{"id":358,"date":"2025-04-03T00:10:29","date_gmt":"2025-04-02T16:10:29","guid":{"rendered":"http:\/\/106.52.84.14\/?p=358"},"modified":"2025-04-03T00:10:29","modified_gmt":"2025-04-02T16:10:29","slug":"%e4%b8%80%e7%a7%8d%e8%9e%8d%e5%90%88%e5%99%a8%e5%ae%98%e4%b8%89%e7%bb%b4%e5%87%a0%e4%bd%95%e4%bf%a1%e6%81%af%e7%9a%84%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\/%e4%b8%80%e7%a7%8d%e8%9e%8d%e5%90%88%e5%99%a8%e5%ae%98%e4%b8%89%e7%bb%b4%e5%87%a0%e4%bd%95%e4%bf%a1%e6%81%af%e7%9a%84%e5%88%86%e5%89%b2%e6%a8%a1%e5%9e%8b\/","title":{"rendered":"\u4e00\u79cd\u878d\u5408\u5668\u5b98\u4e09\u7ef4\u51e0\u4f55\u4fe1\u606f\u7684\u5206\u5272\u6a21\u578b"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">MICS\u79d1\u7814\u7b80\u8baf\u7b2c\u4e09\u671f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u79cd\u878d\u5408\u5668\u5b98\u4e09\u7ef4\u51e0\u4f55\u4fe1\u606f\u7684\u533b\u5b66\u56fe\u50cf\u5206\u5272\u6a21\u578b\u3002\u8be5\u6a21\u578b\u4e3b\u8981\u7531\u4e24\u90e8\u5206\u7ec4\u6210\uff1a\u7528\u4e8e\u5668\u5b98\u5206\u5272\u7684\u57fa\u7840\u6a21\u578b\uff083D FCN\u30013DUnet\u3001Vnet\u3001DenseVoxNet\u7b49\uff09\uff0c\u4ee5\u53ca\u7531Graph-ResNetBlock\u7ea7\u8054\u800c\u6210\u7684shape-aware\u7f51\u7edc\uff08\u7528\u4e8e\u63d0\u5347\u57fa\u7840\u7f51\u7edc\u7684\u5206\u5272\u6548\u679c\uff09\u3002\u8be5\u6a21\u578b\u7684\u4e3b\u8981\u7b97\u6cd5\u6d41\u7a0b\u5982\u56fe1\u6240\u793a\u3002\u5de5\u4f5c\u7684\u521b\u65b0\u70b9\u5728\u4e8e\u63d0\u51fa\u4e86\u4e00\u79cd\u6709\u6548\u7684\u5f62\u72b6\u611f\u77e5\u7f51\u7edc\u6765\u5b66\u4e60\u5668\u5b98\u76843D\u51e0\u4f55\u4fe1\u606f\uff0c\u5e76\u5c06\u8be5\u7f51\u7edc\u96c6\u6210\u5230\u4e3b\u5e72\u7f51\u7edc\u4e2d\u5e76\u5b8c\u6210\u591a\u4efb\u52a1\u6846\u67b6\u7684\u5171\u540c\u8bad\u7ec3\uff0c\u4ee5\u63d0\u5347\u6a21\u578b\u7684\u5206\u5272\u6548\u679c\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-85-6-13-1-1.jpg\" alt=\"\" class=\"wp-image-361\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u56fe1\uff1a\u6a21\u578b\u4e3b\u8981\u7b97\u6cd5\u6d41\u7a0b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u7ae0\u7684\u4e3b\u8981\u5de5\u4f5c\u4ecb\u7ecd\u5982\u4e0b\uff08\u57fa\u7840\u6a21\u578b\u4ee5FCN\u4e3a\u4f8b\uff09\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Shape-aware Network:\u5f62\u72b6\u611f\u77e5\u7f51\u7edc\u7528\u4e8e\u9884\u6d4b\u5206\u5272\u5668\u5b98\u76843D\u51e0\u4f55\u5f62\u72b6\uff0c\u4f7f\u7528coarse-to-fine\u7b56\u7565\u5c06\u5f62\u72b6\u611f\u77e5\u7f51\u7edc\u5212\u5206\u4e3a\u591a\u7ea7block\u3002\u6784\u6210\u7f51\u7edc\u7684\u6bcf\u4e00\u4e2ablock\u7531\u56fe\u4e2d\u7684Graph-ResNet