{"id":5126,"date":"2024-11-19T10:17:40","date_gmt":"2024-11-19T02:17:40","guid":{"rendered":"https:\/\/nullthought.net\/?p=5126"},"modified":"2024-12-25T14:29:43","modified_gmt":"2024-12-25T06:29:43","slug":"biomedparse%ef%bc%9a%e4%b8%80%e7%a7%8d%e7%94%a8%e4%ba%8e%e7%94%9f%e7%89%a9%e5%8c%bb%e5%ad%a6%e5%9b%be%e5%83%8f%e5%88%86%e6%9e%90%e7%9a%84%e6%96%b0%e5%9e%8b%e5%9f%ba%e7%a1%80%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5126","title":{"rendered":"BiomedParse\uff1a\u4e00\u79cd\u7528\u4e8e\u751f\u7269\u533b\u5b66\u56fe\u50cf\u5206\u6790\u7684\u65b0\u578b\u57fa\u7840\u6a21\u578b"},"content":{"rendered":"\n<p>\u8fd1\u65e5\uff0c<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/blog\/biomedparse-a-foundation-model-for-smarter-all-in-one-biomedical-image-analysis\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5fae\u8f6f\u7814\u7a76\u9662\u53d1\u5e03\u4e86\u201c<strong>BiomedParse<\/strong>\u201d\u6a21\u578b<\/a>\uff0c\u8be5\u6a21\u578b\u4e3a\u751f\u7269\u533b\u5b66\u56fe\u50cf\u5206\u6790\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5168\u9762\u3001\u4e00\u4f53\u5316\u7684\u89e3\u51b3\u65b9\u6848\u3002BiomedParse\u7684\u51fa\u73b0\u6781\u5927\u5730\u6539\u53d8\u4e86\u4f20\u7edf\u751f\u7269\u533b\u5b66\u56fe\u50cf\u5904\u7406\u7684\u65b9\u5f0f\uff0c\u4f7f\u5f97<strong>\u5bf9\u8c61\u8bc6\u522b\u3001\u68c0\u6d4b\u548c\u5206\u5272\u8fd9\u4e09\u4e2a\u4efb\u52a1\u5728\u540c\u4e00\u4e2a\u6846\u67b6\u4e2d\u7edf\u4e00\u5b9e\u73b0<\/strong>\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u52a0\u667a\u80fd\u5316\u548c\u6574\u4f53\u5316\u7684\u56fe\u50cf\u5206\u6790\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"874\" height=\"1024\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/11\/image-16-874x1024.png\" alt=\"\" class=\"wp-image-5127\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/11\/image-16-874x1024.png 874w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/11\/image-16-256x300.png 256w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/11\/image-16-768x900.png 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/11\/image-16.png 1086w\" sizes=\"auto, (max-width: 874px) 100vw, 874px\" \/><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/blog\/biomedparse-a-foundation-model-for-smarter-all-in-one-biomedical-image-analysis\/\" target=\"_blank\" rel=\"noreferrer noopener\">BiomedParse: A foundation model for smarter, all-in-one biomedical image