{"id":6778,"date":"2026-01-15T12:22:31","date_gmt":"2026-01-15T04:22:31","guid":{"rendered":"https:\/\/nullthought.net\/?p=6778"},"modified":"2026-01-15T12:22:33","modified_gmt":"2026-01-15T04:22:33","slug":"medgemma-1-5-%e7%b3%bb%e7%bb%9f%e8%af%b4%e6%98%8e%ef%bc%88medgemma-1-5-model-card%ef%bc%89","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6778","title":{"rendered":"MedGemma 1.5 \u7cfb\u7edf\u8bf4\u660e\uff08MedGemma 1.5 model card\uff09"},"content":{"rendered":"\n<p><strong><a href=\"https:\/\/developers.google.com\/health-ai-developer-foundations\/medgemma\/model-card\" target=\"_blank\" rel=\"noreferrer noopener\">MedGemma 1.5 model card<\/a><\/strong> \u7684\u8981\u70b9\u6982\u8ff0\uff08\u9762\u5411\u5f00\u53d1\u8005\u89c6\u89d2\uff09\uff1a<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">1) \u5b83\u662f\u4ec0\u4e48\u3001\u9002\u5408\u505a\u4ec0\u4e48<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>MedGemma<\/strong> \u662f\u4e00\u7ec4\u57fa\u4e8e <strong>Gemma 3<\/strong> \u7684\u53d8\u4f53\uff0c\u9488\u5bf9<strong>\u533b\u7597\u6587\u672c\u7406\u89e3<\/strong>\u4e0e<strong>\u533b\u7597\u5f71\u50cf\u7406\u89e3<\/strong>\u505a\u4e86\u989d\u5916\u8bad\u7ec3\uff0c\u7528\u6765\u52a0\u901f\u6784\u5efa\u533b\u7597\u5065\u5eb7\u7c7b AI \u5e94\u7528\u3002<\/li>\n\n\n\n<li>\u5b98\u65b9\u5f3a\u8c03\uff1aMedGemma \u66f4\u504f\u5411<strong>\u9700\u8981\u201c\u751f\u6210\u6587\u672c\u201d\u7684\u533b\u7597\u5e94\u7528<\/strong>\uff1b\u5982\u679c\u4f60\u7684\u4efb\u52a1\u662f<strong>\u7eaf\u5f71\u50cf\u4fa7<\/strong>\uff08\u68c0\u7d22\/\u5206\u7c7b\/\u96f6\u6837\u672c\u5206\u7c7b\u7b49\u3001\u4e0d\u9700\u8981\u751f\u6210\u957f\u6587\u672c\uff09\uff0c\u66f4\u63a8\u8350\u7528\u540c\u6e90\u7684 <strong>MedSigLIP \u56fe\u50cf\u7f16\u7801\u5668<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">2) \u7248\u672c\/\u53ef\u7528\u6027\uff081.5 \u7684\u8303\u56f4\uff09<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8be5\u9875\u9762\u8bf4\u660e\uff1a<strong>MedGemma 1.5<\/strong> \u5f53\u524d<strong>\u4ec5\u63d0\u4f9b 4B \u591a\u6a21\u6001\u3001\u6307\u4ee4\u5fae\u8c03\uff08instruction-tuned\uff09<\/strong>\u7248\u672c\uff1bMedGemma 1 \u7684\u5176\u4ed6\u53d8\u4f53\u8bf7\u770b\u53e6\u4e00\u4e2a model card\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u8d44\u6e90\u5305\u62ec Google Cloud Model Garden\u3001Hugging Face\u3001\u4ee5\u53ca\u914d\u5957 GitHub\uff08\u6559\u7a0b notebooks\u3001\u4ee5\u53ca\u7528\u4e8e\u670d\u52a1\u7aef\u5927\u56fe\u5904\u7406\u7684\u81ea\u5b9a\u4e49\u5bb9\u5668\/\u955c\u50cf\u7b49\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">3) MedGemma 1.5 4B \u76f8\u5bf9 1.0 \u7684\u91cd\u70b9\u589e\u5f3a<\/h5>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>3D \u5f71\u50cf\u7406\u89e3<\/strong>\uff1a\u652f\u6301\u5bf9 