Block\u548cGraph Unpooling\u7ec4\u6210\u3002\u521d\u59cb\u7684Graph-ResNet Block\u4e2d\uff0c\u7f51\u7edc\u7684\u8f93\u5165\u4ec5\u662f\u521d\u59cb\u7f51\u683c\u7684\u9876\u70b9C<sub>0<\/sub>\u3002\u800c\u5728\u7b2ci\u4e2aGraph-ResNet Block\u4e2d\uff0c\u7f51\u7edc\u7684\u8f93\u5165\u662f\u9876\u70b9C<sub>i-1<\/sub>\u548c\u6765\u81ea\u524d\u4e00\u4e2ablock\u7684\u9876\u70b9\u7279\u5f81\u5411\u91cfF<sub>i-1<\/sub>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Graph-ResNet Block\uff1a\u8fd9\u7bc7\u6587\u7ae0\u5c06FCN\u4e2d\u4e0d\u540c\u5c42\u7684\u4e0b\u91c7\u6837\u548c\u4e0a\u91c7\u6837\u7279\u5f81\u8fde\u63a5\u5728\u4e00\u8d77\u4ee5\u751f\u6210\u591a\u7ea7\u4e0a\u4e0b\u6587\u7279\u5f81\u56fe\u3002Graph-ResNet Block\u4e2d\u7684\u7279\u5f81\u6c60\u5316\u5c42\u7528\u4e8e\u6c60\u5316\u4eceFCN\u4e2d\u5f97\u5230\u7684\u9876\u70b9C<sub>i-1<\/sub>\u7684\u591a\u7ea7\u4e0a\u4e0b\u6587\u7279\u5f81\uff0c\u5e76\u5c06\u5176\u4e0e\u524d\u4e00\u4e2a\u5757\u4e2d\u76f8\u540c\u9876\u70b9\u7684\u7279\u5f81\u878d\u5408\u5728\u4e00\u8d77\uff0c\u7136\u540e\u5c06\u7279\u5f81\u5411\u91cf\u548c\u5173\u8054\u7684\u9876\u70b9\u9001\u5165ResNet(Graph-Resnet)\u3002Graph-ResNet\u7531\u4e00\u7cfb\u5217\u5e26\u6709\u6b8b\u5dee\u8fde\u63a5\u7684\u56fe\u5377\u79ef\u5c42\u7ec4\u6210\uff0c\u6bcf\u4e00\u4e2a\u56fe\u5377\u79ef\u5c42\u7528\u4e8e\u5bf9\u4e0d\u89c4\u5219\u56fe\u5f62\u65bd\u52a0\u5f62\u53d8\u5e76\u66f4\u65b0\u7279\u5f81\u3002Graph-ResNet Block\u4e0d\u4f1a\u6539\u53d8\u9876\u70b9\u7684\u6570\u91cf\uff0c\u53ea\u4f1a\u66f4\u65b0\u5176\u4f4d\u7f6e\u548c\u76f8\u5173\u7684\u9876\u70b9\u7279\u5f81\u5411\u91cf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Graph Unpooling\uff1aGrap-ResNet\u8f93\u51fa\u7684\u9876\u70b9C<sub>i<\/sub>\u548c\u9876\u70b9\u7684\u7279\u5f81\u5411\u91cfF<sub>i<\/sub>\u88ab\u8f93\u5165\u81f3GraphUnpooling\u5c42\uff0c\u7528\u4e8e\u589e\u52a0\u9876\u70b9\u6570\u91cf\uff0c\u8be5\u5c42\u5c06\u5728\u6bcf\u4e2a\u8fb9\u7f18\u7684\u4e2d\u5fc3\u6dfb\u52a0\u4e00\u4e2a\u9876\u70b9\uff0c\u5e76\u5c06\u5176\u4e0e\u8be5\u8fb9\u7f18\u7684\u4e24\u4e2a\u7aef\u70b9\u76f8\u8fde\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u8bc4\u4ef7\u9884\u6d4b\u70b9C<sub>Out<\/sub>\u548cGroundTruth\uff08GT\uff09\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\uff0c\u4e00\u822c\u4f7f\u7528\u7684\u662fChamfer