\u7247\">\u548c\u53c2\u8003\u56fe\u50cf\uff08\u53c2\u8003\u56fe\u50cf\u7684\u751f\u6210\u65b9\u5f0f\u5982\u56fe10\uff09\u4f5c\u4e3apositive case\u9001\u5165\u5230\u8fa8\u522b\u7f51\u7edcD\u4e2d\uff0c\u8fa8\u522b\u7f51\u7edcD\u786e\u5b9a\u8f93\u5165\u7684\u56fe\u50cf\u7684\u662f\u5426\u76f8\u4f3c\uff0c\u5c06\u914d\u51c6\u6b63\u786e\u7684\u56fe\u50cf\u79f0\u4e4b\u4e3apositive case\uff0c\u672a\u5bf9\u9f50\u7684\u56fe\u50cf\u79f0\u4e4b\u4e3anegative case\uff1b\u8fd9\u91cc\u7684\u5173\u952e\u95ee\u9898\u5728\u4e8e\u5982\u4f55\u5b9a\u4e49positive case\uff08\u4e5f\u5c31\u662f\u53c2\u8003\u56fe\u50cf\u4e0e\u56fa\u5b9a\u56fe\u50cf\u7ec4\u6210\u7684\u56fe\u50cf\u5bf9\uff09\uff0c\u56e0\u4e3a\u53ea\u6709\u6210\u529f\u5b9a\u4e49\u4e86positive case\uff0c\u624d\u53ef\u80fd\u6709\u6548\u8bad\u7ec3\u5224\u522b\u7f51\u7edc\u3002\u4f5c\u8005\u9488\u5bf9\u5355\u4e00\u6a21\u6001\u914d\u51c6\u548c\u53cc\u6a21\u6001\u914d\u51c6\u8fd9\u4e24\u79cd\u60c5\u51b5\u7ed9\u51fa\u4e86\u4e0d\u540c\u7684positive case\u5b9a\u4e49\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u5355\u4e00\u6a21\u6001\uff0c\u4f5c\u8005\u8ba4\u4e3a\u5f53\u53c2\u8003\u56fe\u50cfI<sub>R<\/sub><sub><\/sub>\u7b49\u4e8e\u56fa\u5b9a\u56fe\u50cfI<sub>F<\/sub>\u65f6\uff0cI<sub>R<\/sub>\u4e0eI<sub>F<\/sub>\u7ec4\u6210\u7684\u56fe\u50cf\u5bf9\u662f\u6700\u7406\u60f3\u7684positive case\uff1b\u800c\u5f53I<sub>F<\/sub>\u4e0eI<sub>R<\/sub>\u7565\u6709\u4e0d\u540c\u65f6\uff0c\u4e5f\u53ef\u4ee5\u8ba4\u4e3a\u4e8c\u8005\u7ec4\u6210\u4e86positive case\uff1b\u4f46\u662f\u5f53I<sub>F<\/sub>\u4e0eI<sub>R<\/sub>\u5dee\u5f02\u8f83\u5927\u65f6\uff0c\u5219\u8ba4\u4e3a\u4e8c\u8005\u7ec4\u6210\u4e86negative case\u3002\u57fa\u4e8e\u8fd9\u4e2a\u539f\u5219\uff0c\u4f5c\u8005\u628a\u53c2\u8003\u56fe\u50cf\u5b9a\u4e49\u4e3aI<sub>R<\/sub>=a*I<sub>M<\/sub>+(1-a)*I<sub>F<\/sub>\uff0c\u5e76\u5bf9a\u968f\u673a\u8f83\u5c0f\u7684\u503c\u751f\u6210\u591a\u4e2apositive case\u7684\u53c2\u8003\u56fe\u50cf\u3002\u518d\u8bad\u7ec3\u521d\u671f\uff0c\u53d6a&lt;0.2\uff0c\u8fd9\u6837\u6761\u4ef6\u6bd4\u8f83\u5bbd\u6cdb\u4fbf\u4e8e\u8bad\u7ec3\u6536\u655b\uff1b\u5728\u8bad\u7ec3\u540e\u671f\uff0c\u53d6a&lt;0.1\uff0c\u4ee5\u4fbf\u6536\u7d27\u7ea6\u675f\u63d0\u9ad8\u5224\u522b\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u53cc\u6a21\u6001\u914d\u51c6\uff0c\u7531\u4e8eI<sub>F<\/sub>\u4e0eI<sub>M<\/sub>\u7684\u7070\u5ea6\u7279\u5f81\u8fe5\u5f02\uff0c\u663e\u7136\u65e0\u6cd5\u7528a*I<sub>M<\/sub>+(1-a)*I<sub>F<\/sub>\u7684\u65b9\u5f0f\u6765\u7b80\u5355\u751f\u6210\u53c2\u8003\u56fe\u50cf\u4e86\uff0c\u53ea\u597d\u9009\u53d6\u540c\u4e00\u75c5\u4eba\u5df2\u914d\u51c6\u597d\u7684I<sub>F<\/sub>\u4e0eI<sub>M<\/sub>\u7ec4\u6210positive