{"id":7527,"date":"2022-09-12T22:40:00","date_gmt":"2022-09-12T14:40:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=7527"},"modified":"2022-09-07T22:41:07","modified_gmt":"2022-09-07T14:41:07","slug":"segss","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/09\/12\/segss\/","title":{"rendered":"\u56fe\u50cf\u5206\u5272\u6846\u67b6"},"content":{"rendered":"\n\n\n\n\n\n\n\n\n\n
\n

Unet<\/span>\u6846\u67b6<\/p>\n<\/td>\n

\n

GitHub<\/span><\/p>\n<\/td>\n

\n

\u4ecb\u7ecd<\/p>\n<\/td>\n<\/tr>\n

\n

nnuet<\/span><\/p>\n<\/td>\n

\n

https:\/\/github.com\/<\/a><\/span><\/p>\n

MIC-DKFZ\/nnUNet<\/span><\/p>\n<\/td>\n

\n

\u5341\u9879\u5168\u80fd\u51a0\u519b\uff0c\u81ea\u52a8\u6784\u5efa\u5206\u5272\u4efb\u52a1<\/b><\/p>\n

\u867d\u7136\u57fa\u4e8eUNet<\/span>\u7684\u7cfb\u5217\u7f16\u89e3\u7801\u5206\u5272\u7f51\u7edc\u5728\u5404\u7c7b\u533b\u5b66\u56fe\u50cf\u5206\u5272\u4e0a\u53d6\u5f97\u4e86\u957f\u8db3\u7684\u8fdb\u5c55\uff0c\u5e76\u4e14\u90e8\u5206\u57fa\u4e8e\u76f8\u5173\u6a21\u578b\u7684\u5e94\u7528\u8bbe\u8ba1\u5df2\u7ecf\u5e7f\u6cdb\u7528\u4e8e\u4e34\u5e8a\u5206\u6790\u4e2d\u3002\u4f46\u533b\u5b66\u5f71\u50cf\u672c\u8eab\u7684\u590d\u6742\u6027\u548c\u5dee\u5f02\u6027\u4e5f\u6781\u5ea6\u5f71\u54cd\u7740\u5206\u5272\u6a21\u578b\u7684\u6cdb\u5316\u6027\u548c\u901a\u7528\u6027\uff0c\u4e3b\u8981\u4f53\u73b0\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n

\uff081<\/span>\uff09\u5404\u7c7b\u6a21\u6001\u7684\u533b\u5b66\u5f71\u50cf\u4e4b\u95f4\u5dee\u5f02\u5927\uff0c\u5982\u7814\u7a76\u961f\u5217\u7684\u5927\u5c0f\u3001\u56fe\u50cf\u5c3a\u5bf8\u548c\u7ef4\u5ea6\u3001\u5206\u8fa8\u7387\u548c\u4f53\u7d20\uff08voxel<\/span>\uff09\u5f3a\u5ea6\u7b49\u3002<\/p>\n

\uff082<\/span>\uff09\u5206\u5272\u7684\u8bed\u4e49\u6807\u7b7e\u7684\u6781\u5ea6\u4e0d\u5e73\u8861\u3002\u76f8\u8f83\u4e8e\u5f71\u50cf\u4e2d\u7684\u6b63\u5e38\u7ec4\u7ec7\uff0c\u75c5\u53d8\u533a\u57df\u4e00\u822c\u90fd\u53ea\u5360\u6781\u5c11\u90e8\u5206\uff0c\u8fd9\u5c31\u9020\u6210\u4e86\u6b63\u5e38\u7ec4\u7ec7\u7684\u4f53\u7d20\u6807\u7b7e\u4e0e\u75c5\u7076\u7ec4\u7ec7\u7684\u4f53\u7d20\u6807\u7b7e\u4e4b\u95f4\u6781\u5ea6\u7684\u7c7b\u4e0d\u5e73\u5e38\u3002<\/p>\n

\uff083<\/span>\uff09\u4e0d\u540c\u5f71\u50cf\u6570\u636e\u4e4b\u95f4\u7684\u4e13\u5bb6\u6807\u6ce8\u5dee\u5f02\u5927\uff0c\u5e76\u4e14\u4e00\u4e9b\u56fe\u50cf\u7684\u6807\u6ce8\u7ed3\u679c\u4f1a\u5b58\u5728\u6a21\u68f1\u4e24\u53ef\u7684\u60c5\u51b5\u3002<\/p>\n