analysis<\/a><\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u4e00\u3001\u80cc\u666f\u4e0e\u6311\u6218<\/strong><\/h4>\n\n\n\n<p>\u5728\u73b0\u4ee3\u533b\u5b66\uff0c\u5c24\u5176\u662f\u764c\u75c7\u8bca\u65ad\u548c\u514d\u75ab\u6cbb\u7597\u7b49\u9ad8\u5ea6\u7cbe\u786e\u7684\u533b\u7597\u64cd\u4f5c\u4e2d\uff0c\u533b\u5b66\u56fe\u50cf\u7684\u6bcf\u4e00\u4e2a\u7ec6\u8282\u90fd\u81f3\u5173\u91cd\u8981\u3002\u75c5\u7406\u5b66\u5bb6\u548c\u653e\u5c04\u79d1\u533b\u751f\u4f9d\u9760\u8fd9\u4e9b\u56fe\u50cf\u6765\u8bc6\u522b\u80bf\u7624\u3001\u4e86\u89e3\u5176\u8fb9\u754c\uff0c\u4ee5\u53ca\u5206\u6790\u5176\u4e0e\u5468\u56f4\u7ec6\u80de\u7684\u76f8\u4e92\u4f5c\u7528\u3002\u8fd9\u4e9b\u5206\u6790\u4efb\u52a1\u5bf9\u4e8e\u80bf\u7624\u7684\u8bca\u65ad\u3001\u6cbb\u7597\u65b9\u6848\u7684\u5236\u5b9a\u548c\u75c5\u60c5\u76d1\u6d4b\u5177\u6709\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002\u5f53\u524d\u7684\u751f\u7269\u533b\u5b66\u56fe\u50cf\u5206\u6790\u5de5\u5177\u5f80\u5f80\u5c06\u5bf9\u8c61\u8bc6\u522b\u3001\u68c0\u6d4b\u548c\u5206\u5272\u8fd9\u4e09\u9879\u4efb\u52a1\u5206\u5f00\u5904\u7406\uff0c\u5bfc\u81f4\u4e86\u4e0d\u540c\u4efb\u52a1\u4e4b\u95f4\u7f3a\u4e4f\u534f\u8c03\u548c\u4e92\u8865\u6027\uff0c\u4ece\u800c\u9650\u5236\u4e86\u5bf9\u56fe\u50cf\u7684\u6574\u4f53\u6027\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u4ee5\u76ee\u524d\u7684\u4e3b\u6d41\u5de5\u5177\u4e3a\u4f8b\uff0c\u5982MedSAM\u548cSAM\uff0c\u8fd9\u4e9b\u5de5\u5177\u4e3b\u8981\u5173\u6ce8\u5bf9\u8c61\u7684\u5206\u5272\uff0c\u4f46\u6ca1\u6709\u6d89\u53ca\u5bf9\u8c61\u7684\u8bc6\u522b\u548c\u68c0\u6d4b\u3002\u56e0\u6b64\uff0c\u8fd9\u4e9b\u5de5\u5177\u7684\u5e94\u7528\u5728\u9762\u5bf9\u590d\u6742\u533b\u7597\u573a\u666f\u65f6\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\uff0c\u65e0\u6cd5\u6709\u6548\u5730\u8fdb\u884c\u5168\u5c40\u56fe\u50cf\u7684\u89e3\u6790\u548c\u7406\u89e3\u3002\u800c\u751f\u7269\u533b\u5b66\u4e2d\u7684\u8bb8\u591a\u5173\u952e\u6b65\u9aa4\uff0c\u5982\u80bf\u7624\u68c0\u6d4b\u3001\u8fb9\u754c\u5b9a\u4f4d\u548c\u591a\u79cd\u7ed3\u6784\u7684\u8bc6\u522b\uff0c\u8981\u6c42\u8fd9\u4e9b\u4efb\u52a1\u80fd\u591f\u76f8\u8f85\u76f8\u6210\u5730\u8fdb\u884c\u5206\u6790\uff0c\u56e0\u6b64\u4f20\u7edf\u5de5\u5177\u7684\u5206\u79bb\u5f0f\u65b9\u6cd5\u5177\u6709\u660e\u663e\u7684\u5c40\u9650\u6027\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u4e8c\u3001BiomedParse\u7684\u521b\u65b0\u6027\u89e3\u51b3\u65b9\u6848<\/strong><\/h4>\n\n\n\n<p>BiomedParse\u63d0\u51fa\u4e86\u4e00\u79cd\u521b\u65b0\u6027\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u901a\u8fc7\u5c06\u5bf9\u8c61\u8bc6\u522b\u3001\u68c0\u6d4b\u548c\u5206\u5272\u7edf\u4e00\u5230\u4e00\u4e2a\u7efc\u5408\u6027\u6846\u67b6\u4e2d\uff0c\u6781\u5927\u5730\u589e\u5f3a\u4e86\u751f\u7269\u533b\u5b66\u56fe\u50cf\u7684\u89e3\u6790\u80fd\u529b\u3002\u7528\u6237\u53ea\u