distance\uff0c\u4f46\u662f\u4f5c\u8005\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\u63d0\u51fa\uff0c\u533b\u5b66\u56fe\u50cf\u6570\u636e\u7684GT\u53ef\u80fd\u65e0\u6cd5\u7b80\u5355\u7684\u4ece\u5806\u53e0\u76842DMask\u56fe\u50cf\u4e2d\u5f97\u5230\uff0c\u5012\u89d2\u8ddd\u79bb\u4e0d\u80fd\u4fdd\u8bc1\u9884\u6d4b\u7ed3\u679c\u9075\u5faa\u51e0\u4f55\u5f62\u72b6\u7684\u5408\u7406\u6027\u3002\u56e0\u6b64\uff0c\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u4f7f\u7528\u591a\u89c6\u89d2\u51e0\u4f55\u635f\u5931\u6765\u7ea6\u675f3D\u7f51\u683c\u51e0\u4f55\u5f62\u72b6\u7684\u4e00\u81f4\u6027\uff0c\u5373\u5c063D\u7684\u9884\u6d4b\u70b9\u548cGT\u70b9\u6295\u5f71\u52302D\u5e73\u9762\uff0c\u5728\u8f83\u4f4e\u7684\u7ef4\u5ea6\u4e0a\u6bd4\u8f832D\u591a\u89c6\u89d2\u7684\u4e00\u81f4\u6027\u3002\u901a\u8fc7\u63a7\u5236\u6295\u5f71\u56fe\u50cf\u7684\u5927\u5c0f\uff0c\u53ef\u4ee5\u5206\u522b\u751f\u6210\u9ad8\u5206\u8fa8\u7387\u548c\u4f4e\u5206\u8fa8\u7387\u76842D\u6295\u5f71\u56fe\u50cf\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-85-1-15-12-1-1.png\" alt=\"\" class=\"wp-image-370\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u548c<\/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-85-1-15-13-1-1.png\" alt=\"\" class=\"wp-image-371\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5206\u522b\u8868\u793a\u9884\u6d4b\u548cGT\u7684\u4f4e\u5206\u8fa8\u7387\u56fe\u50cf\uff0c\u6bcf\u4e00\u4e2a\u89c6\u56fe<img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/A0QJroknKI6BVYcdsmyZAicwoZ2NKfibdGMLKCugk2evqUhkZlLIePeDI7kq7ibmv4QLtZ5ORbQoSWbdWlcXNHVibA\/640?wx_fmt=png&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" alt=\"\u56fe\u7247\">\u7684\u5f62\u72b6\u8fde\u7eed\u6027\u88ab\u8868\u793a\u4e3a\uff1a<\/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-85-1-15-14-1-1.png\" alt=\"\" class=\"wp-image-372\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u3002\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u53ef\u4fdd\u7559\u66f4\u591a\u7684\u7ec6\u8282\uff0c\u53ef\u4ee5\u4f7f\u7528\u9884\u6d4b\u6295\u5f71\u56fe\u50cf<\/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-85-1-15-15-1-1.png\" alt=\"\" class=\"wp-image-373\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u7684\u975e0\u50cf\u7d20\u5728GT\u6295\u5f71\u56fe\u50cf<\/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-85-1-15-16-1-1.png\" alt=\"\" class=\"wp-image-374\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u641c\u7d22\u4e0e\u5176\u5bf9\u5e94\u4f4d\u7f6e\u5468\u56f4\u7684\u975e0\u50cf\u7d20\u6765\u6d4b\u91cf\u4e00\u81f4\u6027\uff1a<\/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-85-1-15-17-1-1.png\" alt=\"\" class=\"wp-image-375\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u3002\u6700\u540e\uff0c\u901a\u8fc7\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u548c\u4f4e\u5206\u8fa8\u7387\u56fe\u50cf