{"id":20729,"date":"2025-02-10T13:51:17","date_gmt":"2025-02-10T05:51:17","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=20729"},"modified":"2025-03-12T11:25:09","modified_gmt":"2025-03-12T03:25:09","slug":"medrax","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/medrax\/","title":{"rendered":"MedRAX: \u5229\u7528\u591a\u6a21\u6001\u5927\u6a21\u578b\u8fdb\u884c\u80f8\u90e8X\u5149\u7247\u5206\u6790\u7684\u667a\u80fd\u4f53"},"content":{"rendered":"<p>MedRAX\u662f\u4e00\u4e2a\u4e13\u4e3a\u80f8\u90e8X\u5149\u7247\uff08CXR\uff09\u5206\u6790\u8bbe\u8ba1\u7684\u5148\u8fdbAI\u667a\u80fd\u4f53\u3002\u5b83\u96c6\u6210\u4e86\u6700\u5148\u8fdb\u7684CXR\u5206\u6790\u5de5\u5177\u548c\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u80fd\u591f\u52a8\u6001\u5904\u7406\u590d\u6742\u7684\u533b\u5b66\u67e5\u8be2\uff0c\u800c\u65e0\u9700\u989d\u5916\u8bad\u7ec3\u3002MedRAX\u901a\u8fc7\u5176\u6a21\u5757\u5316\u8bbe\u8ba1\u548c\u5f3a\u5927\u7684\u6280\u672f\u57fa\u7840\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u6846\u67b6\uff0c\u663e\u8457\u63d0\u5347\u4e86\u81ea\u52a8\u5316CXR\u89e3\u8bfb\u7cfb\u7edf\u7684\u5b9e\u7528\u6027\u548c\u6027\u80fd\u3002\u8be5\u5e73\u53f0\u8fd8\u5f15\u5165\u4e86ChestAgentBench\uff0c\u4e00\u4e2a\u5305\u542b2500\u4e2a\u590d\u6742\u533b\u5b66\u67e5\u8be2\u7684\u7efc\u5408\u57fa\u51c6\uff0c\u7528\u4e8e\u8bc4\u4f30\u5176\u80fd\u529b\u3002<\/p>\n<p><img decoding=\"async\" title=\"MedRAX: \u5229\u7528\u591a\u6a21\u6001\u5927\u6a21\u578b\u8fdb\u884c\u80f8\u90e8X\u5149\u7247\u5206\u6790\u7684\u667a\u80fd\u4f53-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7b501e157cdb343.png\" alt=\"MedRAX: \u5229\u7528\u591a\u6a21\u6001\u5927\u6a21\u578b\u8fdb\u884c\u80f8\u90e8X\u5149\u7247\u5206\u6790\u7684\u667a\u80fd\u4f53-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u89c6\u89c9\u95ee\u7b54<\/strong>\uff1a\u5229\u7528CheXagent\u548cLLaVA-Med\u8fdb\u884c\u590d\u6742\u7684\u89c6\u89c9\u7406\u89e3\u548c\u533b\u5b66\u63a8\u7406\u3002<\/li>\n<li><strong>\u56fe\u50cf\u5206\u5272<\/strong>\uff1a\u4f7f\u7528MedSAM\u548cPSPNet\u6a21\u578b\u8fdb\u884c\u7cbe\u786e\u7684\u89e3\u5256\u7ed3\u6784\u8bc6\u522b\u3002<\/li>\n<li><strong>\u5b9a\u4f4d<\/strong>\uff1a\u901a\u8fc7Maira-2\u5b9a\u4f4d\u533b\u5b66\u56fe\u50cf\u4e2d\u7684\u7279\u5b9a\u53d1\u73b0\u3002<\/li>\n<li><strong>\u62a5\u544a\u751f\u6210<\/strong>\uff1a\u4f7f\u7528SwinV2 Transformer\u751f\u6210\u8be6\u7ec6\u7684\u533b\u5b66\u62a5\u544a\u3002<\/li>\n<li><strong>\u75be\u75c5\u5206\u7c7b<\/strong>\uff1a\u5229\u7528DenseNet-121\u68c0\u6d4b18\u79cd\u75c5\u7406\u7c7b\u522b\u3002<\/li>\n<li><strong>X\u5149\u7247\u751f\u6210<\/strong>\uff1a\u4f7f\u7528RoentGen\u751f\u6210\u5408\u6210CXR\u3002<\/li>\n<li><strong>\u5b9e\u7528\u5de5\u5177<\/strong>\uff1a\u5305\u62ecDICOM\u5904\u7406\u3001\u53ef\u89c6\u5316\u5de5\u5177\u548c\u81ea\u5b9a\u4e49\u7ed8\u56fe\u529f\u80fd\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h4>\u5148\u51b3\u6761\u4ef6<\/h4>\n<ul>\n<li>Python 