case\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff082\uff09\u5c06\u914d\u51c6\u7f51\u7edc\u5f97\u5230\u7684\u53d8\u5f62\u573a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/A0QJroknKI6icY1UOHZ7jVs7IXJCAicPyWglVrKOiapKRrgr8dzRrkAPKHicrSeV9KooyYnH706Rnsg6vbPrP55gQg\/640?wx_fmt=png&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0e\u6d6e\u52a8\u56fe\u50cfI<sub>M<\/sub>\u901a\u8fc7\u7a7a\u95f4\u53d8\u6362\u5c42\u8f93\u51fa\u914d\u51c6\u7ed3\u679cI<sub>W<\/sub>\uff0c\u4f5c\u4e3anegative case\u9001\u5165\u5230\u8fa8\u522b\u7f51\u7edcD\u4e2d\uff0c\u4f7f\u8fa8\u522b\u7f51\u7edcD\u5b66\u4e60\u5230\u672a\u5bf9\u9f50\u7684\u56fe\u50cf\u662f\u4ec0\u4e48\u6837\u5b50\u7684\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff083\uff09\u5c06\u6d6e\u52a8\u56fe\u50cfI<sub>M<\/sub>\u548c\u56fa\u5b9a\u56fe\u50cfI<sub>F<\/sub>\u5206\u522b\u8f93\u5165\u5230\u914d\u51c6\u7f51\u7edcR\u4e2d\uff0c\u4f7f\u914d\u51c6\u7f51\u7edcR\u5b66\u4e60\u5982\u4f55\u751f\u6210\u80fd\u591f\u5728\u8fa8\u522b\u7f51\u7edcD\u4e2d\u5f97\u5230\u9ad8\u5206\u7684\u53d8\u5f62\u573a\u3002\u91c7\u7528\u5bf9\u6297\u6027\u7684\u8bad\u7ec3\u65b9\u5f0f\uff0c\u8fed\u4ee3\u4e0a\u8ff0\u6b65\u9aa4\u5bf9\u7f51\u7edcR\u548cD\u8fdb\u884c\u4f18\u5316\uff0c\u76f4\u5230\u8fa8\u522b\u7f51\u7edcD\u4e0d\u80fd\u533a\u5206positive case\u548cnegative case\u65f6\uff0c\u7b97\u6cd5\u6536\u655b\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-85-2-11-10-1-1.png\" alt=\"\" class=\"wp-image-470\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe9&nbsp;&nbsp;\u53ef\u53d8\u5f62\u56fe\u50cf\u914d\u51c6\u7684\u5bf9\u6297\u76f8\u4f3c\u7f51\u7edc<\/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-85-2-11-11-1-1.png\" alt=\"\" class=\"wp-image-471\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe10&nbsp;&nbsp;\u8fa8\u522b\u7f51\u7edc\u4e2d\u6b63\u53cd\u4e24\u79cd\u60c5\u51b5\u7684\u5b9a\u4e49\u3002a)\u5355\u6a21\u6001\u56fe\u50cf\u7684\u5b9a\u4e49\u3002b\uff09\u591a\u6a21\u6001\u56fe\u50cf\u7684\u5b9a\u4e49<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u7684\u5b9e\u9a8c\u7ed3\u679c\u5305\u542b\u4e86\u5355\u6a21\u6001\u4e0e\u662f\u591a\u6a21\u6001\u914d\u51c6\u4e24\u4e2a\u90e8\u5206\uff0c\u9996\u5148\u662f\u5355\u6a21\u6001\u914d\u51c6\u7684\u5b9e\u9a8c\uff0c\u4f7f\u7528\u4e86\u56db\u4e2a\u516c\u5171\u6570\u636e\u96c6LPBA40\u3001IBSR18\u3001CUMC12\u548cMGH10\u3002\u5176\u4e2d\u8bad\u7ec3\u56fe\u50cf\u5168\u90e8\u6765\u6e90\u4e8eLPBA40\u6570\u636e\u96c6\u4e2d\u768430\u540d\u53d7\u8bd5\u8005\u56fe\u50cf\uff0c\u8be5\u6570\u636e\u96c6\u5269\u4f59\u768410\u540d\u53d7\u8bd5\u8005\u56fe\u50cf\u4ee5\u53ca\u5176\u4ed6\u4e09\u4e2a\u6570\u636e\u96c6\u4f5c\u4e3a\u6d4b\u8bd5\u6837\u672c\uff0c\u6570\u636e\u9884\u5904\u7406\u5305\u542b\u4e86\u4eff\u5c04\u5bf9\u9f50\