{"id":39579,"date":"2025-03-22T03:02:24","date_gmt":"2025-03-21T19:02:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=39579"},"modified":"2025-03-22T03:02:24","modified_gmt":"2025-03-21T19:02:24","slug":"%e6%88%90%e6%95%88%e5%88%9d%e6%98%be%ef%bc%81%e5%9f%ba%e4%ba%8edeepseek%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e7%9a%84%e5%8c%bb%e7%96%97vlm%e7%ad%96%e7%95%a5%e6%9d%a5%e4%ba%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39579","title":{"rendered":"\u6210\u6548\u521d\u663e\uff01\u57fa\u4e8eDeepSeek\u5f3a\u5316\u5b66\u4e60\u7684\u533b\u7597VLM\u7b56\u7565\u6765\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-21-9\" target=\"_blank\">\u6210\u6548\u521d\u663e\uff01\u57fa\u4e8eDeepSeek\u5f3a\u5316\u5b66\u4e60\u7684\u533b\u7597VLM\u7b56\u7565\u6765\u4e86<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2e846b49dc0fecd41e71737a53025a67.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2e846b49dc0fecd41e71737a53025a67.png\"><\/a><\/section>\n<p data-pm-slice=\"0 0 []\">\u7f16\u8f91 | ScienceAI<\/p>\n<p>\u5728<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u8de8\u754c\u533b\u7597\u7684\u6d6a\u6f6e\u4e2d\uff0c\u5982\u4f55\u8d4b\u80fd\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u53bb \u201c\u770b\u61c2\u201d \u591a\u79cd\u7c7b\u578b\u7684\u533b\u5b66\u5f71\u50cf\uff0c\u5e76\u5728\u75be\u75c5\u8bca\u65ad\u3001\u75c5\u7076\u5206\u6790\u7b49\u4efb\u52a1\u4e2d\u7ed9\u51fa\u53ef\u4fe1\u89e3\u91ca\uff0c\u5df2\u6210\u5173\u952e\u6311\u6218\u3002<\/p>\n<p>\u8fd1\u671f\uff0c\u6765\u81ea\u57c3\u9ed8\u91cc\u5927\u5b66\u3001\u5357\u52a0\u5dde\u5927\u5b66\u7b49\u673a\u6784\u7684\u8054\u5408\u7814\u7a76\u56e2\u961f\u57fa\u4e8e\u00a0DeepSeek\u00a0<mark data-type=\"tech_methods\" data-id=\"ee1a8f69-3170-4ddf-b2b6-47d91c844425\">\u5f3a\u5316\u5b66\u4e60<\/mark>\u63d0\u51fa\u4e86\u4e00\u5957\u533b\u7597 VLM \u7b56\u7565\uff0c\u79f0\u4e4b\u4e3a \u201cMed-R1\u201d\uff0c\u901a\u8fc7\u9f13\u52b1\u6a21\u578b\u5728 \u201c\u63a8\u7406\u8fc7\u7a0b\u201d \u4e0a\u4e0d\u65ad\u63a2\u7d22\uff0c\u5927\u5927\u63d0\u5347\u4e86\u8de8\u6a21\u6001\u3001\u8de8\u4efb\u52a1\u7684\u6cdb\u5316\u80fd\u529b\u3002\u672c\u6587\u5c06\u7ed3\u5408\u5b9e\u9a8c\u7ed3\u679c\u548c\u63a8\u7406\u6848\u4f8b\uff0c\u4e3a\u5927\u5bb6\u5c55\u793a DeepSeek \u5728\u533b\u7597 VLM \u4e2d\u7684\u5b9e\u6218\u6210\u6548\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-6900b65eccbd85f2e18334b99806750c.