{"id":10517,"date":"2026-07-28T23:02:35","date_gmt":"2026-07-28T15:02:35","guid":{"rendered":"https:\/\/infernews.com\/blog\/a-vision-centric-multimodal-llm-system-for-holistic-medical-understanding\/"},"modified":"2026-07-28T23:02:35","modified_gmt":"2026-07-28T15:02:35","slug":"a-vision-centric-multimodal-llm-system-for-holistic-medical-understanding","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/a-vision-centric-multimodal-llm-system-for-holistic-medical-understanding\/","title":{"rendered":"ClinFusion \u628a\u91ab\u7642\u5f71\u50cf\u8b80\u61c2\u518d\u56de\u7b54"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-aa807006ef85.jpg\" alt=\"radar chart\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u91ab\u7642\u591a\u6a21\u614b\u6a21\u578b\u6700\u6613\u5931\u6e96\u7684\u4f4d\u7f6e\uff0c\u5f80\u5f80\u4e0d\u662f\u6703\u4e0d\u6703\u7b54\uff0c\u800c\u662f\u6709\u6c92\u6709\u771f\u6b63\u5c0d\u6e96\u5f71\u50cf\u5167\u5bb9\u3002ClinFusion\u5c6c\u65bc<strong>\u6a21\u578b<\/strong>\uff0c\u66f4\u6e96\u78ba\u5730\u8aaa\u662f\u9762\u5411\u81e8\u5e8a\u7406\u89e3\u7684 vision-centric Multimodal large language models (MLLMs) \u7cfb\u7d71\uff0c\u91cd\u9ede\u653e\u5728\u540c\u6642\u8655\u7406 2D \u5716\u50cf\u3001\u539f\u751f 3D NIfTI \u5f71\u50cf\u8207\u6587\u5b57\u4efb\u52d9\uff0c\u6e1b\u5c11\u53ea\u9760\u6587\u5b57\u5c0d\u9f4a\u6642\u5e38\u898b\u7684\u81e8\u5e8a\u7d30\u7bc0\u6d41\u5931\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u505a\u6cd5\u5e38\u628a\u91ab\u7642\u554f\u984c\u7576\u6210\u4e00\u822c\u591a\u6a21\u614b\u554f\u7b54\u8655\u7406\uff0c\u4f46\u4f5c\u8005\u8a8d\u70ba\u9019\u7a2e\u7bc4\u5f0f\u5ffd\u7565\u4e86 3D 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radiologists \u9032\u884c\uff0c\u5831\u544a\u6392\u540d\u4ea6\u62ff\u5230\u6700\u4f73\uff0cRoI-grounded metric \u8207\u5c08\u5bb6\u5224\u65b7\u7684\u76f8\u95dc\u6027\u4e5f\u6700\u9ad8\uff0c\u9019\u9ede\u6bd4\u55ae\u770b\u81ea\u52d5\u5206\u6578\u66f4\u6709\u8aaa\u670d\u529b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ef\u63a5\u53d7\u6587\u5b57 prompt\u30012D \u5716\u50cf\u8def\u5f91\uff0c\u4ee5\u53ca 3D NIfTI volumes\uff08.nii.gz\uff09<\/li>\n<li>\u5b9a\u4f4d\u4e0d\u662f\u901a\u7528\u804a\u5929\uff0c\u800c\u662f\u81e8\u5e8a\u5c0e\u5411\u7684\u6574\u9ad4\u91ab\u7642\u7406\u89e3<\/li>\n<li>\u6838\u5fc3\u53d6\u5411\u662f\u628a 2D\/3D \u8996\u89ba\u7de8\u78bc\u8207\u81e8\u5e8a\u4e00\u81f4\u7684\u8a55\u6e2c\u4e00\u4f75\u91cd\u505a<\/li>\n<li>\u5df2\u516c\u958b\u6a21\u578b\u63a8\u7406\u65b9\u5411\uff0c\u4f46\u5132\u5b58\u5eab\u8cc7\u8a0a\u672a\u5b8c\u6574\u4ea4\u4ee3\u90e8\u7f72\u6d41\u7a0b\u8207\u5b8c\u6574\u5b89\u88dd\u7d30\u7bc0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8f03\u9069\u5408\u7559\u610f\u9019\u500b\u9805\u76ee\u7684\uff0c\u6703\u662f\u505a\u91ab\u7642 AI\u3001\u653e\u5c04\u5f71\u50cf\u3001\u591a\u6a21\u614b\u7814\u7a76\u6216\u91ab\u7642\u5831\u544a\u751f\u6210\u8a55\u6e2c\u7684\u5718\u968a\u3002\u5b83\u7684\u4eae\u9ede\u5728\u65bc\u628a\u300c\u6a21\u578b\u770b\u898b\u4e86\u4ec0\u9ebc\u300d\u8207\u300c\u81e8\u5e8a\u4e0a\u662f\u5426\u8b1b\u5f97\u6e96\u300d\u653e\u5230\u540c\u4e00\u689d\u7dda\u4e0a\uff1b\u9650\u5236\u4ea6\u5f88\u6e05\u695a\uff0c\u73fe\u6709 GitHub \u8cc7\u8a0a\u4e3b\u8981\u96c6\u4e2d\u5728\u4f5c\u8005\u4e3b\u5f35\u8207\u63a8\u7406\u8f38\u5165\u683c\u5f0f\uff0c\u771f\u6b63\u8981\u843d\u5730\u5230\u91ab\u9662\u5de5\u4f5c\u6d41\uff0c\u4ecd\u8981\u518d\u770b\u516c\u958b\u6a21\u578b\u3001\u786c\u4ef6\u9700\u6c42\u8207\u5f8c\u7e8c\u5de5\u5177\u93c8\u662f\u5426\u9f4a\u5099\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/alibaba-damo-academy\/ClinFusion\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/collections\/Alibaba-DAMO-Academy\/clinfusion\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ClinFusion\u7784\u6e96\u7684\u4e0d\u662f\u4e00\u822c\u804a\u5929\uff0c\u800c\u662f\u628a2D\u82073D\u91ab\u7642\u5f71\u50cf\u9023\u540c\u6587\u5b57\u6307\u4ee4\u4e00\u4f75\u7406\u89e3\u3002\u5b83\u60f3\u89e3\u6c7a\u7684\u91cd\u9ede\uff0c\u662f\u91ab\u7642\u591a\u6a21\u614b\u6a21\u578b\u5e38\u898b\u7684\u770b\u5f97\u591a\u3001\u7b54\u5f97\u5feb\uff0c\u537b\u672a\u5fc5\u8cbc\u8fd1\u81e8\u5e8a\u5224\u8b80\u3002<\/p>\n","protected":false},"author":8,"featured_media":10516,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,171,185,30,132,144,119,76,189,196,199],"tags":[],"class_list":["post-10517","post","type-post","status-publish","format-standard","hentry","category-133","category-171","category-qwen","category-image","category-3d","category-medical","category-119","category-76","category-189","category-196","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10517","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=10517"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10517\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10516"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10517"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10517"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10517"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}