{"id":39994,"date":"2025-04-09T03:02:57","date_gmt":"2025-04-08T19:02:57","guid":{"rendered":"https:\/\/17aitech.com\/?p=39994"},"modified":"2025-04-09T03:02:57","modified_gmt":"2025-04-08T19:02:57","slug":"%e7%b1%bbr1%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e8%bf%81%e7%a7%bb%e5%88%b0%e8%a7%86%e8%a7%89%e5%ae%9a%e4%bd%8d%ef%bc%81%e5%85%a8%e5%bc%80%e6%ba%90vision-r1%e5%b0%86%e5%9b%be%e6%96%87%e5%a4%a7%e6%a8%a1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39994","title":{"rendered":"\u7c7bR1\u5f3a\u5316\u5b66\u4e60\u8fc1\u79fb\u5230\u89c6\u89c9\u5b9a\u4f4d\uff01\u5168\u5f00\u6e90Vision-R1\u5c06\u56fe\u6587\u5927\u6a21\u578b\u6027\u80fd\u63d0\u534750\uff05"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-08-3\" target=\"_blank\">\u7c7bR1\u5f3a\u5316\u5b66\u4e60\u8fc1\u79fb\u5230\u89c6\u89c9\u5b9a\u4f4d\uff01\u5168\u5f00\u6e90Vision-R1\u5c06\u56fe\u6587\u5927\u6a21\u578b\u6027\u80fd\u63d0\u534750\uff05<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-788d970d1e1f3f099752819df2637c6f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-788d970d1e1f3f099752819df2637c6f.png\"><\/a><\/section>\n<p>\u56fe\u6587\u5927\u6a21\u578b\u901a\u5e38\u91c7\u7528\u300c\u9884\u8bad\u7ec3 + \u76d1\u7763\u5fae\u8c03\u300d\u7684\u4e24\u9636\u6bb5\u8303\u5f0f\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u5f3a\u5316\u5176\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002\u53d7\u8bed\u8a00\u9886\u57df\u7684\u542f\u53d1\uff0c\u591a\u6a21\u6001\u504f\u597d\u4f18\u5316\u6280\u672f\u51ed\u501f\u5176\u5728\u6570\u636e\u6548\u7387\u548c\u6027\u80fd\u589e\u76ca\u65b9\u9762\u7684\u4f18\u52bf\uff0c\u88ab\u5e7f\u6cdb\u7528\u4e8e\u5bf9\u9f50\u4eba\u7c7b\u504f\u597d\u3002\u76ee\u524d\uff0c\u8be5\u6280\u672f\u4e3b\u8981\u4f9d\u8d56\u9ad8\u8d28\u91cf\u7684\u504f\u597d\u6570\u636e\u6807\u6ce8\u548c\u7cbe\u51c6\u7684\u5956\u52b1\u6a21\u578b\u8bad\u7ec3\u6765\u63d0\u5347\u6a21\u578b\u8868\u73b0\u3002\u7136\u800c\uff0c\u8fd9\u4e00\u65b9\u6cd5\u4e0d\u4ec5\u8d44\u6e90\u6d88\u8017\u5de8\u5927\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u4ecd\u7136\u6781\u5177\u6311\u6218\u3002<\/p>\n<p>\u53d7\u5230\u57fa\u4e8e\u89c4\u5219\u7684\u5f3a\u5316\u5b66\u4e60\uff08Rule-Based Reinforcement Learning\uff09\u5728 R1 \u4e0a\u6210\u529f\u5e94\u7528\u7684\u542f\u53d1\uff0c<strong>\u4e2d\u79d1\u9662\u81ea\u52a8\u5316\u7814\u7a76\u6240\u4e0e\u4e2d\u79d1\u7d2b\u4e1c\u592a\u521d\u56e2\u961f\u63a2\u7d22\u4e86\u5982\u4f55\u7ed3\u5408\u9ad8\u8d28\u91cf\u6307\u4ee4\u5bf9\u9f50\u6570\u636e\u4e0e\u7c7b