\uff084<\/span>\uff09\u4e00\u4e9b\u6570\u636e\u96c6\u5728\u56fe\u50cf\u51e0\u4f55\u548c\u5f62\u72b6\u7b49\u5c5e\u6027\u4e0a\u5dee\u5f02\u660e\u663e\uff0c\u5207\u7247\u4e0d\u5bf9\u9f50\u548c\u5404\u5411\u5f02\u6027\u7684\u95ee\u9898\u4e5f\u975e\u5e38\u4e25\u91cd\u3002<\/p>\n

\u63d0\u51fa\u4e00\u79cd\u9c81\u68d2\u7684\u57fa\u4e8e2D UNet<\/span>\u548c3D UNet<\/span>\u7684\u81ea\u9002\u5e94\u6846\u67b6nnUMet<\/span>\u3002\u4f5c\u8005\u5728\u5404\u79cd\u4efb\u52a1\u4e0a\u62ff\u8fd9\u4e2a\u6846\u67b6\u548c\u76ee\u524d\u7684STOA<\/span>\u65b9\u6cd5\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u4e14\u8be5\u65b9\u6cd5\u4e0d\u9700\u8981\u624b\u52a8\u8c03\u53c2\u3002\u6700\u7ec8nnUNet<\/span>\u5f97\u5230\u4e86\u6700\u9ad8\u7684\u5e73\u5747dice<\/span>\u3002<\/p>\n

\u4f5c\u8005\u63d0\u51fa\u4e00\u79cdnnUNet<\/span>\uff08no-new-Net<\/span>\uff09\u6846\u67b6\uff0c\u57fa\u4e8e\u539f\u59cb\u7684UNet<\/span>\uff08\u5f88\u5c0f\u7684\u4fee\u6539\uff09\uff0c\u4e0d\u53bb\u91c7\u7528\u54ea\u4e9b\u65b0\u7684\u7ed3\u6784\uff0c\u5982\u76f8\u6b8b\u5dee\u8fde\u63a5\u3001dense<\/span>\u8fde\u63a5\u3001\u6ce8\u610f\u529b\u673a\u5236\u7b49\u82b1\u91cc\u80e1\u54e8\u7684\u4e1c\u897f\u3002\u76f8\u53cd\u7684\uff0c\u628a\u91cd\u5fc3\u653e\u5728\uff1a\u9884\u5904\u7406\uff08resampling<\/span>\u548cnormalization<\/span>\uff09\u3001\u8bad\u7ec3\uff08loss<\/span>\uff0coptimizer<\/span>\u8bbe\u7f6e\u3001\u6570\u636e\u589e\u5e7f\uff09\u3001\u63a8\u7406\uff08patch-based<\/span>\u7b56\u7565\u3001test-time-augmentations<\/span>\u96c6\u6210\u548c\u6a21\u578b\u96c6\u6210\u7b49\uff09\u3001\u540e\u5904\u7406\uff08\u5982\u589e\u5f3a\u5355\u8fde\u901a\u57df\u7b49\uff09\u3002\u5e76\u4e14\u572810<\/span>\u79cd\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u6d4b\u8bd5\uff0c\u90fd\u80fd\u591f\u8fbe\u5230\u5f88\u597d\u7684\u6548\u679c\uff0c\u800c\u7b97\u6cd5\u4e0d\u80fd\u591f\u9488\u5bf9\u67d0\u79cd\u6570\u636e\u96c6\u8fdb\u884c\u4eba\u4e3a\u7684\u8c03\u6574\uff0c\u53ea\u80fd\u81ea\u52a8\u7684\u53bb\u9002\u5e94\u3002<\/p>\n

\u00a0<\/span><\/p>\n<\/td>\n<\/tr>\n

\n

mmsegmentation<\/span><\/p>\n<\/td>\n

\n

https:\/\/github.com\/open-mmlab\/mmsegmentation<\/span><\/p>\n<\/td>\n

\n

mmSegmentati<\/span>\u662f<\/span>openmmlab<\/span>\u9879\u76ee\u4e0b\u5f00\u6e90\u7684\u56fe\u50cf\u8bed\u4e49\u5206\u5272\u6846\u67b6\uff0c\u76ee\u524d\u652f\u6301<\/span>pytorch<\/span>\uff0c\u7531\u4e8e\u5176\u62e5\u6709<\/span>pipeline<\/span>\u52a0\u901f\uff0c\u5b8c\u5584\u7684\u6570\u636e\u589e\u5f3a\u4f53\u7cfb\uff0c\u5b8c\u5584\u7684\u6a21\u578b\u5e93\uff0c\u4f5c\u4e3a\u5927\u6570\u636e\u8bed\u4e49\u5206\u5272\u8bad\u7ec3\u53ca\u6d4b\u8bd5\u7684\u4ee3\u7801\u6846\u67b6\u662f\u518d\u597d\u4e0d\u8fc7\u4e86\u3002<\/span><\/p>\n<\/td>\n<\/tr>\n