9700\u8981\u901a\u8fc7\u7b80\u5355\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0cBiomedParse\u5373\u53ef\u7406\u89e3\u7528\u6237\u7684\u9700\u6c42\u5e76\u81ea\u52a8\u8fdb\u884c\u5bf9\u8c61\u7684\u8bc6\u522b\u548c\u5206\u5272\uff0c\u6d88\u9664\u4e86\u4f20\u7edf\u65b9\u6cd5\u4e2d\u4f9d\u8d56\u624b\u52a8\u8bbe\u7f6e\u8fb9\u754c\u6846\u7684\u7e41\u7410\u6b65\u9aa4\u3002\u8fd9\u79cd\u65b9\u5f0f\u63d0\u9ad8\u4e86\u751f\u7269\u533b\u5b66\u56fe\u50cf\u5206\u6790\u7684\u6548\u7387\u548c\u7cbe\u5ea6\uff0c\u4f7f\u5f97\u6574\u4e2a\u8fc7\u7a0b\u66f4\u52a0\u81ea\u7136\u548c\u4eba\u6027\u5316\u200b\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>1. \u6570\u636e\u96c6\u7684\u6784\u5efa\u4e0e\u9884\u8bad\u7ec3<\/strong><\/h5>\n\n\n\n<p>BiomedParse\u7684\u4e00\u4e2a\u663e\u8457\u4f18\u52bf\u5728\u4e8e\u5176\u6570\u636e\u96c6\u201c<strong><a href=\"https:\/\/huggingface.co\/datasets\/microsoft\/BiomedParseData\" target=\"_blank\" rel=\"noreferrer noopener\">BiomedParseData<\/a><\/strong>\u201d\u7684\u5f00\u53d1\uff0c\u8fd9\u662f\u4e00\u4e2a\u6db5\u76d6\u8bc6\u522b\u3001\u68c0\u6d4b\u548c\u5206\u5272\u4e09\u9879\u4efb\u52a1\u7684\u5927\u578b\u6570\u636e\u96c6\u3002\u6570\u636e\u96c6\u7684\u6784\u5efa\u662f\u901a\u8fc7\u5229\u7528OpenAI\u7684GPT-4\u6a21\u578b\uff0c\u5bf9\u73b0\u6709\u768445\u4e2a\u751f\u7269\u533b\u5b66\u5206\u5272\u6570\u636e\u96c6\u8fdb\u884c\u5927\u89c4\u6a21\u7684\u6570\u636e\u5408\u6210\u800c\u5b9e\u73b0\u7684\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u4e2d\u5305\u542b\u4e86\u8d85\u8fc7600\u4e07\u7ec4\u56fe\u50cf\u3001\u5206\u5272\u63a9\u819c\u548c\u6587\u672c\u63cf\u8ff0\uff0c\u901a\u8fc7GPT-4\u5c06\u8fd9\u4e9b\u6570\u636e\u8fdb\u884c\u6574\u5408\u548c\u6269\u5c55\uff0c\u5f62\u6210\u4e00\u4e2a\u7edf\u4e00\u7684\u751f\u7269\u533b\u5b66\u5bf9\u8c61\u5206\u7c7b\u4f53\u7cfb\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0cGPT-4\u7684\u4f7f\u7528\u4e3a\u6570\u636e\u96c6\u7684\u5efa\u8bbe\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u652f\u6301\u3002\u9996\u5148\uff0c\u5b83\u5bf9\u73b0\u6709\u6570\u636e\u96c6\u4e2d\u5df2\u7ecf\u5b58\u5728\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u8fdb\u884c\u4e86\u7ec4\u7ec7\u548c\u5206\u7c7b\uff0c\u5c06\u8fd9\u4e9b\u63cf\u8ff0\u4e0e\u5efa\u7acb\u7684\u751f\u7269\u533b\u5b66\u5bf9\u8c61\u5206\u7c7b\u4f53\u7cfb\u8fdb\u884c\u534f\u8c03\u4e00\u81f4\u3002\u7136\u540e\uff0cGPT-4\u8fd8\u7528\u4e8e\u5408\u6210\u66f4\u591a\u5bf9\u8c61\u63cf\u8ff0\u7684\u53d8\u5316\uff0c\u4ee5\u4fbf\u589e\u5f3a\u6a21\u578b\u5728\u6587\u672c\u63d0\u793a\u4e0b\u7684\u9c81\u68d2\u6027\u3002\u8fd9\u4f7f\u5f97BiomedParse\u53ef\u4ee5\u66f4\u597d\u5730\u5e