R1 \u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\uff0c\u8fdb\u4e00\u6b65\u589e\u5f3a\u56fe\u6587\u5927\u6a21\u578b\u7684\u89c6\u89c9\u5b9a\u4f4d\u80fd\u529b\u3002<\/strong>\u8be5\u65b9\u6cd5\u9996\u6b21\u5728 Object Detection\u3001Visual Grounding \u7b49\u590d\u6742\u89c6\u89c9\u4efb\u52a1\u4e0a\uff0c\u4f7f Qwen2.5-VL \u6a21\u578b\u5b9e\u73b0\u4e86\u6700\u9ad8 50% \u7684\u6027\u80fd\u63d0\u5347\uff0c\u8d85\u8d8a\u4e86\u53c2\u6570\u89c4\u6a21\u8d85\u8fc7 10 \u500d\u7684 SOTA \u6a21\u578b\u3002<\/p>\n<p>\u76ee\u524d\uff0c\u76f8\u5173\u5de5\u4f5c\u8bba\u6587\u3001\u6a21\u578b\u53ca\u6570\u636e\u96c6\u4ee3\u7801\u5747\u5df2\u5f00\u6e90\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-0386627e344d9a395b2c1ce3bedbd751.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-0386627e344d9a395b2c1ce3bedbd751.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aVision-R1: Evolving Human-Free Alignment in Large Vision-Language Models via Vision-Guided Reinforcement Learning<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2503.18013<\/p>\n<\/li>\n<li>\n<p>Github \u4ed3\u5e93\uff1ahttps:\/\/github.com\/jefferyZhan\/Griffon\/tree\/master\/Vision-R1<\/p>\n<\/li>\n<li>\n<p>Huggingface \u4ed3\u5e93\uff1ahttps:\/\/huggingface.co\/collections\/JefferyZhan\/vision-r1-67e166f8b6a9ec3f6a664262<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u5f15\u8a00<\/strong><\/p>\n<p>\u76ee\u6807\u5b9a\u4f4d\u4efb\u52a1\u8981\u6c42\u6a21\u578b\u80fd\u591f\u7cbe\u51c6\u8bc6\u522b\u7528\u6237\u8f93\u5165\u7684\u4efb\u610f\u611f\u5174\u8da3\u76ee\u6807\uff0c\u5e76\u7ed9\u51fa\u7cbe\u786e\u7684\u76ee\u6807\u6846\uff0c\u5bf9\u56fe\u6587\u5927\u6a21\u578b\u7684\u7ec6\u7c92\u5ea6\u611f\u77e5\u548c\u7a7a\u95f4\u7406\u89e3\u80fd\u529b\u63d0\u51fa\u4e86\u4e25\u5cfb\u6311\u6218\u3002\u5f53\u524d\uff0c\u56fe\u6587\u5927\u6a21\u578b\u901a\u5e38\u5c06\u76ee\u6807\u5b9a\u4f4d\u5efa\u6a21\u4e3a\u6587\u672c\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\uff0c\u5e76\u901a\u8fc7\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u548c\u6307\u4ee4\u6570\u636e\u7684\u76d1\u7763\u5fae\u8c03\uff0c\u4ee5 Next Token Prediction \u5b9e\u73b0\u5bf9\u4e0d\u540c\u7c92\u5ea6\u76ee\u6807\u63cf\u8ff0\u7684\u7cbe\u51c6\u5b9a\u4f4d\u3002\u5c3d\u7ba1\u5728\u6307\u4ee3\u8868\u8fbe\u7406\u89e3\u7b49\u4efb\u52a1\u4e0a\u5df2\u8d85\u8d8a\u4f20\u7edf\u89c6\u89c9\u4e13\u5bb6\u6a21\u578b\uff0c\u4f46\u5728\u66f4\u590d\u6742\u3001\u76ee\u6807\u5bc6\u96c6\u7684\u573a\u666f\u4e2d\uff0c\u5176\u89c6\u89c9\u5b9a\u4f4d\u4e0e\u76ee\u6807\u68c0\u6d4b\u80fd\u529b\u4ecd\u4e0e\u4e13\u5bb6\u6a21\u578b\u5b58\u5728\u663e\u8457\u5dee\u8ddd\u3002<\/p>\n<p>R1 \u7684\u6210\u529f\u5e94\u7528\u63a8\u52a8\u4e86\u5bf9\u57fa\u4e8e\u89c4\u5219\u7684\u4efb\u52a1\u7ea7\u522b\u5956\u52b1\u76d1\u7763\u7684\u63a2\u7d22\uff0c\u4f7f\u6a21\u578b\u6446\u8131\u4e86\u5bf9\u4eba\u5de5\u504f\u597d\u6570\u636e\u6807\u6ce8\u548c\u5956\u52b1\u6a21\u578b\u8bad\u7ec3\u7684\u4f9d\u8d56\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u89c6\u89c9\u5b9a\u4f4d\u6307\u4ee4\u6570\u636e\u672c\u8eab\u5177\u6709\u7cbe\u51c6\u7684\u7a7a\u95f4\u4f4d\u7f6e\u6807\u6ce8\uff0c\u5e76\u4e0e\u4e0e\u4eba\u7c7b\u5bf9\u7cbe\u51c6\u76ee\u6807\u5b9a\u4f4d\u504f\u597d\u9ad8\u5ea6\u4e00\u81f4\u3002\u57fa\u4e8e\u8fd9\u4e9b\u4f18\u52bf\uff0cVision-R1 \u901a\u8fc7\u8bbe\u8ba1\u7c7b R1 \u7684\u5f3a\u5316\u5b66\u4e60\u540e\u8bad\u7ec3\u6846\u67b6\uff0c\u5728\u4efb\u52a1\u7ea7\u522b\u76d1\u7763\u4e2d\u5f15\u5165\u57fa\u4e8e\u89c6\u89c9\u4efb\u52a1\u8bc4\u4ef7\u6307\u6807\u7684\u53cd\u9988\u5956\u52b1\u4fe1\u53f7\uff0c\u4e3a\u589e\u5f3a\u56fe\u6587\u5927\u6a21\u578b\u7684\u7ec6\u7c92\u5ea6\u89c6\u89c9\u5b9a\u4f4d\u80fd\u529b\u63d0\u4f9b\u4e86\u521b\u65b0\u7a81\u7834\u65b9\u5411\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f959d3bd669bc053cb78ab3c232449b3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f959d3bd669bc053cb78ab3c232449b3.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Vision-R1 \u5173\u952e\u8bbe\u8ba1\u793a\u610f\u56fe<\/sup><\/p>\n<p><strong>Vision Criteria-Driven Reward Function \u00a0\u805a\u7126\u56fe\u6587\u5927\u6a21\u578b\u76ee\u6807\u5b9a\u4f4d\u95ee\u9898<\/strong><\/p>\n<p>\u5728\u6587\u672c\u5e8f\u5217\u7684\u7edf\u4e00\u5efa\u6a21\u548c\u5927\u89c4\u6a21\u6570\u636e\u7684\u81ea\u56de\u5f52\u8bad\u7ec3\u4e0b\uff0c\u56fe\u6587\u5927\u6a21\u578b\u5728\u76ee\u6807\u5b9a\u4f4d\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002\u7136\u800c\uff0c\u5176\u8fdb\u4e00\u6b65\u53d1\u5c55\u4ecd\u53d7\u5230\u4e09\u5927\u5173\u952e\u95ee\u9898\u7684\u9650\u5236\uff1a\uff081\uff09\u5bc6\u96c6\u573a\u666f\u4e2d\u7684\u957f\u5e8f\u5217\u9884\u6d4b\u6613\u51fa\u73b0\u683c\u5f0f\u9519\u8bef\uff0c\uff082\uff09\u6709\u6548\u9884\u6d4b\u76ee\u6807\u7684\u53ec\u56de\u7387\u8f83\u4f4e\uff0c\uff083\uff09\u76ee\u6807\u5b9a\u4f4d\u7cbe\u5ea6\u4e0d\u8db3\u3002\u00a0<\/p>\n<p>\u8fd9\u4e9b\u95ee\u9898\u5236\u7ea6\u4e86\u6a21\u578b\u5728\u66f4\u590d\u6742\u89c6\u89c9\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002\u5728\u81ea\u56de\u5f52 