CT\/MRI \u7684\u4e09\u7ef4\u4f53\u6570\u636e\u8868\u793a\u8fdb\u884c\u89e3\u8bfb\u3002<\/li>\n\n\n\n<li><strong>\u5168\u5207\u7247\u75c5\u7406\uff08WSI\uff09<\/strong>\uff1a\u652f\u6301\u4e00\u6b21\u8f93\u5165\u591a\u5757 patch\uff0c\u8fdb\u884c\u8054\u5408\u89e3\u8bfb\u3002<\/li>\n\n\n\n<li><strong>\u7eb5\u5411\u5f71\u50cf<\/strong>\uff1a\u4f8b\u5982\u80f8\u7247\u7ed3\u5408\u65e2\u5f80\u5f71\u50cf\u505a\u5bf9\u6bd4\u7406\u89e3\u3002<\/li>\n\n\n\n<li><strong>\u89e3\u5256\u5b9a\u4f4d<\/strong>\uff1a\u5728\u80f8\u7247\u4e0a\u505a\u57fa\u4e8e bounding box \u7684\u89e3\u5256\u7ed3\u6784\/\u53d1\u73b0\u5b9a\u4f4d\u3002<\/li>\n\n\n\n<li><strong>\u533b\u7597\u6587\u6863\u7406\u89e3<\/strong>\uff1a\u4ece\u975e\u7ed3\u6784\u5316\u68c0\u9a8c\u62a5\u544a\u4e2d\u62bd\u53d6\u7ed3\u6784\u5316\u5b57\u6bb5\uff08\u503c\u3001\u5355\u4f4d\u7b49\uff09\u3002<\/li>\n\n\n\n<li><strong>EHR \u7406\u89e3<\/strong>\uff1a\u5bf9\u6587\u672c\u578b EHR \u6570\u636e\u8fdb\u884c\u7406\u89e3\u3002<br>\u5e76\u4e14\u6574\u4f53\u4e0a\u5728<strong>\u533b\u5b66\u6587\u672c\u63a8\u7406<\/strong>\u3001\u4ee5\u53ca<strong>\u6807\u51c6 2D \u5f71\u50cf\u7406\u89e3<\/strong>\u4e0a\u6709\u6539\u8fdb\u3002<\/li>\n<\/ol>\n\n\n\n<h5 class=\"wp-block-heading\">4) \u67b6\u6784\u4e0e\u5173\u952e\u6280\u672f\u89c4\u683c<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u67b6\u6784\uff1a\u4e0e Gemma 3 \u4e00\u6837\u662f <strong>decoder-only Transformer<\/strong>\uff1b\u591a\u6a21\u6001\u90e8\u5206\u4f7f\u7528 <strong>SigLIP \u56fe\u50cf\u7f16\u7801\u5668<\/strong>\uff0c\u5e76\u4e14\u8be5\u56fe\u50cf\u7f16\u7801\u5668\u5728\u591a\u79cd<strong>\u53bb\u6807\u8bc6\u5316\u533b\u7597\u6570\u636e<\/strong>\u4e0a\u9884\u8bad\u7ec3\u8fc7\uff08\u5982\u80f8\u7247\u3001\u76ae\u80a4\u79d1\u3001\u773c\u5e95\u3001\u75c5\u7406\u7b49\uff09\u3002<\/li>\n\n\n\n<li>\u6ce8\u610f\u529b\u673a\u5236\uff1a<strong>GQA<\/strong>\uff1b\u4e0a\u4e0b\u6587\u957f\u5ea6\uff1a\u81f3\u5c11 <strong>128K tokens<\/strong>\u3002<\/li>\n\n\n\n<li>\u8f93\u5165\u8f93\u51fa\uff1a\u8f93\u5165\u4e3a\u6587\u672c + \u56fe\u50cf\uff1b\u8f93\u51fa\u4e3a<strong>\u6587\u672c<\/strong>\u3002\u56fe\u50cf\u4f1a\u88ab\u5f52\u4e00\u5316\u5230 <strong>896\u00d7896<\/strong>\uff0c\u5e76\u7f16\u7801\u4e3a\u6bcf\u5f20 <strong>256 tokens<\/strong>\uff1b\u6700\u5927\u8f93\u51fa\u957f\u5ea6 <strong>8192 tokens<\/strong>\u3002<\/li>\n\n\n\n<li>\u8bad\u7ec3\u6846\u67b6\uff1a\u4f7f\u7528 <strong>JAX<\/strong>\u3002<\/li>\n\n\n\n<li>\u5173\u952e\u6280\u672f\u62a5\u544a\u4e0e\u5f15\u7528\uff1aSellergren \u7b49\uff0c<em>MedGemma Technical Report<\/em>\uff08arXiv:2507.05201\uff09\u3002<\/li>\n\n\n\n<li>\u521b\u5efa\u65f6\u95f4\uff1a<strong>Jan 13, 2026<\/strong>\uff084B \u591a\u6a21\u6001\uff0c\u7248\u672c 