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-6900b65eccbd85f2e18334b99806750c.jpeg\"><\/a><\/section>\n<section><span data-pm-slice='1 1 [\"para\",{\"tagName\":\"p\",\"attributes\":{\"style\":\"text-align: justify; margin-top: 16px; margin-bottom: 0px; line-height: 1.75em;\"},\"namespaceURI\":\"http:\/\/www.w3.org\/1999\/xhtml\"}]'>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/html\/2503.13939v1<\/span><\/section>\n<p>\u4e00\u3001DeepSeek\uff1a\u8ba9\u533b\u7597 VLM \u4ece \u201c\u8bb0\u5fc6\u7b54\u6848\u201d \u5230 \u201c\u63a2\u7d22\u63a8\u7406\u201d<\/p>\n<p>\u5728\u4f20\u7edf\u7684\u6709\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u4e2d\uff0c\u6a21\u578b\u5f80\u5f80\u53ea\u9700\u76f4\u63a5\u5339\u914d\u8bad\u7ec3\u96c6\u4e2d\u9884\u5148\u6807\u6ce8\u7684 \u201c\u6807\u51c6\u7b54\u6848\u201d\uff0c\u5bb9\u6613\u5728\u5355\u4e00\u573a\u666f\u4e0a<mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\uff0c\u7f3a\u4e4f\u8de8\u6a21\u6001\u6216\u8de8\u4efb\u52a1\u7684\u9002\u5e94\u80fd\u529b\u3002<\/p>\n<p>DeepSeek <mark data-type=\"tech_methods\" data-id=\"ee1a8f69-3170-4ddf-b2b6-47d91c844425\">\u5f3a\u5316\u5b66\u4e60<\/mark>\u901a\u8fc7 Group Relative Policy Optimization\uff08GRPO\uff09\u673a\u5236\uff0c\u8ba9\u6a21\u578b\u5728\u56de\u7b54\u540c\u4e00\u4e2a\u95ee\u9898\u65f6\u751f\u6210\u591a\u6761\u63a8\u7406\u8def\u5f84\uff0c\u5bf9\u5b83\u4eec\u8fdb\u884c\u76f8\u5bf9\u8bc4\u5206\u3001\u6bd4\u8f83\uff0c\u5e76\u57fa\u4e8e\u9884\u5b9a\u4e49\u7684\u4e34\u5e8a\u89c4\u5219\u6765\u7ed9\u51fa\u5956\u52b1\u3002<\/p>\n<ul>\n<li>\n<p>\u5956\u52b1\u4e00\uff1a\u8f93\u51fa\u4e2d\u662f\u5426\u542b\u6709\u683c\u5f0f\u5316 \u201c\u601d\u8003\u8fc7\u7a0b\uff08\u2026\uff09\u201d \u548c \u201c\u6700\u7ec8\u7b54\u6848\uff08\u2026\uff09\u201d\u3002<\/p>\n<\/li>\n<li>\n<p>\u5956\u52b1\u4e8c\uff1a\u6700\u7ec8\u7b54\u6848\u4e0e\u6807\u51c6\u662f\u5426\u5339\u914d\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u501f\u52a9\u8fd9\u4e9b\u5956\u52b1\uff0c\u6a21\u578b\u4e0d\u518d\u53ea\u76ef\u4f4f \u201c\u7b54\u6848\u5bf9\u4e0d\u5bf9\u201d\uff0c\u8fd8\u4f1a\u6301\u7eed\u4f18\u5316 \u201c\u63a8\u7406\u94fe\u5b8c\u6574\u6027\u201d\uff0c\u4f7f\u5176\u5728\u9762\u5bf9\u5168\u65b0\u56fe\u50cf\u6a21\u6001\u6216\u65b0\u4efb\u52a1\u65f6\uff0c\u4e5f\u80fd\u6709\u6761\u7406\u5730\u5206\u6790\u5e76\u8f93\u51fa\u66f4\u53ef\u4fe1\u7684\u7ed3\u8bba\u3002<\/p>\n<p>\u4e8c\u3001\u5b9e\u9a8c\u8bbe\u8ba1\uff1a\u516b\u5927\u5f71\u50cf\u6a21\u6001 + \u4e94\u5927\u95ee\u9898\u7c7b\u578b<\/p>\n<p>\u8bba\u6587\u4e2d\uff0c\u7814\u7a76\u8005\u4f7f\u7528\u4e86\u4e00\u4e2a\u591a\u6a21\u6001\u533b\u7597\u5f71\u50cf\u6570\u636e\u96c6 OmniMedVQA\uff0c\u8986\u76d6\u4e86 CT\u3001MRI\u3001X \u5149\u3001\u8d85\u58f0\u3001\u76ae\u80a4\u955c\u3001\u773c\u5e95\u7167\u76f8\uff08Fundus\uff09\u3001OCT\u3001\u663e\u5fae\u955c\u56fe\u50cf\uff08Microscopy\uff09 \u7b49\u516b\u79cd\u5e38\u89c1\u7684\u533b\u7597\u5f71\u50cf\u6a21\u6001\uff0c\u5e76\u5305\u542b\u4e94\u5927\u7c7b\u4e34\u5e8a\u95ee\u9898\uff1a<\/p>\n<p>1. \u6210\u50cf\u6a21\u6001\u8bc6\u522b<\/p>\n<p>2. \u89e3\u5256\u7ed3\u6784\u8bc6\u522b<\/p>\n<p>3. \u75be\u75c5\u8bca\u65ad<\/p>\n<p>4. \u75c5\u7076\u5206\u7ea7<\/p>\n<p>5. \u5176\u4ed6\u751f\u7269\u5b66\u5c5e\u6027\uff08\u5982\u7ec4\u7ec7\u7279\u5f81\u3001\u75c5\u7406\u6307\u6807\u7b49\uff09<\/p>\n<p>\u6d4b\u8bd5\u65b9\u5f0f\uff1a<\/p>\n<ul>\n<li>\n<p>\u8de8\u6a21\u6001\u6d4b\u8bd5\uff1a\u53ea\u8bad\u7ec3\u5176\u4e2d\u4e00\u79cd\u5f71\u50cf\u6a21\u6001\uff0c\u518d\u770b\u6a21\u578b\u5bf9\u5176\u4f59\u4e03\u79cd\u672a\u89c1\u8fc7\u7684\u5f71\u50cf\u80fd\u5426\u4fdd\u6301\u9ad8<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u3002<\/p>\n<\/li>\n<li>\n<p>\u8de8\u4efb\u52a1\u6d4b\u8bd5\uff1a\u53ea\u9488\u5bf9\u4e00\u79cd\u4efb\u52a1\uff08\u5982 \u201c\u75be\u75c5\u8bca\u65ad\u201d\uff09\u8bad\u7ec3\uff0c\u518d\u8bc4\u4f30\u5b83\u5728\u5176\u4ed6\u4efb\u52a1\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u7814\u7a76\u8005\u5c06 DeepSeek <mark data-type=\"tech_methods\" data-id=\"ee1a8f69-3170-4ddf-b2b6-47d91c844425\">\u5f3a\u5316\u5b66\u4e60<\/mark>\u5f97\u5230\u7684 Med-R1 \u6a21\u578b\uff0c\u4e0e\u591a\u79cd\u57fa\u7ebf\u8fdb\u884c\u5bf9\u6bd4\uff1a\u5305\u62ec\u901a\u7528 VLM\uff08BLIP-2\u3001InstructBLIP\u3001Qwen2-VL \u7b49\uff09\u548c\u5df2\u6709\u7684\u533b\u7597 VLM\uff08Med-Flamingo\u3001MedVInT\u3001LLaVA-Med \u7b49\uff09\uff0c\u8bc4\u6d4b\u5b83\u4eec\u5728\u4e0d\u540c\u5f71\u50cf\u3001\u4e0d\u540c\u4efb\u52a1\u4e0b\u7684\u63a8\u7406<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1572de0d075d24f9dfb652f676f8cb45.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1572de0d075d24f9dfb652f676f8cb45.png\"><\/a><\/section>\n<p>\u56fe 1: \u5c55\u793a\u4e86 VQA \u6570\u636e\u4e2d 8 \u79cd\u4e0d\u540c\u6a21\u6001\u548c 5 \u4e0d\u540c\u4efb\u52a1\u7684\u8bbe\u7f6e<\/p>\n<p>\u4e09\u3001\u91cd\u8981\u7ed3\u679c\u901f\u89c8<\/p>\n<p>1. \u5168\u9762\u9886\u5148\u4e8e\u540c\u7b49\u89c4\u6a21\u6216\u66f4\u5927\u89c4\u6a21\u6a21\u578b<\/p>\n<p>\u4e0b\u8868\u5c55\u793a\u4e86 Med-R1 \u4e0e\u5176\u4ed6\u6a21\u578b\u5728\u516b\u5927\u5f71\u50cf\u6a21\u6001\u4e0a\u7684\u6574\u4f53<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1d48eb06daa9e96a65f3e2af18eab03a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1d48eb06daa9e96a65f3e2af18eab03a.png\"><\/a><\/section>\n<p><span data-pm-slice='1 1 [\"para\",{\"tagName\":\"p\",\"attributes\":{\"style\":\"text-align: left;\"},\"namespaceURI\":\"http:\/\/www.w3.org\/1999\/xhtml\"}]'>\u56fe 2: \u6d4b\u8bd5\u5e76\u6bd4\u8f83\u4e86\u4e0d\u540c\u6a21\u578b\u5728 8 \u79cd\u6a21\u6001\u7684\u6cdb\u5316\u6027<\/span><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0cMed-R1 \u5728 2B <mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u7684\u4f53\u91cf\u4e0b\uff0c\u5c31\u8d85\u8fc7\u4e86 72B\uff08\u5927\u4e86 36 \u500d\uff09\u6a21\u578b\u7684\u96f6\u6837\u672c\u8868\u73b0\uff0c\u53ef\u8c13 \u201c\u5c0f\u4f53\u91cf\u5374\u6709\u5927\u80fd\u91cf\u201d\u3002<\/p>\n<p>2. \u8de8\u4efb\u52a1\u6cdb\u5316\u5927\u5e45\u63d0\u5347<\/p>\n<p>\u5728\u4e94\u79cd\u4e34\u5e8a\u4efb\u52a1\uff08\u6210\u50cf\u6a21\u6001\u8bc6\u522b\u3001\u89e3\u5256\u7ed3\u6784\u8bc6\u522b\u3001\u75be\u75c5\u8bca\u65ad\u3001\u75c5\u7076\u5206\u7ea7\u3001\u5176\u4ed6\u751f\u7269\u5b66\u5c5e\u6027\uff09\u4e2d\uff0cMed-R1 \u4e0e SFT \u65b9\u6cd5\u76f8\u6bd4\uff0c\u5e73\u5747<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u63d0\u5347\u4e86\u7ea6 11.25 \u4e2a\u767e\u5206\u70b9\uff1b\u82e5\u4e0e\u96f6\u6837\u672c\u65b9\u5f0f\u76f8\u6bd4\uff0c\u4f18\u52bf\u66f4\u4e3a\u660e\u663e\u3002<\/p>\n<p>\u7279\u522b\u662f\u5bf9 \u201c\u75be\u75c5\u8bca\u65ad\u201d \u8fd9\u6837\u7684\u6838\u5fc3\u4efb\u52a1\uff0cMed-R1 \u5728\u8bad\u7ec3\u540e\u4e0d\u4ec5\u80fd\u4fdd\u6301\u9ad8\u7cbe\u5ea6\uff0c\u8fd8\u80fd\u5e26\u52a8\u5bf9\u5176\u5b83\u4efb\u52a1\u7c7b\u578b\uff08\u5982\u89e3\u5256\u7ed3\u6784\u8bc6\u522b\uff09\u4ea7\u751f\u826f\u597d\u7684\u8fc1\u79fb\u6027\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fed1926834babaaac65f73fdda812202.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fed1926834babaaac65f73fdda812202.png\"><\/a><\/section>\n<p><span data-pm-slice='1 1 [\"para\",{\"tagName\":\"p\",\"attributes\":{\"style\":\"text-align: justify;margin: 16px 16px 0px;line-height: 1.75em;\"},\"namespaceURI\":\"http:\/\/www.w3.org\/1999\/xhtml\"}]'>\u56fe 3: \u6d4b\u8bd5\u5e76\u6bd4\u8f83\u4e86\u4e0d\u540c\u6a21\u578b\u5728 5 \u79cd VQA \u4efb\u52a1\u7684\u6cdb\u5316\u6027<\/span><\/p>\n<p>\u56db\u3001\u63a8\u7406\u8fc7\u7a0b\u4e0e\u6848\u4f8b\u5c55\u793a<\/p>\n<p>Med-R1 \u6709\u4e00\u4e2a\u663e\u8457\u7279\u70b9\uff1a\u4f1a\u5728\u8f93\u51fa\u4e2d\u5c55\u793a \u201c\u2026\u201d \u6807\u7b7e\u6240\u4ee3\u8868\u7684\u63a8\u7406\u601d\u8def\uff0c\u8ba9\u533b\u751f\u80fd\u4e00\u7aa5\u6a21\u578b\u601d\u8003\u8fc7\u7a0b\u3002\u4ee5\u4e0b\u4e3a\u4e24\u4e2a\u793a\u4f8b\uff1a<\/p>\n<p>1. \u6a21\u6001\u8bc6\u522b\u793a\u4f8b<\/p>\n<ul>\n<li>\n<p>\u8f93\u5165\uff1a\u4e00\u5f20\u4e73\u623f X \u5149\u7247\uff0c\u95ee\u9898\uff1a\u201c\u8fd9\u662f\u54ea\u79cd\u6210\u50cf\u65b9\u5f0f\uff1f\u201d<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u8f93\u51fa\uff1a \u56fe\u4e2d\u663e\u793a\u4e73\u623f\u7ec4\u7ec7\uff0c\u662f\u5178\u578b\u7684 X\u00a0\u5149\u6210\u50cf\u7ed3\u6784\uff0c\u80f8\u5927\u808c\u7b49\u9634\u5f71\u53ef\u89c1&#8230;<\/p>\n<\/li>\n<\/ul>\n<p>X-Ray<\/p>\n<p>\u6a21\u578b\u5148\u4ece\u7eb9\u7406\u7279\u5f81\u3001\u89c6\u56fe\u89d2\u5ea6\u7b49\u65b9\u9762\u505a\u5206\u6790\uff0c\u6700\u7ec8\u5f97\u51fa\u8fd9\u662f \u201cMammogram\uff08\u4e73\u623f X \u5149\uff09\u201d\u3002<\/p>\n<p>2. \u75be\u75c5\u8bca\u65ad\u793a\u4f8b<\/p>\n<ul>\n<li>\n<p>\u8f93\u5165\uff1a\u4e00\u5f20\u8179\u90e8 CT \u626b\u63cf\uff0c\u95ee\u9898\uff1a\u201c\u8bca\u65ad\u6700\u53ef\u80fd\u662f\u4ec0\u4e48\uff1f\u201d<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u8f93\u51fa\uff1a \u5728 CT 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