Token \u7ea7\u522b\u7684\u76d1\u7763\u673a\u5236\u4e0b\uff0c\u6a21\u578b\u65e0\u6cd5\u83b7\u5f97\u5b9e\u4f8b\u7ea7\u522b\u7684\u53cd\u9988\uff0c\u800c\u76f4\u63a5\u5728\u5355\u76ee\u6807\u573a\u666f\u4e0b\u5e94\u7528 GRPO \u8bad\u7ec3\u65b9\u6cd5\u53c8\u5ffd\u89c6\u4e86\u89c6\u89c9\u5b9a\u4f4d\u4efb\u52a1\u7684\u7279\u6027\u53ca Completion \u7ea7\u522b\u76d1\u7763\u7684\u4f18\u52bf\u3002<\/p>\n<p>\u4e3a\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u7ed3\u5408\u56fe\u6587\u5927\u6a21\u578b\u5728\u89c6\u89c9\u5b9a\u4f4d\u4efb\u52a1\u4e2d\u9762\u4e34\u7684\u6311\u6218\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u89c6\u89c9\u4efb\u52a1\u8bc4\u4ef7\u51c6\u5219\u9a71\u52a8\u7684\u5956\u52b1\u51fd\u6570\uff0c\u5176\u8bbe\u8ba1\u5305\u62ec\u4ee5\u4e0b\u56db\u4e2a\u6838\u5fc3\u90e8\u5206\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u6846\u4f18\u5148\u7684\u9884\u6d4b\u5339\u914d<\/strong>\uff1a\u4e0e\u4ec5\u9488\u5bf9\u5355\u4e2a\u76ee\u6807\u8fdb\u884c\u8bbe\u8ba1\u7684\u65b9\u6cd5\u4e0d\u540c\uff0cVision-R1 \u91c7\u7528\u591a\u76ee\u6807\u9884\u6d4b\u7684\u7edf\u4e00\u5efa\u6a21\u65b9\u5f0f\u3002\u4e3a\u4e86\u8ba1\u7b97\u5305\u542b\u591a\u4e2a\u76ee\u6807\u9884\u6d4b\u7684\u5956\u52b1\uff0cVision-R1 \u9996\u5148\u5bf9\u6587\u672c\u5e8f\u5217\u5316\u7684\u9884\u6d4b\u7ed3\u679c\u8fdb\u884c\u53cd\u5e8f\u5217\u5316\uff0c\u63d0\u53d6\u51fa\u6bcf\u4e2a\u76ee\u6807\u7684\u9884\u6d4b\u6846\u53ca\u5176\u6807\u7b7e\uff0c\u5e76\u5c06\u9884\u6d4b\u7ed3\u679c\u4e0e\u771f\u5b9e\u6807\u6ce8\u8fdb\u884c\u5339\u914d\uff0c\u4ee5\u786e\u4fdd\u5956\u52b1\u673a\u5236\u80fd\u591f\u5168\u9762\u8861\u91cf\u591a\u76ee\u6807\u573a\u666f\u4e0b\u7684\u5b9a\u4f4d\u8d28\u91cf\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u53cc\u91cd\u683c\u5f0f\u5956\u52b1<\/strong>\uff1a\u8be5\u5956\u52b1\u9879\u65e8\u5728\u89e3\u51b3\u5bc6\u96c6\u573a\u666f\u4e0b\u957f\u5e8f\u5217\u9884\u6d4b\u7684\u683c\u5f0f\u9519\u8bef\u95ee\u9898\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u9884\u6d4b\u6587\u672c\u5e8f\u5217\uff0c\u6a21\u578b\u9700\u6ee1\u8db3\u6307\u5b9a\u7684\u6a21\u677f\u683c\u5f0f\uff08\u5982 