\u4e2d\u7684\u4e00\u81f4\u6027\u7ea6\u675f\u6765\u5b9a\u4e49\u591a\u89c6\u89d2\u51e0\u4f55\u635f\u5931\uff1a<\/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-85-1-15-18-1-1.png\" alt=\"\" class=\"wp-image-376\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uff0c\u8fd9\u4e2a\u635f\u5931\u7528\u4e8e\u7ea6\u675f\u9884\u6d4b\u7ed3\u679c\u76843D\u7f51\u683c\u51e0\u4f55\u5f62\u72b6\u4e0eGT\u51e0\u4f55\u5f62\u72b6\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8be5\u6587\u7ae0\u5728Medical Segmentation Decathlon (MSD)\u6311\u6218\u8d5b\u809d\u810f\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u6d4b\u8bd5\u3002\u5bf9\u4e8e3D\u7f51\u683c\u91cd\u5efa\u6548\u679c\uff0c\u4f7f\u7528Chamfer distance (CD) \u548cEarth Mover\u2019s distance\uff08EMD\uff09\u8fdb\u884c\u8bc4\u4ef7\uff0c\u6570\u503c\u8d8a\u5c0f\u7ed3\u679c\u8d8a\u597d\u3002\u5bf9\u4e8e\u5206\u5272\u6548\u679c\uff0c\u4f7f\u7528Dice\u8fdb\u884c\u8bc4\u4ef7\u3002\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff081\uff09\u91cd\u5efa\u6548\u679c<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/A0QJroknKI6BVYcdsmyZAicwoZ2NKfibdGgSVoyTtLry0qKI0mAKS8Y0En35b3qzUQGNXeLxB6y0bldKJofQbgGg\/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\">\u88681\u7ed9\u51fa\u4e86\u52a0\u5165\u591a\u89c6\u89d2\u51e0\u4f55\u635f\u5931\u8bad\u7ec3\u7684\u6a21\u578b\u4e0e\u6ca1\u6709\u52a0\u5165\u8be5\u635f\u5931\u7684\u6a21\u578b\u4e4b\u95f4\u7684\u6548\u679c\u5bf9\u6bd4\u3002\u4f7f\u7528\u4e86shape-aware network\u4f46\u662f\u6ca1\u6709\u52a0\u5165\u591a\u89c6\u89d2\u51e0\u4f55\u635f\u5931\u4e3a\u8868\u683c\u4e2d\u7684\u201c+ shape-aware w\/o mv\u201d\uff0c\u5b8c\u6574\u7684\u6a21\u578b\u4e3a\u8868\u683c\u4e2d\u7684\u201c+shape-aware\u201d\uff0c\u53ef\u4ee5\u770b\u51fa\u52a0\u5165\u591a\u89c6\u89d2\u51e0\u4f55\u635f\u5931\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/A0QJroknKI6BVYcdsmyZAicwoZ2NKfibdGShZsZuL4JZJ6M8UuOBXSBG17M4ZObOJlHcWXtiazdkzESK34zlnia4MQ\/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\">\u56fe2\uff1a\u4e00\u7ec4\u809d\u810f\u5206\u5272\u7ed3\u679c\u7684\u70b9\u4e91\u53ef\u89c6\u5316<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fe2\u5c55\u793a\u4e86\u6587\u7ae0\u4e2d\u7ed9\u51fa\u7684\u4e00\u7ec4\u809d\u810f\u5206\u52723D\u70b9\u4e91\u793a\u610f\u56fe\uff0c\u4ece\u7ea2\u8272\u6846\u4e2d\u6240\u5728\u7684\u533a\u57df\u53ef\u4ee5\u770b\u51fa\uff0c\u901a\u8fc7shape-aware\u7f51\u7edc\u5e76\u52a0\u5165\u4e86\u591a\u89c6\u89d2\u51e0\u4f55\u635f\u5931\u7684\u9884\u6d4b\u7ed3\u679c\uff0c\u5176\u51e0\u4f55\u5f62\u72b6\u66f4\u4e3a\u51c6\u786e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff082\uff09\u5206\u5272\u6548\u679c<\/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-85-1-14-17-1-1.png\" alt=\"\" class=\"wp-image-362\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u88682\u7ed9\u51fa\u4e86\u57fa\u7840\u6a21\u578b\u4e0e\u52a0\u5165shape-aware