u3001\u91cd\u91c7\u6837\u3001\u88c1\u526a\u7b49\u64cd\u4f5c\u3002\u5728LPBA40\u6570\u636e\u96c6\u7684\u6d4b\u8bd5\u7ed3\u679c\u5982\u56fe11\u6240\u793a\uff0c\u4f7f\u7528DSC\u7cfb\u6570\u5bf9\u4e8e54\u4e2a\u8111\u611f\u5174\u8da3\u533a\u57df\uff08ROI\uff09\u7684\u914d\u51c6\u7ed3\u679c\u8fdb\u884c\u8bc4\u4f30\uff0c\u53ef\u4ee5\u770b\u51fa\u672c\u6587\u7b97\u6cd5\u572854\u4e2aROI\u4e2d\u670942\u4e2a\u8fbe\u5230\u4e86\u6700\u4f73\u6027\u80fd\u3002\u5176\u4f5912\u4e2aROI\u7684\u6027\u80fd\u4e0e\u5176\u4ed6\u6df1\u5ea6\u5b66\u4e60\u914d\u51c6\u7b97\u6cd5\u76f8\u5f53\uff0c\u5e76\u4e14\u670935\u4f8bROI\u7684\u6539\u5584\u6709\u7edf\u8ba1\u5b66\u610f\u4e49\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-85-2-11-12-1-1.png\" alt=\"\" class=\"wp-image-472\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe11 &nbsp;LBPA40\u6570\u636e\u96c6\u4e2d\u768410\u4e2a\u6d4b\u8bd5\u5bf9\u8c61\u768454\u4e2aROIs\u7684DSC\u503c\u7684\u7bb1\u578b\u56fe\u3002\u914d\u51c6\u65b9\u6cd51\uff09\u76d1\u7763\u5b66\u4e60\uff1b2\uff09\u76f8\u4f3c\u6027\u5ea6\u91cfSSD\u548cCC\uff1b3)\u672c\u6587\u63d0\u51fa\u7684\u5bf9\u6297\u76f8\u4f3c\u7f51\u7edc\u3002\u201c+\u201d\u6807\u8bb0\u5177\u6709\u7edf\u8ba1\u5b66\u610f\u4e49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u8bc4\u4f30\u672c\u6587\u7b97\u6cd5\u7684\u666e\u9002\u6027\uff0c\u672c\u6587\u4f7f\u7528\u5728LPBA40\u6570\u636e\u96c6\u4e0a\u5f97\u5230\u8bad\u7ec3\u6a21\u578b\uff0c\u5bf9IBSR18\u3001CUMC12\u548cMGH10\u6570\u636e\u96c6\u4e2d\u7684\u56fe\u50cf\u8fdb\u884c\u4e86\u914d\u51c6\u6d4b\u8bd5\uff0c\u7ed3\u679c\u5982\u4e0b\u88682\u6240\u793a\uff1a\u5176\u4e2d\u5e73\u5747DSC\u662f\u6839\u636e\u6bcf\u4e2a\u6570\u636e\u96c6\u7684\u6240\u6709ROI\u8ba1\u7b97\u51fa\u7684\uff0cASD\u662f\u6839\u636e\u4ee3\u8868\u767d\u8d28\u548c\u7070\u8d28\u8fb9\u754c\u7684\u8868\u9762\u8ba1\u7b97\u51fa\u7684\u3002\u53ef\u4ee5\u770b\u51fa\uff0c\u6240\u6709\u7684\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u5728LPBA40\u4e0a\u90fd\u80fd\u53d6\u5f97\u5f88\u597d\u7684\u6548\u679c\uff0c\u4f46\u662f\u5bf9\u4e8e\u672a\u77e5\u7684\u6570\u636e\u96c6\uff0c\u9664\u4e86\u672c\u6587\u6240\u63d0\u51fa\u7684\u65b9\u6cd5\u5916\uff0c\u5176\u4ed6\u7684\u65b9\u6cd5\u914d\u51c6\u6548\u679c\u6b20\u4f73\uff0c\u8868\u660e\u672c\u6587\u65b9\u6cd5\u5bf9\u5355\u4e00\u6570\u636e\u96c6\u4ee5\u53ca\u8de8\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u914d\u51c6\u4efb\u52a1\u90fd\u80fd\u53d6\u5f97\u6700\u4f73\u7684\u7efc\u5408\u6027\u80fd\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u88682&nbsp;&nbsp;\u5728LPBA40, IBSR18, CUMC12\uff0c\u548cMGH10\u6570\u636e\u96c6\u4e0a\u4e0d\u540c\u914d\u51c6\u65b9\u6cd5\u7684\u5bf9\u6bd4<\/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