Qwen2.5-VL \u91c7\u7528\u7684 JSON \u683c\u5f0f\uff09\uff0c\u5e76\u786e\u4fdd\u76ee\u6807\u5750\u6807\u7684\u6570\u503c\u6b63\u786e\u6027\u3002\u4ec5\u5f53\u9884\u6d4b\u7ed3\u679c\u540c\u65f6\u6ee1\u8db3\u683c\u5f0f\u548c\u5185\u5bb9\u8981\u6c42\u65f6\uff0c\u6a21\u578b\u624d\u80fd\u83b7\u5f97\u5956\u52b1 1\uff0c\u4ece\u800c\u5f15\u5bfc\u5176\u751f\u6210\u7b26\u5408\u6807\u51c6\u7684\u9884\u6d4b\u8f93\u51fa\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u53ec\u56de\u5956\u52b1<\/strong>\uff1a\u8be5\u5956\u52b1\u9879\u9488\u5bf9\u6709\u6548\u9884\u6d4b\u76ee\u6807\u53ec\u56de\u7387\u4f4e\u7684\u95ee\u9898\uff0c\u9f13\u52b1\u6a21\u578b\u5c3d\u53ef\u80fd\u591a\u5730\u8bc6\u522b\u76ee\u6807\u3002\u5177\u4f53\u800c\u8a00\uff0c\u9488\u5bf9\u6bcf\u4e2a\u9884\u6d4b\u76ee\u6807\u53ca\u5176\u5339\u914d\u7684\u771f\u5b9e\u76ee\u6807\uff08GT\uff09\uff0c\u5f53\u4e24\u8005\u7684 IoU \u8d85\u8fc7\u9884\u8bbe\u9608\u503c \u03b6 \u65f6\uff0c\u89c6\u4e3a\u8be5\u9884\u6d4b\u6709\u6548\u3002\u5bf9\u4e8e\u4e00\u4e2a\u9884\u6d4b\u5e8f\u5217\uff0c\u5176\u53ec\u56de\u5956\u52b1\u5b9a\u4e49\u4e3a\u6709\u6548\u9884\u6d4b\u76ee\u6807\u6570\u91cf\u4e0e\u5b9e\u9645\u9700\u8981\u9884\u6d4b\u76ee\u6807\u6570\u91cf\u7684\u6bd4\u4f8b\uff0c\u4ee5\u6b64\u6fc0\u52b1\u6a21\u578b\u63d0\u9ad8\u76ee\u6807\u7684\u8986\u76d6\u7387\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-803589a2eeb3f53e867d9128f5d26b45.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-803589a2eeb3f53e867d9128f5d26b45.png\"><\/a><\/section>\n<ul>\n<li>\n<p><strong>\u7cbe\u5ea6\u5956\u52b1<\/strong>\uff1a\u7cbe\u5ea6\u5956\u52b1\u4e0e\u53ec\u56de\u5956\u52b1\u534f\u540c\u4f5c\u7528\uff0c\u5f62\u6210\u300c1+1&gt;2\u300d\u7684\u4f18\u5316\u6548\u679c\u3002\u5176\u4e2d\uff0c\u53ec\u56de\u5956\u52b1\u63d0\u5347\u6a21\u578b\u5bf9\u76ee\u6807\u7684\u5168\u9762\u8bc6\u522b\u80fd\u529b\uff0c\u800c\u7cbe\u5ea6\u5956\u52b1\u5219\u786e\u4fdd\u9884\u6d4b\u7684\u51c6\u786e\u6027\u3002\u7cbe\u5ea6\u5956\u52b1\u4ece\u5355\u5b9e\u4f8b\u89d2\u5ea6\u8861\u91cf\u9884\u6d4b\u8d28\u91cf\uff0c\u5176\u6838\u5fc3\u76ee\u6807\u662f\u9f13\u52b1\u6a21\u578b\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u8fb9\u754c\u6846\u3002\u5177\u4f53\u5730\uff0c\u7cbe\u5ea6\u5956\u52b1\u88ab\u5b9a\u4e49\u4e3a\u6240\u6709\u6709\u6548\u9884\u6d4b\u7684\u5e73\u5747 IoU \u503c\uff0c\u4ee5\u76f4\u63a5\u6fc0\u52b1\u6a21\u578b\u4f18\u5316\u76ee\u6807\u6846\u7684\u7cbe\u786e\u5ea6\uff1a<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-8d36ad90e81ccbc1024c50c25834bb17.