1.5.0\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">5) \u8bc4\u6d4b\u8986\u76d6\u9762\uff08\u5b83\u6d4b\u4e86\u54ea\u4e9b\u7c7b\u578b\u7684\u4efb\u52a1\uff09<\/h5>\n\n\n\n<p>Model card \u7ed9\u51fa\u4e86\u8de8\u591a\u6a21\u6001\u4e0e\u6587\u672c\u7684\u57fa\u51c6\u8bc4\u6d4b\u6982\u89c8\uff0c\u8986\u76d6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f71\u50cf\u4fa7<\/strong>\uff1a2D\/\u7eb5\u5411 2D\/3D \u653e\u5c04\u5f71\u50cf\u3001\u76ae\u80a4\u79d1\u3001\u773c\u5e95\u3001\u75c5\u7406\u3001\u6587\u6863\u7406\u89e3\u3001\u591a\u6a21\u6001\u4e34\u5e8a\u63a8\u7406\u7b49\uff08\u8868\u683c\u4e2d\u4e5f\u5bf9\u6bd4\u4e86 Gemma 3 4B\u3001MedGemma 1 4B\/27B \u7b49\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6587\u672c\u4fa7<\/strong>\uff1a\u533b\u5b66\u77e5\u8bc6\u4e0e\u63a8\u7406\uff08\u5982 MedQA\u3001MedMCQA\u3001PubMedQA\u3001MMLU Med\u3001MedXpertQA\u3001AfriMed-QA \u7b49\u5bf9\u6bd4\u7ed3\u679c\uff09\u3002<\/li>\n\n\n\n<li><strong>\u75c5\u5386\/EHR<\/strong>\uff1a\u5408\u6210\u7eb5\u5411 EHR \u4e0e\u53bb\u6807\u8bc6\u5316\u51fa\u9662\u5c0f\u7ed3\u7b49 QA \u8bc4\u6d4b\uff08\u4f8b\u5982 EHRQA\u3001EHRNoteQA\uff09\u3002<\/li>\n\n\n\n<li><strong>\u68c0\u9a8c\u62a5\u544a\u6587\u6863\u7ed3\u6784\u5316<\/strong>\uff1a\u628a\u5b9e\u9a8c\u5ba4\u62a5\u544a PDF\/\u56fe\u7247\u8f6c\u6362\u6210\u7ed3\u6784\u5316 JSON\uff08Macro\/Micro F1 \u7b49\uff09\u3002<br>\u5b98\u65b9\u540c\u65f6\u63d0\u793a\uff1a\u8fd9\u4e9b\u8bc4\u6d4b\u7528\u4e8e\u5c55\u793a<strong>baseline<\/strong>\uff0c\u5f00\u53d1\u8005\u901a\u5e38\u9700\u8981\u9488\u5bf9\u5177\u4f53\u573a\u666f\u505a\u5fae\u8c03\/\u9002\u914d\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">6) \u6570\u636e\u5361\uff08\u8bad\u7ec3\u6570\u636e\u6765\u6e90\u4e0e\u9690\u79c1\uff09<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u6765\u6e90\uff1a\u7ec4\u5408\u4e86<strong>\u516c\u5171\u6570\u636e\u96c6<\/strong>\u4e0e<strong>\u79c1\u6709\/\u6388\u6743\u7684\u53bb\u6807\u8bc6\u5316\u6570\u636e<\/strong>\uff1b\u5e76\u5217\u51fa\u4e00\u957f\u4e32\u516c\u5171\u6570\u636e\u96c6\u4e0e\u5f52\u5c5e\uff08\u4f8b\u5982 MIMIC-CXR\u3001Chest ImaGenome\u3001SLAKE\u3001TCGA\u3001CAMELYON\u3001PMC-OA \u7b49\uff09\uff0c\u4ee5\u53ca\u82e5\u5e72\u5185\u90e8\/\u6388\u6743\u6570\u636e\uff08\u5982\u4e0d\u540c\u6765\u6e90\u7684 CT\/MRI\u3001\u76ae\u80a4\u79d1\u3001\u773c\u5e95\u7b49\uff09\u3002<\/li>\n\n\n\n<li>\u53bb\u6807\u8bc6\u5316\uff1a\u660e\u786e\u8bf4\u660e Google \u53ca\u5408\u4f5c\u65b9\u4f7f\u7528\u7ecf\u8fc7\u4e25\u683c\u533f\u540d\u5316\/\u53bb\u6807\u8bc6\u5316\u7684\u6570\u636e\u4ee5\u4fdd\u62a4\u53c2\u4e0e\u8005\u4e0e\u60a3\u8005\u9690\u79c1\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">7) \u4f26\u7406\u4e0e\u5b89\u5168\u8bc4\u4f30<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bc4\u4f30\u65b9\u6cd5\uff1a\u5305\u62ec\u7ed3\u6784\u5316\u8bc4\u6d4b + \u5185\u90e8 red-teaming\uff0c\u8986\u76d6\u513f\u7ae5\u5b89\u5168\u3001\u5185\u5bb9\u5b89\u5168\uff08\u9a9a\u6270\/\u66b4\u529b\/\u4ec7\u6068\u7b49\uff09\u3001\u8868\u5f81\u6027\u4f24\u5bb3\uff08\u504f\u89c1\/\u523b\u677f\u5370\u8c61\u7b49\uff09\u3001\u4ee5\u53ca\u201c\u901a\u7528\u533b\u7597\u4f24\u5bb3\u201d\uff08\u4fe1\u606f\u8d28\u91cf\u4e0e\u6f5c\u5728\u6709\u5bb3\u4e0d\u51c6\u786e\u4fe1\u606f\uff09\u7b49\u7c7b\u522b\u3002<\/li>\n\n\n\n<li>\u7ed3\u679c\u53e3\u5f84\uff1a\u5728\u8fd9\u4e9b\u7c7b\u522b\u4e0a\u8868\u73b0\u4e3a\u201c\u5b89\u5168\u6c34\u5e73\u201d\uff0c\u5728\u65e0\u5b89\u5168\u8fc7\u6ee4\u5668\u6761\u4ef6\u4e0b\u4e5f\u4ec5\u51fa\u73b0\u5c11\u91cf\u7b56\u7565\u8fdd\u89c4\uff1b\u540c\u65f6\u627f\u8ba4\u4e00\u4e2a\u9650\u5236\u662f\u8bc4\u6d4b\u63d0\u793a\u8bed\u4e3b\u8981\u4e3a\u82f1\u6587\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">8) \u4f7f\u7528\u8fb9\u754c\u4e0e\u9650\u5236\uff08\u975e\u5e38\u5173\u952e\uff09<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b98\u65b9\u660e\u786e\uff1a<strong>\u4e0d\u80fd<\/strong>\u628a\u8f93\u51fa\u76f4\u63a5\u7528\u4e8e\u4e34\u5e8a\u8bca\u65ad\u3001\u60a3\u8005\u7ba1\u7406\u51b3\u7b56\u3001\u6cbb\u7597\u5efa\u8bae\u6216\u5176\u5b83\u76f4\u63a5\u4e34\u5e8a\u5b9e\u8df5\u7528\u9014\uff1b\u8f93\u51fa\u5e94\u89c6\u4e3a\u521d\u6b65\u7ed3\u679c\uff0c\u5fc5\u987b\u72ec\u7acb\u9a8c\u8bc1\u4e0e\u4e34\u5e8a\u5173\u8054\u3002<\/li>\n\n\n\n<li>\u8bc4\u6d4b\/\u80fd\u529b\u8fb9\u754c\uff1a\u591a\u6a21\u6001\u80fd\u529b\u4e3b\u8981\u5728<strong>\u5355\u56fe\u4efb\u52a1<\/strong>\u4e0a\u8bc4\u4f30\uff1b\u672a\u8bc4\u4f30\u591a\u56fe\u7406\u89e3\uff1b\u4e5f\u672a\u4f18\u5316\u591a\u8f6e\u5bf9\u8bdd\u5e94\u7528\uff1b\u5e76\u63d0\u793a\u5b83\u53ef\u80fd\u6bd4 Gemma 3 \u66f4\u201c\u5403\u63d0\u793a\u8bcd\u201d\u3002<\/li>\n\n\n\n<li>\u5f00\u53d1\u5efa\u8bae\uff1a\u4e0b\u6e38\u5e94\u7528\u8981\u7528\u5177\u6709\u4ee3\u8868\u6027\u7684\u9a8c\u8bc1\u6570\u636e\uff08\u4eba\u7fa4\/\u8bbe\u5907\/\u6761\u4ef6\u7b49\uff09\uff0c\u5e76\u8b66\u60d5\u533b\u7597\u8bed\u5883\u4e0b\u7684\u5927\u6a21\u578b<strong>\u6570\u636e\u6c61\u67d3<\/strong>\u5bfc\u81f4\u6cdb\u5316\u80fd\u529b\u88ab\u9ad8\u4f30\uff0c\u5efa\u8bae\u7528\u975e\u516c\u5f00\u6570\u636e\u505a\u66f4\u4e25\u683c\u9a8c\u8bc1\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">9) Release notes\uff08\u91cc\u7a0b\u7891\uff09<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>4B IT\uff1a<strong>2025-05-20<\/strong> \u521d\u59cb\u53d1\u5e03\uff1b<strong>2025-07-09<\/strong> \u4fee\u590d\u591a\u6a21\u6001\u6027\u80fd\u95ee\u9898\uff08\u4e0e\u7f3a\u5931 end-of-image token \u76f8\u5173\uff09\uff1b<strong>2026-01-13<\/strong> \u66f4\u65b0\u4e3a 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