-85-2-11-13-1-1.png\" alt=\"\" class=\"wp-image-473\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u591a\u6a21\u6001\u914d\u51c6\u5b9e\u9a8c\u572822\u540d\u524d\u5217\u817a\u764c\u60a3\u8005\u7684\u76c6\u8154MRI\u548cCT\u56fe\u50cf\u4e0a\u8fdb\u884c\uff0c\u56fe\u50cf\u4e2d\u7684\u524d\u5217\u817a\u3001\u8180\u80f1\u548c\u76f4\u80a0\u5747\u7531\u533b\u751f\u624b\u52a8\u6807\u8bb0\uff0c\u6240\u6709CT\uff08\u56fa\u5b9a\u56fe\u50cf\uff09\u548cMRI\uff08\u6d6e\u52a8\u56fe\u50cf\uff09\u5728\u8bad\u7ec3\u4e4b\u524d\u5df2\u7ebf\u6027\u914d\u51c6\u5230\u540c\u4e00\u7a7a\u95f4\uff0c\u4ece\u914d\u51c6\u7ed3\u679c\u56fe\u50cf12\u4ee5\u53ca\u7ed3\u679c\u8bc4\u4f30\u8868\u683c3\u53ef\u4ee5\u770b\u51fa\uff0c\u672c\u6587\u7684\u65b9\u6cd5\u53ef\u4ee5\u6709\u6548\u5730\u5bf9\u591a\u6a21\u6001\u56fe\u50cf\u8fdb\u884c\u914d\u51c6\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-85-2-11-14-1-1.png\" alt=\"\" class=\"wp-image-474\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe13 &nbsp;\u591a\u6a21\u6001\u914d\u51c6\u7ed3\u679c\u3002\u7ea2\u8272\u66f2\u7ebf\u4e3aCT\u56fe\u50cf\u4e0a\u7684ROI\uff0c\u7eff\u8272\u533a\u57df\u4e3aMRI\u56fe\u50cf\u4e0a\u5bf9\u5e94\u7684ROI<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u88683 &nbsp;\u76c6\u8154\u6570\u636e\u914d\u51c6\u7684\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-85-2-11-15-1-1.png\" alt=\"\" class=\"wp-image-475\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u88684\u7ed9\u51fa\u4e86\u6240\u6709\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u914d\u51c6\u65b9\u6cd5\u7684\u96c5\u53ef\u6bd4\u884c\u5217\u5f0f\u503c\u4e3a\u8d1f\u7684\u4f53\u7d20\u7684\u5e73\u5747\u6570\u91cf\u3002\u7ed3\u679c\u8868\u660e\uff0c\u5728\u8fd9\u4e9b\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u914d\u51c6\u65b9\u6cd5\u4e2d\uff0c\u672c\u6587\u7684\u65b9\u6cd5\u4ea7\u751f\u4e86\u6700\u5c0f\u6570\u91cf\u7684\u96c5\u53ef\u6bd4\u884c\u5217\u5f0f\u4e3a\u8d1f\u7684\u4f53\u7d20\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u88684 \u4e0d\u540c\u6df1\u5ea6\u5b66\u4e60\u914d\u51c6\u65b9\u6cd5\u7684\u96c5\u53ef\u6bd4\u884c\u5217\u5f0f\u503c\u4e3a\u8d1f\u7684\u4f53\u7d20\u7684\u5e73\u5747\u6570\u91cf<\/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-85-2-11-16-1-1.png\" alt=\"\" class=\"wp-image-476\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u603b\u7684\u6765\u8bf4\uff0c\u8fd1\u51e0\u5e74\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u7684\u53d1\u5c55\uff0c\u56fe\u50cf\u914d\u51c6\u4e0e\u56fe\u8c31\u751f\u6210\u7684\u7814\u7a76\u65b9\u6cd5\u9010\u6b65\u7531\u4f20\u7edf\u65b9\u6cd5\u8f6c\u53d8\u4e3a\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\uff0c\u8fdb\u4e00\u6b65\u53d1\u5c55\u51fa\u6709