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-8d36ad90e81ccbc1024c50c25834bb17.png\"><\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6ab047b64dfe700ec6c2ce4ea8fd004f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6ab047b64dfe700ec6c2ce4ea8fd004f.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Vision-R1 \u6574\u4f53\u6846\u67b6<\/sup><\/p>\n<p><strong>Progressive Rule Refinement Strategy \u00a0\u5b9e\u73b0\u6301\u7eed\u6027\u80fd\u63d0\u5347<\/strong><\/p>\n<p>\u5728\u76ee\u6807\u5b9a\u4f4d\u4efb\u52a1\u4e2d\uff0c\u9884\u6d4b\u9ad8\u8d28\u91cf\uff08\u9ad8 IoU\uff09\u7684\u76ee\u6807\u6846\u59cb\u7ec8\u662f\u4e00\u4e2a\u6311\u6218\uff0c\u5c24\u5176\u662f\u5728\u5bc6\u96c6\u573a\u666f\u548c\u5c0f\u76ee\u6807\u60c5\u51b5\u4e0b\u3002\u8fd9\u79cd\u56f0\u96be\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u5728\u540c\u7ec4\u9884\u6d4b\u4e2d\u5956\u52b1\u5dee\u5f02\u8f83\u5c0f\uff0c\u4ece\u800c\u5f71\u54cd\u4f18\u5316\u6548\u679c\u3002\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u6e10\u8fdb\u5f0f\u89c4\u5219\u8c03\u6574\u7b56\u7565\uff0c\u8be5\u7b56\u7565\u901a\u8fc7\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u52a8\u6001\u8c03\u6574\u5956\u52b1\u8ba1\u7b97\u89c4\u5219\uff0c\u65e8\u5728\u5b9e\u73b0\u6a21\u578b\u7684\u6301\u7eed\u6027\u80fd\u63d0\u5347\u3002\u8be5\u7b56\u7565\u4e3b\u8981\u5305\u62ec\u4e24\u4e2a\u6838\u5fc3\u90e8\u5206\uff1a<\/p>\n<p><strong>\u5dee\u5f02\u5316\u7b56\u7565<\/strong>\uff1a\u8be5\u7b56\u7565\u7684\u76ee\u6807\u662f\u6269\u5927\u9884\u6d4b\u7ed3\u679c\u4e0e\u5b9e\u9645\u5956\u52b1\u4e4b\u95f4\u7684\u6620\u5c04\u5dee\u5f02\u3002\u5177\u4f53\u800c\u8a00\uff0c\u901a\u8fc7\u60e9\u7f5a\u4f4e\u53ec\u56de\u7387\uff08Recall\uff09\u548c\u4f4e\u5e73\u5747 IoU \u7684\u9884\u6d4b\uff0c\u5e76\u5bf9\u9ad8\u53ec\u56de\u7387\u548c\u9ad8 IoU \u7684\u9884\u6d4b\u7ed9\u4e88\u8f83\u9ad8\u5956\u52b1\uff0c\u4ece\u800c\u9f13\u52b1\u6a21\u578b\u751f\u6210\u66f4\u9ad8\u8d28\u91cf\u7684\u9884\u6d4b\uff0c\u5c24\u5176\u662f\u5728\u5f53\u524d\u80fd\u591f\u8fbe\u5230\u7684\u6700\u4f73\u9884\u6d4b\u4e0a\u83b7\u5f97\u6700\u5927\u5956\u52b1\u3002\u8fd9\u4e00\u7b56\u7565\u5f15\u5bfc\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9010\u6e10\u63d0\u9ad8\u9884\u6d4b\u7cbe\u5ea6\uff0c\u540c\u65f6\u907f\u514d\u4f4e\u8d28\u91cf\u9884\u6d4b\u7684\u5956\u52b1\u8fc7\u9ad8\uff0c\u4fc3\u8fdb\u5176\u4f18\u5316\u3002\u5177\u4f53\u5b9e\u73b0\u5982\u4e0b\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5285c32462df3bbbf2420e8ad4fe8688.