94\u5bf9\u5404\u79cd\u590d\u6742\u7684\u751f\u7269\u533b\u5b66\u573a\u666f\uff0c\u63d0\u9ad8\u4e86\u5176\u5728\u591a\u6837\u5316\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u80fd\u529b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u4e09\u3001\u6a21\u578b\u7279\u70b9\u4e0e\u6280\u672f\u4f18\u52bf<\/strong><\/h4>\n\n\n\n<p>BiomedParse\u5728\u6280\u672f\u4e0a\u7684\u4e3b\u8981\u521b\u65b0\u4e4b\u5904\u5728\u4e8e\u5176\u5bf9\u4e09\u5927\u4efb\u52a1\u2014\u2014\u5bf9\u8c61\u8bc6\u522b\u3001\u68c0\u6d4b\u548c\u5206\u5272\u2014\u2014\u7684\u7edf\u4e00\u5904\u7406\uff0c\u8fd9\u4f7f\u5f97\u5b83\u80fd\u591f\u5728\u5206\u6790\u56fe\u50cf\u65f6\u663e\u8457\u51cf\u5c11\u7528\u6237\u7684\u64cd\u4f5c\u590d\u6742\u6027\uff0c\u540c\u65f6\u63d0\u9ad8\u5206\u6790\u7ed3\u679c\u7684\u51c6\u786e\u6027\u548c\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>1. \u5168\u56fe\u50cf\u89e3\u6790\u6846\u67b6<\/strong><\/h5>\n\n\n\n<p>BiomedParse\u501f\u9274\u4e862005\u5e74\u9996\u6b21\u63d0\u51fa\u7684\u201c\u56fe\u50cf\u89e3\u6790\uff08Image Parsing\uff09\u201d\u6982\u5ff5\uff0c\u91c7\u7528\u8054\u5408\u5b66\u4e60\u7684\u65b9\u5f0f\u5bf9\u5bf9\u8c61\u8fdb\u884c\u8bc6\u522b\u3001\u68c0\u6d4b\u548c\u5206\u5272\u3002\u4f20\u7edf\u7684\u201c\u56fe\u50cf\u89e3\u6790\u201d\u6982\u5ff5\u57fa\u4e8e\u8d1d\u53f6\u65af\u7f51\u7edc\uff0c\u662f\u4e00\u79cd\u5c06\u591a\u4e2a\u56fe\u50cf\u5206\u6790\u4efb\u52a1\u7edf\u4e00\u4e3a\u4e00\u4e2a\u6574\u4f53\u7684\u65e9\u671f\u5c1d\u8bd5\uff0c\u5c3d\u7ba1\u5728\u5e94\u7528\u8303\u56f4\u548c\u5206\u6790\u80fd\u529b\u4e0a\u5b58\u5728\u5c40\u9650\u3002\u7136\u800c\uff0c\u5f97\u76ca\u4e8e\u73b0\u4ee3\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u7684\u5feb\u901f\u53d1\u5c55\uff0cBiomedParse\u901a\u8fc7\u751f\u6210\u5f0fAI\u6280\u672f\u5c06\u8fd9\u4e00\u6982\u5ff5\u53d1\u626c\u5149\u5927\uff0c\u5b9e\u73b0\u4e86\u5bf9\u8c61\u4e4b\u95f4\u7684\u8054\u5408\u63a8\u7406\u548c\u8bed\u4e49\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u5728\u4f7f\u7528\u4e0a\uff0c\u7528\u6237\u53ea\u9700\u8981\u8f93\u5165\u5bf9\u67d0\u4e2a\u5bf9\u8c61\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u6a21\u578b\u5c31\u80fd\u591f\u9884\u6d4b\u8be5\u5bf9\u8c61\u7684\u6807\u7b7e\u5e76\u751f\u6210\u5176\u5206\u5272\u63a9\u819c\uff0c\u65e0\u9700\u7528\u6237\u63d0\u4f9b\u5bf9\u8c61\u7684\u5177\u4f53\u8fb9\u754c\u6846\u3002\u8fd9\u79cd\u65b9\u5f0f\u4e0d\u4ec5\u7b80\u5316\u4e86\u4f7f\u7528\u6d41\u7a0b\uff0c\u8fd8\u901a\u8fc7\u8054\u5408\u5b66\u4e60\u7684\u65b9\u6cd5\u4f7f\u5f97\u5bf9\u8c61\u7684\u68c0\u6d4b\u3001\u8bc6\u522b\u548c\u5206\u5272\u4e92\u76f8\u4fc3\u8fdb\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