{"id":1410,"date":"2023-05-16T14:30:38","date_gmt":"2023-05-16T06:30:38","guid":{"rendered":"https:\/\/sanlangcode.com\/?p=1410"},"modified":"2023-05-16T14:30:38","modified_gmt":"2023-05-16T06:30:38","slug":"%e5%be%ae%e8%bd%af%e5%bc%80%e6%ba%90innereye","status":"publish","type":"post","link":"https:\/\/sanlangcode.com\/index.php\/2023\/05\/16\/%e5%be%ae%e8%bd%af%e5%bc%80%e6%ba%90innereye\/","title":{"rendered":"\u5fae\u8f6f\u5f00\u6e90InnerEye"},"content":{"rendered":"\n<p>\u4ee5\u4e0b\u6587\u7ae0\u6765\u6e90\u4e8e\u5fae\u8f6f\u7814\u7a76\u9662AI\u5934\u6761\uff0c\u4f5c\u8005\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662<\/p>\n\n\n\n<p>\u5730\u5740\uff1a<\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/microsoft\/InnerEye-DeepLearning\">https:\/\/github.com\/microsoft\/InnerEye-DeepLearning<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/microsoft\/InnerEye-Gateway\">https:\/\/github.com\/microsoft\/InnerEye-Gateway<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/sanlangcode.com\/wp-content\/uploads\/2023\/05\/Snipaste_2023-05-16_14-29-30-1024x550.png\" alt=\"\" class=\"wp-image-1411\"\/><\/figure>\n\n\n\n<p>\u5341\u591a\u5e74\u6765\uff0c\u5fae\u8f6f\u5251\u6865\u7814\u7a76\u9662\u7684 InnerEye \u9879\u76ee\u56e2\u961f\u4e00\u76f4\u5728\u5f00\u53d1\u6700\u5148\u8fdb\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u7528\u4e8e\u4e09\u7ef4\u533b\u5b66\u5f71\u50cf\u7684\u81ea\u52a8\u5b9a\u91cf\u5206\u6790\u3002\u8be5\u9879\u76ee\u7684\u4e00\u4e2a\u91cd\u8981\u5e94\u7528\u662f\u5728\u764c\u75c7\u653e\u5c04\u7597\u6cd5\u4e0a\uff0c\u534f\u52a9\u4e34\u5e8a\u533b\u751f\u8fdb\u884c\u56fe\u50cf\u51c6\u5907\u548c\u624b\u672f\u8ba1\u5212\u3002\u901a\u5e38\uff0c\u764c\u75c7\u653e\u5c04\u7597\u6cd5\u9700\u8981\u653e\u5c04\u80bf\u7624\u5b66\u4e13\u5bb6\u6216\u4e13\u4e1a\u6280\u672f\u4eba\u5458\u624b\u52a8\u68c0\u67e5\u3001\u6807\u8bb0\u6570\u5341\u4e2a 3D CT \u626b\u63cf\u56fe\u50cf\uff0c\u6839\u636e\u764c\u75c7\u7684\u79cd\u7c7b\uff0c\u8fd9\u9879\u4efb\u52a1\u53ef\u80fd\u9700\u8981\u4e00\u4e2a\u5c0f\u65f6\u5230\u591a\u4e2a\u5c0f\u65f6\u4e0d\u7b49\u3002\u9879\u76ee\u56e2\u961f\u7684\u7814\u7a76\u8868\u660e\uff0c\u673a\u5668\u5b66\u4e60\u53ef\u4ee5\u5c06\u8fd9\u4e2a\u65f6\u95f4\u7f29\u77ed\u5230\u51e0\u5206\u949f\uff0c\u5e2e\u52a9\u4e34\u5e8a\u533b\u751f\u51cf\u8f7b\u8d1f\u62c5\u3002<\/p>\n\n\n\n<p>InnerEye \u9879\u76ee\u4e00\u76f4\u4e0e\u5251\u6865\u5927\u5b66\u4ee5\u53ca\u5251\u6865\u5927\u5b66\u533b\u9662 