3.8+<\/li>\n<li>CUDA\/GPU\uff08\u6700\u4f73\u6027\u80fd\uff09<\/li>\n<\/ul>\n<h4>\u5b89\u88c5\u6b65\u9aa4<\/h4>\n<ol>\n<li><strong>\u514b\u9686\u4ed3\u5e93<\/strong>\uff1a\u5728\u7ec8\u7aef\u4e2d\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a\n<pre><code>git clone https:\/\/github.com\/bowang-lab\/MedRAX.git\r\ncd MedRAX\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5\u5305<\/strong>\uff1a\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\u4f9d\u8d56\uff1a\n<pre><code>pip install -e .\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u6307\u5357<\/h3>\n<ol>\n<li><strong>\u542f\u52a8Gradio\u754c\u9762<\/strong>\uff1a\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u542f\u52a8Gradio\u754c\u9762\uff1a\n<pre><code>python main.py\r\n<\/code><\/pre>\n<p>\u5982\u679c\u9047\u5230\u6743\u9650\u95ee\u9898\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<pre><code>sudo -E env \"PATH=$PATH\" python main.py\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8bbe\u7f6e\u6a21\u578b\u76ee\u5f55<\/strong>\uff1a\u5728<code>main.py<\/code>\u4e2d\u8bbe\u7f6e<code>model_dir<\/code>\u4e3a\u4f60\u5e0c\u671b\u4e0b\u8f7d\u6216\u5df2\u7ecf\u62e5\u6709\u7684\u5de5\u5177\u6743\u91cd\u76ee\u5f55\u3002\u6ce8\u91ca\u6389\u4f60\u6ca1\u6709\u8bbf\u95ee\u6743\u9650\u7684\u5de5\u5177\u3002<\/li>\n<li><strong>\u914d\u7f6eAPI\u5bc6\u94a5<\/strong>\uff1a\u786e\u4fdd\u5728<code>.env<\/code>\u6587\u4ef6\u4e2d\u8bbe\u7f6e\u4f60\u7684OpenAI API\u5bc6\u94a5\u3002<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u6307\u5357<\/h3>\n<ol>\n<li><strong>\u542f\u52a8\u754c\u9762<\/strong>\uff1a\u8fd0\u884c<code>python main.py<\/code>\u542f\u52a8Gradio\u754c\u9762\u3002<\/li>\n<li><strong>\u52a0\u8f7d\u6570\u636e<\/strong>\uff1a\u901a\u8fc7\u754c\u9762\u4e0a\u4f20\u80f8\u90e8X\u5149\u7247\u56fe\u50cf\u3002<\/li>\n<li><strong>\u9009\u62e9\u529f\u80fd<\/strong>\uff1a\u5728\u754c\u9762\u4e2d\u9009\u62e9\u6240\u9700\u7684\u5206\u6790\u529f\u80fd\uff0c\u5982\u89c6\u89c9\u95ee\u7b54\u3001\u56fe\u50cf\u5206\u5272\u7b49\u3002<\/li>\n<li><strong>\u67e5\u770b\u7ed3\u679c<\/strong>\uff1a\u5206\u6790\u7ed3\u679c\u5c06\u663e\u793a\u5728\u754c\u9762\u4e2d\uff0c\u5305\u62ec\u8be6\u7ec6\u7684\u533b\u5b66\u62a5\u544a\u548c\u56fe\u50cf\u6807\u6ce8\u3002<\/li>\n<\/ol>\n<h3>\u8be6\u7ec6\u529f\u80fd\u64cd\u4f5c<\/h3>\n<ul>\n<li><strong>\u89c6\u89c9\u95ee\u7b54<\/strong>\uff1a\u4e0a\u4f20CXR\u56fe\u50cf\u540e\uff0c\u8f93\u5165\u76f8\u5173\u533b\u5b66\u95ee\u9898\uff0c\u7cfb\u7edf\u5c06\u5229\u7528CheXagent\u548cLLaVA-Med\u8fdb\u884c\u63a8\u7406\u5e76\u8fd4\u56de\u7b54\u6848\u3002