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5285c32462df3bbbf2420e8ad4fe8688.png\"><\/a><\/section>\n<p><strong>\u9636\u6bb5\u6e10\u8fd1\u7b56\u7565<\/strong>\uff1a\u7c7b\u4f3c\u4e8e\u8bb8\u591a\u6709\u6548\u7684\u5b66\u4e60\u65b9\u6cd5\uff0c\u7ed9\u521d\u5b66\u8005\u8bbe\u5b9a\u5bb9\u6613\u5b9e\u73b0\u7684\u76ee\u6807\u5e76\u9010\u6b65\u63d0\u5347\u5956\u52b1\u96be\u5ea6\u662f\u4e00\u4e2a\u5e38\u89c1\u4e14\u884c\u4e4b\u6709\u6548\u7684\u7b56\u7565\u3002\u5728 Vision-R1 \u4e2d\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u88ab\u5212\u5206\u4e3a\u521d\u5b66\u9636\u6bb5\u548c\u8fdb\u9636\u9636\u6bb5\uff0c\u5e76\u901a\u8fc7\u9010\u6b65\u8c03\u6574\u9608\u503c \u03b6 \u6765\u5b9e\u73b0\u5956\u52b1\u89c4\u5219\u7684\u9010\u6e10\u53d8\u5316\u3002\u5177\u4f53\u6765\u8bf4\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u521d\u5b66\u9636\u6bb5<\/strong><strong>\uff08Beginner Phase\uff09<\/strong>\uff1a \u5728\u8fd9\u4e00\u9636\u6bb5\uff0c\u8bbe\u7f6e\u8f83\u4f4e\u7684 \u03b6 \u9608\u503c\uff080.5\/0.75\uff09\uff0c\u7ed9\u4e88\u6a21\u578b\u76f8\u5bf9\u5bbd\u677e\u7684\u5956\u52b1\u6807\u51c6\uff0c\u5e2e\u52a9\u5176\u5feb\u901f\u5165\u95e8\u5e76\u5b66\u4e60\u57fa\u7840\u7684\u5b9a\u4f4d\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8fdb\u9636\u9636\u6bb5\uff08Advanced Phase\uff09<\/strong>\uff1a \u968f\u7740\u8bad\u7ec3\u7684\u6df1\u5165\uff0c\u9010\u6b65\u63d0\u9ad8 \u03b6 \u9608\u503c\uff0c\u589e\u52a0\u6807\u51c6\u8981\u6c42\uff0c\u4ee5\u4fc3\u4f7f\u6a21\u578b\u8fbe\u5230\u66f4\u9ad8\u7684\u51c6\u786e\u5ea6\uff0c\u907f\u514d\u6a21\u578b\u4f9d\u8d56\u7b80\u5355\u7b56\u7565\uff0c\u4ece\u800c\u6301\u7eed\u63a8\u52a8\u6a21\u578b\u6027\u80fd\u7684\u63d0\u5347\u3002<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u4e0d\u540c\u6a21\u578b\u7684\u57df\u5185\u5916\u76ee\u6807\u68c0\u6d4b\u8bc4\u6d4b<\/strong><\/p>\n<p>\u4e3a\u5168\u9762\u8bc4\u4f30 Vision-R1 \u7684\u6548\u679c\uff0c\u7814\u7a76\u56e2\u961f\u9009\u62e9\u4e86\u8fd1\u671f\u5b9a\u4f4d\u80fd\u529b\u5927\u5e45\u63d0\u5347\u7684 Qwen2.5-VL-7B \u6a21\u578b\u548c\u5b9a\u4f4d\u80fd\u529b\u7a81\u51fa\u7684 Griffon-G-7B \u6a21\u578b\uff0c\u5728\u66f4\u6709\u6311\u6218\u7684\u7ecf\u5178\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u96c6 COCO \u548c\u591a\u6837\u573a\u666f\u7684 ODINW-13 \u4e0a\u8fdb\u884c\u6d4b\u8bd5\uff0c\u4ee5\u5c55\u73b0\u65b9\u6cd5\u5bf9\u4e0d\u540c\u5b9a\u4f4d\u6c34\u5e73\u6a21\u578b\u7684\u9002\u7528\u6027\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-207259c68b1b7c533aeac9daaf4f0b32.