network\u6a21\u578b\u7684\u5bf9\u6bd4\u3002\u201cNo shape-aware\u201d\u8868\u793a\u6ca1\u6709\u52a0\u5165shape-aware\u7684\u57fa\u7840\u5206\u5272\u6a21\u578b\uff0c\u201c+shape-aware w\/o mv\u201d\u8868\u793a\u52a0\u5165\u4e86shape-aware\u7f51\u7edc\uff0c\u4f46\u662f\u6ca1\u6709\u4f7f\u7528\u591a\u89c6\u89d2\u51e0\u4f55\u635f\u5931\u7684\u5206\u5272\u6a21\u578b\uff0c\u201c+shape-aware\u201d\u8868\u793a\u52a0\u5165\u4e86shape-aware\u7f51\u7edc\uff0c\u4e14\u4f7f\u7528\u4e86\u591a\u89c6\u89d2\u51e0\u4f55\u635f\u5931\u7684\u5b8c\u6574\u5206\u5272\u6a21\u578b\u3002\u53ef\u4ee5\u770b\u51fa\uff0c\u4e0e\u57fa\u7840\u6a21\u578b\u76f8\u6bd4\uff0c\u6539\u8fdb\u540e\u6a21\u578b\u7684\u5206\u5272\u51c6\u786e\u5ea6\u6709\u4e86\u663e\u8457\u63d0\u9ad8\uff0c\u4e14\u9c81\u68d2\u6027\u66f4\u5f3a\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-85-6-14-1-1.jpg\" alt=\"\" class=\"wp-image-363\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe3\uff1a\u4e00\u7ec4\u809d\u810f\u5206\u5272\u7ed3\u679c\u7684\u793a\u610f\u56fe<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fe3\u5c55\u793a\u4e86\u6587\u7ae0\u4e2d\u7ed9\u51fa\u7684\u4e00\u7ec4\u809d\u810f\u5206\u5272\u7ed3\u679c\uff0c\u4ece\u56fe\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0c\u53d7\u76ca\u4e8eshape-aware network\u878d\u5165\u76843D\u51e0\u4f55\u4fe1\u606f\uff0c\u5206\u5272\u7ed3\u679c\u7684\u8fb9\u754c\u5f62\u72b6\u5f97\u5230\u4e86\u5b8c\u5584\uff0c\u591a\u89c6\u89d2\u51e0\u4f55\u635f\u5931\u53ef\u4f7fshape-aware network\u66f4\u52a0\u63a5\u8fd1\u771f\u5b9e\u809d\u810f\u76843D\u51e0\u4f55\u5f62\u72b6\uff0c\u4ece\u800c\u5f97\u5230\u8f83\u4f18\u7684\u5206\u5272\u7ed3\u679c\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]Yao J, Cai J, Yang D, et al. Integrating 3D Geometry of Organ for Improving Medical Image Segmentation[C]\/\/International Conference on Medical Image Computing and Computer-Assisted Intervention. Springer, Cham, 2019: 318-326.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u4f5c\u8005\uff1a&nbsp; \u6768\u5c0f\u5b87<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6307\u5bfc\u8001\u5e08\uff1a&nbsp;&nbsp;\u9648\u5b87\u98de<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;\u5355&nbsp; &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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