NHS \u57fa\u91d1\u4f1a\u5bc6\u5207\u5408\u4f5c\uff0c\u901a\u8fc7\u6df1\u5165\u7814\u7a76\uff0c\u6700\u7ec8\u5728\u8fd9\u4e00\u95ee\u9898\u4e0a\u53d6\u5f97\u4e86\u7a81\u7834\u3002\u5251\u6865\u5927\u5b66\u673a\u5668\u5b66\u4e60\u548c\u653e\u5c04\u5b66\u7ec4\u8d1f\u8d23\u4eba Raj Jena \u535a\u58eb\u8868\u793a\uff1a\u201c\u8fd9\u9879\u6280\u672f\u6210\u529f\u7684\u6700\u6709\u529b\u8bc1\u660e\u5c31\u662f\u5fd9\u788c\u7684\u4e34\u5e8a\u533b\u751f\u4e0e InnerEye \u7684\u4e92\u52a8\u7a0b\u5ea6\u3002\u5728\u8d85\u8fc715\u5e74\u7684\u65f6\u95f4\u91cc\uff0c\u7528\u4e8e\u653e\u5c04\u6cbb\u7597\u7684\u56fe\u50cf\u81ea\u52a8\u5206\u5272\u6280\u672f\u4e00\u76f4\u6ca1\u6709\u5b8c\u5168\u5b9e\u73b0\u3002\u901a\u8fc7\u4f7f\u7528 InnerEye \u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u6211\u4eec\u5df2\u7ecf\u5bf9\u6570\u636e\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u73b0\u5728\u89c2\u5bdf\u5230\u4e00\u81f4\u7684\u5206\u5272\u6548\u679c\u5728\u7cbe\u786e\u5ea6\u4e0a\uff0c\u8fbe\u5230\u4e86\u7b26\u5408\u4e25\u683c\u7684\u4e34\u5e8a\u8981\u6c42\u7684\u6807\u51c6\u3002\u201d<\/p>\n\n\n\n<p>InnerEye \u9879\u76ee\u7684\u76ee\u6807\u662f\u5e0c\u671b\u4eba\u5de5\u667a\u80fd\u5728\u533b\u5b66\u5f71\u50cf\u5206\u6790\u65b9\u9762\u88ab\u666e\u53ca\u5316\u4f7f\u7528\uff0c\u5e76\u8ba9\u7814\u7a76\u673a\u6784\u3001\u533b\u9662\u3001\u751f\u547d\u79d1\u5b66\u7ec4\u7ec7\u548c\u533b\u7597\u670d\u52a1\u63d0\u4f9b\u8005\u901a\u8fc7\u4f7f\u7528\u5fae\u8f6f Azure \u4e91\u5e73\u53f0\u53ef\u4ee5\u6784\u5efa\u81ea\u5df1\u7684\u533b\u5b66\u5f71\u50cf\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u3002\u56e0\u6b64\uff0c\u4e3a\u4e86\u4f7f InnerEye \u9879\u76ee\u7684\u7814\u7a76\u6210\u679c\u66f4\u5bb9\u6613\u83b7\u5f97\uff0c\u5fae\u8f6f\u53d1\u5e03\u5e76\u5f00\u6e90\u4e86 InnerEye \u6df1\u5ea6\u5b66\u4e60\u5de5\u5177\u5305\uff08<a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/github.com\/microsoft\/InnerEye-DeepLearning\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/microsoft\/InnerEye-DeepLearning<\/a>\uff09\u3002\u8be5\u5de5\u5177\u5305\u8ba9\u4f7f\u7528\u96c6\u5408\u8bad\u7ec3\u9ad8\u6027\u80fd\u6a21\u578b\uff0c\u4ee5\u53ca\u4f7f\u7528 Azure \u673a\u5668\u5b66\u4e60\u670d\u52a1\u6216 Azure Stack Hub \u90e8\u7f72\u6a21\u578b\uff0c\u53d8\u5f97\u5bb9\u6613\u3002\u5fae\u8f6f\u975e\u5e38\u9ad8\u5174\u770b\u5230\u4eba\u4eec\u6216\u7ec4\u7ec7\u5c06\u5982\u4f55\u5728\u6b64\u57fa\u7840\u4e0a\u63d0\u5347\u60a3\u8005\u62a4\u7406\u7684\u6c34\u5e73\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic4.zhimg.com\/80\/v2-73f10a4f209dfaa7e9a66b8974bd541b_1440w.webp\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>\u5f00\u6e90InnerEye\u6df1\u5ea6\u5b66\u4e60\u5de5\u5177\u5305<\/strong><\/p>\n\n\n\n<p>\u968f\u7740\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7b49\u65b0\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u7528\u4e8e\u533b\u5b66\u5f71\u50cf\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4e5f\u5728\u8fc5\u901f\u8fdb\u6b65\u3002\u7531\u4e8e\u9700\u8981\u590d\u6742\u7684\u8f6f\u4ef6\u5de5\u7a0b\u548c\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\u6765\u5b9a\u4e49\u3001\u8bad\u7ec3\u3001\u6d4b\u8bd5\u548c\u8ddf\u8e2a\uff0c\u6240\u4ee5\u5173\u6ce8\u6838\u5fc3\u673a\u5668\u5b66\u4e60\u7684\u8fdb\u5c55\u5341\u5206\u56f0\u96be\u3002InnerEye \u9879\u76ee\u56e2\u961f\u5df2\u53c2\u4e0e\u4e86\u591a\u4e2a\u673a\u5668\u5b66\u4e60\u9879\u76ee(\u5305\u62ec\u653e\u7597\u3001\u5916\u79d1\u624b\u672f\u8ba1\u5212\u548c\u5b9a\u91cf\u653e\u5c04\u5b66)\uff0c\u5e76\u5229\u7528 Azure \u4e3a\u56e2\u961f\u5f00\u53d1\u4e86\u4e00\u4e2a\u901a\u7528\u6846\u67b6\uff0c\u4ee5\u7b80\u5316\u5de5\u4f5c\u6d41\u3002\u540c\u65f6\uff0c\u9879\u76ee\u56e2\u961f\u5e0c\u671b\u4ee5\u5f00\u6e90\u7684\u5f62\u5f0f\u5c06\u8fd9\u4e2a\u5de5\u5177\u5305\u5206\u4eab\u7ed9\u66f4\u591a\u6709\u4ee5\u4e0b\u9700\u8981\u7684\u4eba\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5927\u89c4\u6a21\u6784\u5efa\u6700\u5148\u8fdb\u7684 3D\/2D \u533b\u5b66\u5f71\u50cf\u5206\u7c7b\u3001\u5206\u5272\u6216\u5e8f\u5217\u6a21\u578b<\/li><li>\u907f\u514d\u7ba1\u7406\u548c\u7ef4\u62a4\u4e00\u4e2a\u6709\u5f39\u6027\u7684\u524d\u6cbf GPU \u96c6\u7fa4<\/li><li>\u6309\u7167\u6700\u4f73\u5b9e\u4f8b\u6765\u6784\u5efa AI \u6a21\u578b\u2014\u2014DevOps for ML (MLOps)<\/li><\/ul>\n\n\n\n<p>InnerEye \u9879\u76ee\u56e2\u961f\u5df2\u5efa\u7acb\u4e86\u4e00\u79cd\u57fa\u4e8e\u914d\u7f6e\u7684\u65b9\u6cd5\uff0c\u7528\u4e8e\u6784\u5efa\u56fe\u50cf\u5206\u7c7b\u3001\u5206\u5272\u6216\u5e8f\u5217\u6a21\u578b\u3002\u4e0d\u540c\u7684\u6a21\u578b\u6709\u4e0d\u540c\u7684\u6a21\u677f\uff0c\u5305\u62ec\u5e38\u89c1\u7684\u573a\u666f\uff0c\u5982\u653e\u5c04\u6cbb\u7597\u5206\u5272\u3001\u653e\u5c04\u5b66\u5206\u5272\u548c\u773c\u79d1\u5206\u7c7b\u7b49\u3002\u5176\u4e2d\uff0c\u5206\u7c7b\u3001\u56de\u5f52\u548c\u5e8f\u5217\u6a21\u578b\u53ef\u4ee5\u53ea\u4f7f\u7528\u56fe\u50cf\u4f5c\u4e3a\u8