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-207259c68b1b7c533aeac9daaf4f0b32.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u7ecf\u5178 COCO\/ODINW \u6570\u636e\u96c6\u4e0a Vision-R1 \u65b9\u6cd5\u76f8\u8f83\u4e8e\u57fa\u7ebf\u6a21\u578b\u6027\u80fd\u7684\u63d0\u5347<\/sup><\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u65e0\u8bba\u57fa\u7840\u6027\u80fd\u5982\u4f55\uff0c\u4e0e\u57fa\u7ebf\u6a21\u578b\u76f8\u6bd4\u8fd9\u4e9b\u6a21\u578b\u5728 Vision-R1 \u8bad\u7ec3\u540e\u6027\u80fd\u5927\u5e45\u63d0\u5347\uff0c\u751a\u81f3\u8d85\u8fc7\u540c\u7cfb\u5217 SOTA \u6a21\u578b\uff0c\u8fdb\u4e00\u6b65\u63a5\u8fd1\u4e86\u5b9a\u4f4d\u4e13\u5bb6\u6a21\u578b\u3002<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u8fd8\u5728\u6a21\u578b\u6ca1\u6709\u8bad\u7ec3\u7684\u57df\u5916\u5b9a\u4f4d\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u6d4b\u8bd5\uff0cVision-R1 \u5728\u4e0d\u540c\u6a21\u578b\u7684\u56db\u4e2a\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86\u5e73\u5747 6% \u7684\u6027\u80fd\u63d0\u5347\uff0c\u5145\u5206\u8bba\u8bc1\u4e86\u65b9\u6cd5\u7684\u6cdb\u5316\u6027\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-0c71a6bdff07170bdc201fb19fa5ddb4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-0c71a6bdff07170bdc201fb19fa5ddb4.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u57df\u5916\u6570\u636e\u96c6\u4e0a Vision-R1 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5c929f1d50821ca7726a8b93ce043491.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5c929f1d50821ca7726a8b93ce043491.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u901a\u7528\u95ee\u7b54\u6570\u636e\u96c6\u4e0a Vision-R1 \u65b9\u6cd5\u4e0e\u57fa\u7ebf\u6a21\u578b\u6027\u80fd\u7684\u6bd4\u8f83<\/sup><\/p>\n<p><strong>\u53ef\u89c6\u5316\u5206\u6790<\/strong><\/p>\n<p>\u7814\u7a76\u56e2\u961f\u63d0\u4f9b\u4e86\u5728 Qwen2.5-VL-7B \u6a21\u578b\u4e0a\u4f7f\u7528 Vision-R1 \u540e\u5728\u591a\u4e2a\u573a\u666f\u4e0b\u7684\u76ee\u6807\u68c0\u6d4b\u53ef\u89c6\u5316\u7ed3\u679c\u3002\u5982\u7ed3\u679c\u6240\u793a\uff0cVision-R1 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