u6574\u4f53\u7684\u56fe\u50cf\u7406\u89e3\u80fd\u529b\u200b\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>2. \u5bf9\u590d\u6742\u548c\u4e0d\u89c4\u5219\u5bf9\u8c61\u7684\u5904\u7406<\/strong><\/h5>\n\n\n\n<p>\u751f\u7269\u533b\u5b66\u56fe\u50cf\u4e2d\uff0c\u5e38\u5e38\u5b58\u5728\u5177\u6709\u590d\u6742\u548c\u4e0d\u89c4\u5219\u5f62\u72b6\u7684\u5bf9\u8c61\uff0c\u8fd9\u5bf9\u4f20\u7edf\u7684\u5206\u5272\u7b97\u6cd5\u63d0\u51fa\u4e86\u5de8\u5927\u7684\u6311\u6218\u3002\u5373\u4fbf\u662f\u4f7f\u7528\u6700\u5148\u8fdb\u7684\u5bf9\u8c61\u68c0\u6d4b\u5668\u6765\u63d0\u4f9b\u8fb9\u754c\u6846\uff0c\u5bf9\u4e8e\u8fd9\u4e9b\u4e0d\u89c4\u5219\u5bf9\u8c61\u7684\u5206\u5272\u4ecd\u7136\u56f0\u96be\u91cd\u91cd\u3002\u800cBiomedParse\u901a\u8fc7\u5bf9\u8c61\u8bc6\u522b\u3001\u68c0\u6d4b\u548c\u5206\u5272\u7684\u8054\u5408\u5b66\u4e60\uff0c\u5b66\u4f1a\u4e86\u5982\u4f55\u66f4\u597d\u5730\u5efa\u6a21\u8fd9\u4e9b\u590d\u6742\u5f62\u72b6\u7684\u5bf9\u8c61\uff0c\u5176\u5206\u5272\u6027\u80fd\u5728\u9762\u5bf9\u8fd9\u4e9b\u6700\u5177\u6311\u6218\u6027\u7684\u573a\u666f\u65f6\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa\u200b\u3002<\/p>\n\n\n\n<p>BiomedParse\u901a\u8fc7\u5bf9\u4e5d\u79cd\u4e0d\u540c\u7684\u533b\u5b66\u5f71\u50cf\u6a21\u6001\u8fdb\u884c\u5927\u89c4\u6a21\u8bad\u7ec3\uff0c\u6db5\u76d6\u4e8664\u79cd\u4e3b\u8981\u5bf9\u8c61\u7c7b\u578b\u53ca82\u79cd\u7ec6\u5206\u7c7b\u578b\uff0c\u80fd\u591f\u63d0\u4f9b\u66f4\u771f\u5b9e\u548c\u591a\u6837\u5316\u7684\u751f\u7269\u533b\u5b66\u5bf9\u8c61\u7684\u8868\u8fbe\u3002\u8fd9\u4f7f\u5f97BiomedParse\u5728\u4e34\u5e8a\u5e94\u7528\u4e2d\u5177\u6709\u66f4\u9ad8\u7684\u9002\u5e94\u6027\u548c\u51c6\u786e\u6027\uff0c\u7279\u522b\u662f\u5728\u9700\u8981\u5904\u7406\u5927\u91cf\u4e0d\u89c4\u5219\u5bf9\u8c61\u7684\u60c5\u51b5\u4e0b\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>3. \u6027\u80fd\u5bf9\u6bd4\u4e0e\u5b9e\u9a8c\u8bc4\u4f30<\/strong><\/h5>\n\n\n\n<p>\u5728\u6027\u80fd\u8bc4\u4f30\u65b9\u9762\uff0cBiomedParse\u5728\u5927\u89c4\u6a21\u6d4b\u8bd5\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u5353\u8d8a\uff0c\u6db5\u76d6\u4e86102,855\u7ec4\u56fe\u50cf-\u63a9\u819c-\u6807\u7b7e\u7ec4\u5408\u3002\u5728\u8fd9\u4e9b\u8bc4\u4f30\u4e2d\uff0cBiomedParse\u7684\u8868\u73b0\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u6700\u4f73\u65b9\u6cd5\uff0c\u5305\u62ecMedSAM\u3001SAM\uff0c\u4ee5\u53ca\u5176\u4ed6\u5982SegVol\u3001Swin UNETR\u3001nnU-Net\u7b49\u65b9\u6cd5\u3002\u5728\u4f7f\u7528\u6700\u65b0\u7684\u5bf9\u8c61\u68c0\u6d4b\u5668\uff08\u5982Grounding