<\/li>\n<li><strong>\u56fe\u50cf\u5206\u5272<\/strong>\uff1a\u9009\u62e9\u56fe\u50cf\u5206\u5272\u529f\u80fd\uff0c\u7cfb\u7edf\u5c06\u4f7f\u7528MedSAM\u548cPSPNet\u6a21\u578b\u5bf9\u56fe\u50cf\u8fdb\u884c\u89e3\u5256\u7ed3\u6784\u8bc6\u522b\uff0c\u5e76\u5728\u56fe\u50cf\u4e0a\u6807\u6ce8\u7ed3\u679c\u3002<\/li>\n<li><strong>\u5b9a\u4f4d<\/strong>\uff1a\u4f7f\u7528\u5b9a\u4f4d\u529f\u80fd\uff0c\u7cfb\u7edf\u5c06\u901a\u8fc7Maira-2\u5728\u56fe\u50cf\u4e2d\u6807\u6ce8\u7279\u5b9a\u7684\u533b\u5b66\u53d1\u73b0\u3002<\/li>\n<li><strong>\u62a5\u544a\u751f\u6210<\/strong>\uff1a\u9009\u62e9\u62a5\u544a\u751f\u6210\u529f\u80fd\uff0c\u7cfb\u7edf\u5c06\u4f7f\u7528SwinV2 Transformer\u751f\u6210\u8be6\u7ec6\u7684\u533b\u5b66\u62a5\u544a\uff0c\u5305\u62ec\u8bca\u65ad\u7ed3\u679c\u548c\u5efa\u8bae\u3002<\/li>\n<li><strong>\u75be\u75c5\u5206\u7c7b<\/strong>\uff1a\u4e0a\u4f20CXR\u56fe\u50cf\u540e\uff0c\u9009\u62e9\u75be\u75c5\u5206\u7c7b\u529f\u80fd\uff0c\u7cfb\u7edf\u5c06\u5229\u7528DenseNet-121\u6a21\u578b\u68c0\u6d4b\u56fe\u50cf\u4e2d\u7684\u75c5\u7406\u7c7b\u522b\uff0c\u5e76\u8fd4\u56de\u5206\u7c7b\u7ed3\u679c\u3002<\/li>\n<li><strong>X\u5149\u7247\u751f\u6210<\/strong>\uff1a\u9009\u62e9X\u5149\u7247\u751f\u6210\u529f\u80fd\uff0c\u7cfb\u7edf\u5c06\u4f7f\u7528RoentGen\u751f\u6210\u5408\u6210\u7684CXR\u56fe\u50cf\uff0c\u4f9b\u8fdb\u4e00\u6b65\u5206\u6790\u548c\u7814\u7a76\u4f7f\u7528\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>MedRAX\u662f\u4e00\u4e2a\u4e13\u4e3a\u80f8\u90e8X\u5149\u7247\uff08CXR\uff09\u5206\u6790\u8bbe\u8ba1\u7684\u5148\u8fdbAI\u667a\u80fd\u4f53\u3002\u5b83\u96c6\u6210\u4e86\u6700\u5148\u8fdb\u7684CXR\u5206\u6790\u5de5\u5177\u548c\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u80fd\u591f\u52a8\u6001\u5904\u7406\u590d\u6742\u7684\u533b\u5b66\u67e5\u8be2\uff0c\u800c\u65e0\u9700\u989d\u5916\u8bad\u7ec3\u3002MedRAX\u901a\u8fc7\u5176\u6a21\u5757\u5316\u8bbe\u8ba1\u548c\u5f3a\u5927\u7684\u6280\u672f\u57fa\u7840\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u6846\u67b6\uff0c\u663e\u8457\u63d0\u5347\u4e86&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61802,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,386,378],"class_list":["post-20729","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-zhinengtiyingyong","tag-shijuemubiaojiance"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/20729","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=20729"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/20729\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media\/61802"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=20729"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=20729"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=20729"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}