\u76d1\u7763\u3001\u90e8\u5206\u76d1\u7763\u6216\u65e0\u76d1\u7763\u5b50\u7c7b\u522b\u3002\u65e0\u76d1\u7763\u56fe\u50cf\u914d\u51c6\u7b97\u6cd5\u7531\u4e8e\u89e3\u51b3\u4e86\u9700\u8981\u6807\u7b7e\u4fe1\u606f\u7684\u96be\u9898\u6210\u4e3a\u4e86\u76ee\u524d\u7684\u7814\u7a76\u70ed\u70b9\uff0c\u7136\u800c\u5bf9\u4e8e\u591a\u6a21\u6001\u56fe\u50cf\u7684\u914d\u51c6\uff0c\u56fe\u50cf\u7684\u76f8\u4f3c\u6027\u6d4b\u5ea6\u7684\u9009\u62e9\u4ecd\u7136\u662f\u4e00\u9879\u5de8\u5927\u7684\u6311\u6218\uff0c\u5c3d\u7ba1\u76ee\u524d\u5df2\u6709\u5b66\u8005\u91c7\u7528\u57fa\u4e8e\u4fe1\u606f\u8bba\u7684\u76f8\u4f3c\u6027\u6d4b\u5ea6\u6216\u5e94\u7528GAN\u6765\u89e3\u51b3\u8fd9\u4e00\u96be\u9898\uff0c\u4f46\u6211\u4eec\u8fd8\u662f\u5e0c\u671b\u5728\u5c06\u6765\u80fd\u591f\u770b\u5230\u66f4\u591a\u7684\u8bba\u6587\u6765\u89e3\u51b3\u8fd9\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u95ee\u9898\u3002\u53e6\u5916\uff0c\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u56fe\u50cf\u914d\u51c6\u65b9\u6cd5\u867d\u7136\u5177\u6709\u901f\u5ea6\u5feb\u7684\u4f18\u52bf\uff0c\u4f46\u5176\u6bd5\u7adf\u662f\u4e00\u79cd\u6570\u636e\u9a71\u52a8\u7684\u7b97\u6cd5\uff0c\u4ec5\u9002\u7528\u4e8e\u4e0e\u8bad\u7ec3\u6570\u636e\u540c\u7c7b\u7684\u533b\u5b66\u56fe\u50cf\uff0c\u5bf9\u4e8e\u4e0d\u540c\u8eab\u4f53\u90e8\u4f4d\u3001\u5f71\u50cf\u6a21\u5f0f\u3001\u91c7\u96c6\u53c2\u6570\u7684\u56fe\u50cf\u90fd\u8981\u505a\u4e13\u95e8\u7684\u8bad\u7ec3\uff0c\u8fd9\u4e5f\u662f\u76ee\u524d\u6df1\u5ea6\u5b66\u4e60\u56fe\u50cf\u914d\u51c6\u7b97\u6cd5\u7684\u5c40\u9650\u6027\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7531\u4e8e\u7b14\u8005\u6c34\u5e73\u6709\u9650\uff0c\u4ec5\u5bf9\u6587\u4e2d\u8bb2\u89e3\u7684\u6587\u732e\u8fdb\u884c\u4e86\u6982\u62ec\u6027\u7684\u4ecb\u7ecd\uff0c\u5982\u679c\u5bf9\u6b64\u65b9\u6cd5\u611f\u5174\u8da3\u7684\u8bdd\u6b22\u8fce\u8be6\u7ec6\u9605\u8bfb\u539f\u6587\u732e\uff0c\u82e5\u6587\u4e2d\u6709\u4e0d\u5f53\u4e4b\u5904\u8fd8\u8bf7\u60a8\u53ca\u65f6\u6307\u6b63\u3002<\/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;Balakrishnan G, Zhao A, Sabuncu M R, et al. An unsupervised learning model for deformable medical image registration[C] Proceedings of the IEEE conference on computer vision and pattern recognition. 2018: 9252-9260.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[2]&nbsp;Dalca A, Rakic M, Guttag J, et al. Learning conditional deformable templates with convolutional networks[C] Advances in neural information processing systems. 2019: 804-816.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[3]&nbsp;Fan J, Cao X, Wang Q, et al. Adversarial learning for mono-or multi-modal registration[J]. 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