{"id":10189,"date":"2026-07-14T13:34:53","date_gmt":"2026-07-14T05:34:53","guid":{"rendered":"https:\/\/infernews.com\/blog\/medpmc\/"},"modified":"2026-07-14T13:34:53","modified_gmt":"2026-07-14T05:34:53","slug":"medpmc","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/medpmc\/","title":{"rendered":"MedPMC \u628a\u91ab\u5b78\u5716\u6587\u8cc7\u6599\u505a\u6210\u53ef\u8a13\u7df4\u57fa\u5ea7"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-930531495fa8.jpg\" alt=\"Repository image for Yale-BIDS-Chen-Lab\/MedPMC\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u505a\u91ab\u5b78\u591a\u6a21\u614b\u6a21\u578b\uff0c\u6700\u96e3\u5f80\u5f80\u4e0d\u662f\u518d\u5806\u4e00\u500b\u65b0\u67b6\u69cb\uff0c\u800c\u662f\u5148\u6574\u7406\u5230\u53ef\u7528\u7684\u5716\u6587\u8cc7\u6599\u3002MedPMC \u5c6c\u65bc<strong>Dataset \u6578\u64da\u96c6\u52a0\u6a21\u578b\u8a13\u7df4\u7a0b\u5f0f\u78bc\u9805\u76ee<\/strong>\uff0c\u6838\u5fc3\u50f9\u503c\u662f\u628a PubMed Central (PMC) \u6587\u737b\u4e2d\u7684\u91ab\u5b78\u5716\u7247\u8207\u6587\u5b57\u62bd\u53d6\u3001\u6e05\u7406\uff0c\u518d\u63a5\u4e0a\u8a13\u7df4\u8207\u8a55\u4f30\u6d41\u7a0b\uff0c\u8655\u7406\u7684\u662f\u91ab\u5b78 vision-language \u8cc7\u6e90\u9577\u671f\u5206\u6563\u3001\u96e3\u91cd\u73fe\u7684\u554f\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\u6700\u503c\u5f97\u7559\u610f\u7684\u662f MedPMC Dataset \u9996\u500b\u7248\u672c\uff0c\u63d0\u4f9b\u7d04 1,100 \u842c\u7d44 medical image-text pairs\uff1b\u540c\u6642\u4ea6\u6709\u57fa\u65bc MedPMC-11M \u8a13\u7df4\u7684 MedPMC-CLIP\u3002\u9019\u7a2e\u505a\u6cd5\u8207\u4e0d\u5c11\u53ea\u653e\u6a21\u578b\u6b0a\u91cd\u3001\u6216\u53ea\u4ea4\u51fa\u8cc7\u6599\u9023\u7d50\u7684\u9805\u76ee\u4e0d\u540c\uff0c\u5b83\u628a dataset curation\u3001preprocessing\u3001model training\u3001evaluation \u653e\u5728\u540c\u4e00\u500b\u4ee3\u78bc\u5eab\uff0c\u8f03\u9069\u5408\u7814\u7a76\u5718\u968a\u6cbf\u4f4f\u540c\u4e00\u689d\u6d41\u7a0b\u518d\u505a\u5fae\u8abf\u6216\u91cd\u8dd1\u5be6\u9a57\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u90e8\u7f72\u8207\u6e2c\u8a66\u7684\u7406\u89e3\u65b9\u5f0f\u5f88\u76f4\u63a5\uff1a\u8cc7\u6599\u96c6\u8207\u6a21\u578b\u90fd\u5df2\u653e\u5230 Hugging Face\uff0c\u73fe\u968e\u6bb5\u8f03\u50cf\u7d66\u7814\u7a76\u8005\u5148\u4e0b\u8f09\u8cc7\u6599\u3001\u6aa2\u67e5\u62bd\u6a23\u54c1\u8cea\u3001\u518d\u63a5\u5165\u81ea\u5bb6\u8a13\u7df4\u7ba1\u7dda\u3002README \u672a\u63d0\u4f9b\u5f88\u5b8c\u6574\u7684\u64cd\u4f5c\u6587\u4ef6\uff0cdataset viewer \u4ea6\u672a\u5fc5\u53ef\u76f4\u63a5\u9810\u89bd\uff0c\u6240\u4ee5\u77ed\u671f\u5167\u5b83\u6bd4\u8f03\u504f\u5411\u6709 Python \u8207\u8cc7\u6599\u8655\u7406\u80fd\u529b\u7684\u5718\u968a\uff0c\u800c\u4e0d\u662f\u5373\u958b\u5373\u7528\u7684\u7dda\u4e0a\u670d\u52d9\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7d04 1,100 \u842c\u7d44\u4f86\u81ea