\n

Efficient-Segmentation-Networks<\/span><\/p>\n<\/td>\n

\n

https:\/\/github.com\/xiaoyufenfei\/<\/a><\/span><\/p>\n

Efficient-Segmentation-Networks<\/span><\/p>\n<\/td>\n

\n

\u8be5\u9879\u76ee\u65e8\u5728\u4e3a\u4f7f\u7528<\/span> PyTorch <\/span>\u7684\u5b9e\u65f6\u8bed\u4e49\u5206\u5272\u6a21\u578b\u63d0\u4f9b\u6613\u4e8e\u4f7f\u7528\u3001\u53ef\u4fee\u6539\u7684\u53c2\u8003\u5b9e\u73b0<\/span>\u3002<\/p>\n

\u00a0<\/span><\/p>\n<\/td>\n<\/tr>\n

\n

Pytorch Medical\nSegmentation<\/span><\/p>\n<\/td>\n

\n

https:\/\/github.com\/MontaEllis\/<\/a><\/span><\/p>\n

Pytorch-Medical-Segmentation<\/span><\/p>\n<\/td>\n

\n

\u57fa\u4e8e<\/span>PyTorch<\/span>\u7684\u4e13\u6ce8\u4e8e\u533b\u5b66\u56fe\u50cf\u5206\u5272\u7684\u5f00\u6e90\u5e93\uff0c\u5176\u652f\u6301\u6a21\u578b\u4e30\u5bcc\uff0c\u65b9\u4fbf\u6613\u7528\u3002\u5176\u53ef\u7b97\u4e3a<\/span>torchio<\/span>\u7684\u4e00\u4e2a\u5b9e\u4f8b\uff0c\u4f5c\u8005\u5c06\u5176\u7efc\u5408\u8d77\u6765\uff0c\u5305\u542b\u4f17\u591a\u7ecf\u5178\u7b97\u6cd5\uff0c\u5b9e\u7528\u6027\u6bd4\u8f83\u5f3a\u3002<\/span><\/p>\n

\u652f\u63012D<\/span>\u548c3D<\/span>\u533b\u5b66\u56fe\u50cf\u5206\u5272\uff0c\u53ef\u4ee5\u4fee\u6539hparam.py<\/span>\u6587\u4ef6\u6765\u786e\u5b9a\u662f2D<\/span>\u5206\u5272\u8fd8\u662f3D<\/span>\u5206\u5272\u4ee5\u53ca\u662f\u5426\u53ef\u4ee5\u8fdb\u884c\u591a\u5206\u7c7b\u3002<\/p>\n

\u652f\u6301\u7edd\u5927\u6570\u4e3b\u6d41\u5206\u5272\u6a21\u578b\uff0c\u51e0\u4e4e\u63d0\u4f9b\u4e86\u6240\u6709\u76842D<\/span>\u548c3D<\/span>\u5206\u5272\u7684\u7b97\u6cd5\u3002<\/p>\n

\u517c\u5bb9\u51e0\u4e4e\u6240\u6709\u7684\u533b\u5b66\u6570\u636e\u683c\u5f0f(<\/span>\u4f8b\u5982\nnii.gz, nii, mhd, nrrd, …)<\/span>\uff0c\u4fee\u6539hparam.py<\/span>\u7684fold_arch<\/span>\u5373\u53ef\u3002<\/p>\n

\u4f5c\u8005\u63d0\u4f9b\u4e86\u8bad\u7ec3\u548c\u6d4b\u8bd5\u63a8\u65ad\u7684\u4ee3\u7801\uff0c\u7b80\u5355\u914d\u7f6e\u540e\u8bad\u7ec3\u548c\u63a8\u65ad\u90fd\u4ec5\u9700\u8981\u4e00\u884c\u547d\u4ee4\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>","protected":false},"excerpt":{"rendered":"

Unet\u6846\u67b6 GitHub \u4ecb\u7ecd nnuet https:\/\/github.com\/ MIC-DKFZ\/nnU … \u7ee7\u7eed\u9605\u8bfb\u56fe\u50cf\u5206\u5272\u6846\u67b6<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[24],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/7527"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=7527"}],"version-history":[{"count":1,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/7527\/revisions"}],"predecessor-version":[{"id":7528,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/7527\/revisions\/7528"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=7527"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=7527"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=7527"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}