DINO\uff09\u6765\u63d0\u4f9b\u8fb9\u754c\u6846\u65f6\uff0cBiomedParse\u4ecd\u7136\u5927\u5e45\u9886\u5148\u5176\u5bf9\u624b\uff0cdice\u5206\u6570\u5728\u7edd\u5bf9\u503c\u4e0a\u8d85\u51fa75\u523085\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n\n\n\n<p>\u5728\u5177\u4f53\u7684\u5b9e\u9a8c\u5bf9\u6bd4\u4e2d\uff0cBiomedParse\u4e0d\u4ec5\u5728\u9700\u8981\u63d0\u4f9b\u5bf9\u8c61\u8fb9\u754c\u6846\u7684\u60c5\u51b5\u4e0b\u8868\u73b0\u4f18\u5f02\uff0c\u66f4\u662f\u5728\u4e0d\u63d0\u4f9b\u8fb9\u754c\u6846\u7684\u60c5\u51b5\u4e0b\u8868\u73b0\u51fa\u8272\uff0c\u8fd9\u5bf9\u4e8e\u5904\u7406\u771f\u5b9e\u4e16\u754c\u4e2d\u590d\u6742\u7684\u751f\u7269\u533b\u5b66\u573a\u666f\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u56db\u3001\u672a\u6765\u53d1\u5c55\u4e0e\u5e94\u7528\u524d\u666f<\/strong><\/h4>\n\n\n\n<p>BiomedParse\u4e3a\u751f\u7269\u533b\u5b66\u56fe\u50cf\u7684\u5168\u65b9\u4f4d\u89e3\u6790\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u57fa\u7840\uff0c\u672a\u6765\u7684\u6269\u5c55\u6f5c\u529b\u5de8\u5927\u3002\u9996\u5148\uff0cBiomedParse\u53ef\u4ee5\u8fdb\u4e00\u6b65\u6269\u5c55\u5230\u66f4\u591a\u7684\u5f71\u50cf\u6a21\u6001\u548c\u5bf9\u8c61\u7c7b\u578b\uff0c\u4f7f\u5176\u5728\u66f4\u5e7f\u6cdb\u7684\u533b\u5b66\u5f71\u50cf\u4e2d\u5e94\u7528\u3002\u6b64\u5916\uff0c\u5b83\u53ef\u4ee5\u88ab\u96c6\u6210\u5230\u66f4\u9ad8\u7ea7\u7684\u591a\u6a21\u6001\u6846\u67b6\u4e2d\uff0c\u4f8b\u5982LLaVA-Med\uff0c\u8fd9\u4e00\u6846\u67b6\u53ef\u4ee5\u901a\u8fc7\u201c\u4e0e\u6570\u636e\u5bf9\u8bdd\u201d\u7684\u65b9\u5f0f\u5b9e\u73b0\u5bf9\u56fe\u50cf\u7684\u4ea4\u4e92\u5f0f\u5206\u6790\uff0c\u8fdb\u800c\u589e\u5f3a\u5bf9\u56fe\u50cf\u7684\u7406\u89e3\u548c\u63a8\u7406\u80fd\u529b\u200b\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u4fc3\u8fdb\u751f\u7269\u533b\u5b66\u56fe\u50cf\u5206\u6790\u7684\u7814\u7a76\uff0c<strong><a href=\"https:\/\/github.com\/microsoft\/BiomedParse\" target=\"_blank\" rel=\"noreferrer noopener\">BiomedParse\u5df2\u7ecf\u88ab\u5f00\u6e90<\/a><\/strong>\uff0c\u5e76\u4e14\u53ef\u4ee5\u901a\u8fc7Apache 2.0\u8bb8\u53ef\u5728Azure AI\u5e73\u53f0\u4e0a\u8fdb\u884c\u76f4\u63a5\u90e8\u7f72\u548c\u5b9e\u65f6\u63a8\u7406\u3002\u8fd9\u4e3a\u5e7f\u5927\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u65b9\u4fbf\u7684\u4f7f\u7528\u9014\u5f84\uff0c\u63a8\u52a8\u4e86\u751f\u7269\u533b\u5b66\u5f71\u50cf\u5206\u6790\u9886\u57df\u7684\u8fdb\u4e00\u6b65\u53d1\u5c55\u3002\u672a\u6765\uff0cBiomedParse\u53ef\u4ee5\u5728\u7cbe\u51c6\u533b\u7597\u9886\u57df\u53d1\u6325\u91cd\u8981\u4f5c\u7528\uff0c\u4f8b\u5982\u65e9\u671f\u75be\u75c5\u68c0\u6d4b\u3001\u6cbb\u7597\u65b9\u6848\u5236\u5b9a\u652f\u6301\u548c\u75c5\u60c5\u8fdb\u5c55\u76d1\u6d4b\u7b49\uff0c\u771f\u6b63