PMC \u7684\u91ab\u5b78\u5716\u6587\u914d\u5c0d\uff0c\u662f\u9805\u76ee\u73fe\u6642\u6700\u91cd\u8981\u8cc7\u7522<\/li>\n<li>\u9023\u540c MedPMC-CLIP \u4e00\u4f75\u91cb\u51fa\uff0c\u65b9\u4fbf\u7531\u8cc7\u6599\u8d70\u5230\u6a21\u578b\u9a57\u8b49<\/li>\n<li>\u91cd\u9ede\u4e0d\u5728\u82b1\u5de7\u4ecb\u9762\uff0c\u800c\u5728\u53ef\u91cd\u73fe\u7684\u8cc7\u6599\u6574\u7406\u8207\u8a13\u7df4\u6d41\u7a0b<\/li>\n<li>\u6587\u4ef6\u4ecd\u5728\u88dc\u5b8c\u4e2d\uff0cbenchmarks \u8207\u66f4\u591a training recipes \u5c1a\u5f85\u767c\u5e03<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u73fe\u6709\u8cc7\u8a0a\u770b\uff0cMedPMC \u7684\u5f37\u9805\u662f\u898f\u6a21\u8207\u7814\u7a76\u6d41\u7a0b\u6574\u5408\uff0c\u9650\u5236\u5247\u662f\u6587\u4ef6\u8207\u57fa\u6e96\u7d50\u679c\u4ecd\u672a\u9f4a\u5099\uff0c\u66ab\u6642\u8f03\u96e3\u55ae\u9760\u516c\u958b\u9801\u9762\u5224\u65b7\u6a21\u578b\u8868\u73fe\u4e0a\u9650\u3002\u5c0d\u91ab\u5b78 AI\u3001\u8996\u89ba\u6a21\u578b\u3001RAG \u524d\u8655\u7406\uff0c\u6216\u9700\u8981\u5efa\u7acb\u91ab\u5b78\u5716\u6587\u6aa2\u7d22\u57fa\u5ea7\u7684\u5718\u968a\u4f86\u8aaa\uff0c\u9019\u500b\u958b\u6e90\u9805\u76ee\u5df2\u6709\u4e0d\u932f\u53c3\u8003\u50f9\u503c\uff1b\u76f8\u95dc\u6a21\u578b\u73fe\u6642\u53ef\u78ba\u8a8d\u7684\u662f <strong>MedPMC-CLIP<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/huggingface.co\/datasets\/Yale-BIDS-Chen\/medpmc-11m-dataset_jun24_baseline\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/Yale-BIDS-Chen-Lab\/MedPMC\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/Yale-BIDS-Chen\/medpmc-clip-l-14_jun24_v1\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u505a\u91ab\u5b78\u5f71\u50cf\u8207\u6587\u5b57\u7406\u89e3\uff0c\u5361\u4f4d\u901a\u5e38\u5514\u4fc2\u6a21\u578b\uff0c\u800c\u4fc2\u4e7e\u6de8\u53c8\u5920\u5927\u7684\u5716\u6587\u914d\u5c0d\u3002MedPMC \u628a\u9019\u4ef6\u4e8b\u9023\u540c\u8a13\u7df4\u6d41\u7a0b\u4e00\u4f75\u958b\u653e\uff0c\u65b9\u5411\u76f8\u7576\u52d9\u5be6\u3002<\/p>\n","protected":false},"author":8,"featured_media":10188,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,179,30,144,152,109,119,127,149,199],"tags":[],"class_list":["post-10189","post","type-post","status-publish","format-standard","hentry","category-133","category-nvidia","category-image","category-medical","category-python","category-rag","category-119","category-127","category-149","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10189","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=10189"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10189\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10188"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10189"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10189"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10189"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}