f93\u5165\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u56fe\u50cf\u548c\u975e\u56fe\u50cf\u6570\u636e\u7684\u7ec4\u5408\u4f5c\u4e3a\u8f93\u5165\u3002\u8be5\u65b9\u6cd5\u652f\u6301\u5178\u578b\u7684\u533b\u5b66\u6570\u636e\u4f7f\u7528\u573a\u666f\uff0c\u5728\u8fd9\u4e9b\u7528\u4f8b\u4e2d\uff0c\u9664\u4e86\u56fe\u50cf\u4e4b\u5916\uff0c\u5b83\u8fd8\u53ef\u4ee5\u4f7f\u7528\u6d4b\u91cf\u503c\u3001\u751f\u7269\u6807\u8bb0\u6216\u60a3\u8005\u7279\u5f81\u3002\u4f7f\u7528\u8005\u53ef\u4ee5\u4f7f\u7528\u9884\u914d\u7f6e\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u6bd4\u5982 UNet3D\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u81ea\u5df1\u7684\u7f51\u7edc\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic4.zhimg.com\/80\/v2-a40cd314b20408d9d8b4be12e223164f_1440w.webp\" alt=\"\"\/><figcaption>\u4f7f\u7528 UNet3D \u7f51\u7edc\u5206\u6790\u80ba CT \u56fe\u50cf\u7684\u653e\u7597\u5206\u5272\u6a21\u578b\u914d\u7f6e\u6a21\u677f<\/figcaption><\/figure>\n\n\n\n<p>\u5efa\u7acb\u5148\u8fdb\u6a21\u578b\u7684\u4e00\u5927\u6311\u6218\uff0c\u662f\u5927\u89c4\u6a21\u5730\u8bad\u7ec3\u73b0\u4ee3\u8ba1\u7b97\u4f53\u7cfb\u7ed3\u6784\u3002\u8fd9\u5c31\u6d89\u53ca\u5230\u6784\u5efa\u548c\u7ef4\u62a4 GPU \u7684\u5f39\u6027\u96c6\u7fa4\uff0c\u4f46\u8fd9\u4e0d\u662f\u673a\u5668\u5b66\u4e60\u7814\u7a76\u4eba\u5458\u548c\u5f00\u53d1\u4eba\u5458\u9700\u8981\u82b1\u8d39\u65f6\u95f4\u53bb\u505a\u7684\u4e8b\u60c5\u3002\u7531\u4e8e\u4e91\u8ba1\u7b97\u53ef\u4ee5\u4f7f\u7ba1\u7406\u5927\u91cf GPU \u7684\u5206\u5e03\u5f0f\u8bad\u7ec3\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\uff0c\u6240\u4ee5 InnerEye \u6df1\u5ea6\u5b66\u4e60\u5de5\u5177\u5305\u5145\u5206\u5229\u7528\u4e86 Azure \u673a\u5668\u5b66\u4e60\u670d\u52a1\u7684\u4f18\u52bf:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5c06\u96c6\u7fa4\u4ece0\u6269\u5c55\u5230 N \u4e2a\u8ba1\u7b97\u8282\u70b9\uff0c\u4ee5\u5728\u591a\u4e2a GPU \u4e0a\u8bad\u7ec3\u6a21\u578b<\/li><li>\u4ec5\u6309\u5b9e\u9a8c\u6b21\u6570\u4ed8\u8d39<\/li><li>\u5229\u7528\u4f4e\u4f18\u5148\u7ea7\u8282\u70b9\u8282\u7701\u6210\u672c<\/li><li>\u4f7f\u7528\u6700\u65b0\u7684 GPU\u3001IPU \u548c FPGA<\/li><li>\u4f7f\u7528 Azure \u673a\u5bc6\u8ba1\u7b97\u7b49\u9ad8\u7ea7\u529f\u80fd<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic3.zhimg.com\/v2-d9cea26e7d7b284251bb317e345d7bb6_b.jpg\" alt=\"\u52a8\u56fe\u5c01\u9762\"\/><figcaption>Azure 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