\u5b9e\u73b0\u533b\u5b66\u56fe\u50cf\u5206\u6790\u7684\u667a\u80fd\u5316\u548c\u81ea\u52a8\u5316\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u4e94\u3001\u603b\u7ed3<\/strong><\/h4>\n\n\n\n<p>BiomedParse\u4f5c\u4e3a\u4e00\u79cd\u57fa\u7840\u6a21\u578b\uff0c\u4e3a\u751f\u7269\u533b\u5b66\u56fe\u50cf\u5206\u6790\u63d0\u4f9b\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u3002\u901a\u8fc7\u5c06\u5bf9\u8c61\u8bc6\u522b\u3001\u68c0\u6d4b\u548c\u5206\u5272\u7edf\u4e00\u5230\u4e00\u4e2a\u6846\u67b6\u4e2d\uff0cBiomedParse\u663e\u8457\u63d0\u9ad8\u4e86\u56fe\u50cf\u89e3\u6790\u7684\u6df1\u5ea6\u548c\u51c6\u786e\u6027\u3002\u8fd9\u79cd\u8054\u5408\u5b66\u4e60\u7684\u65b9\u5f0f\u4e0d\u4ec5\u51cf\u5c11\u4e86\u7528\u6237\u7684\u624b\u52a8\u64cd\u4f5c\uff0c\u8fd8\u901a\u8fc7\u66f4\u4e3a\u667a\u80fd\u7684\u5206\u6790\u63d0\u4f9b\u4e86\u66f4\u4e3a\u5168\u9762\u7684\u4e34\u5e8a\u6d1e\u5bdf\u3002\u5728\u9762\u5bf9\u590d\u6742\u548c\u591a\u6837\u5316\u7684\u751f\u7269\u533b\u5b66\u56fe\u50cf\u65f6\uff0cBiomedParse\u5c55\u793a\u4e86\u5176\u5f3a\u5927\u7684\u9002\u5e94\u6027\u548c\u7075\u6d3b\u6027\u3002\u672a\u6765\uff0c\u968f\u7740\u66f4\u591a\u5f71\u50cf\u6a21\u6001\u548c\u5bf9\u8c61\u7c7b\u578b\u7684\u7eb3\u5165\uff0cBiomedParse\u5c06\u7ee7\u7eed\u5728\u751f\u7269\u533b\u5b66\u56fe\u50cf\u5206\u6790\u9886\u57df\u53d1\u6325\u6838\u5fc3\u4f5c\u7528\uff0c\u63a8\u52a8\u7cbe\u51c6\u533b\u7597\u7684\u53d1\u5c55\u4e0e\u5e94\u7528\u200b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>BiomedParse on GitHub: <a href=\"https:\/\/github.com\/microsoft\/BiomedParse\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/microsoft\/BiomedParse<\/a><\/p>\n\n\n\n<p>\u8bba\u6587Paper on Nature: <a href=\"https:\/\/www.nature.com\/articles\/s41592-024-02499-w\" target=\"_blank\" rel=\"noreferrer noopener\">A foundation model for joint segmentation, detection and recognition of biomedical objects across nine modalities<\/a><\/p>\n\n\n\n<p>\u6570\u636e\u96c6BiomedParseData on Huggingface: <a href=\"https:\/\/huggingface.co\/datasets\/microsoft\/BiomedParseData\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/huggingface.co\/datasets\/microsoft\/BiomedParseData<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u65e5\uff0c\u5fae\u8f6f\u7814\u7a76\u9662\u53d1\u5e03\u4e86\u201cBiomedParse\u201d\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u4e3a\u751f\u7269\u533b\u5b66\u56fe\u50cf\u5206\u6790\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5168\u9762\u3001\u4e00\u4f53\u5316\u7684\u89e3\u51b3\u65b9\u6848 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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