{"id":40963,"date":"2026-05-01T10:06:32","date_gmt":"2026-05-01T02:06:32","guid":{"rendered":"https:\/\/17aitech.com\/?p=40963"},"modified":"2026-05-01T10:06:32","modified_gmt":"2026-05-01T02:06:32","slug":"cvpr-2026-%e5%a4%9a%e6%a8%a1%e6%80%81%e8%a7%86%e8%a7%89%e6%99%ba%e8%83%bd%e5%85%a8%e6%99%af%e6%a2%b3%e7%90%86%ef%bc%9a%e4%bb%8e%e6%84%9f%e7%9f%a5%e5%88%b0%e6%8e%a8%e7%90%86%e7%9a%84%e8%8c%83%e5%bc%8f","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40963","title":{"rendered":"CVPR 2026 \u591a\u6a21\u6001\u89c6\u89c9\u667a\u80fd\u5168\u666f\u68b3\u7406\uff1a\u4ece\u611f\u77e5\u5230\u63a8\u7406\u7684\u8303\u5f0f\u91cd\u5199"},"content":{"rendered":"<p>\u5982\u679c\u56de\u770b\u8fc7\u53bb\u5341\u5e74\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u53d1\u5c55\uff0c\u5176\u4e3b\u7ebf\u5176\u5b9e\u975e\u5e38\u6e05\u6670\uff1a\u4ece\u65e9\u671f\u4ee5 ImageNet classification \u4e3a\u4ee3\u8868\u7684\u201c\u8bc6\u522b\u8303\u5f0f\u201d\uff0c\u5230\u4ee5\u68c0\u6d4b\u3001\u5206\u5272\u4e3a\u6838\u5fc3\u7684\u201c\u7ed3\u6784\u7406\u89e3\u201d\uff0c\u518d\u5230\u6269\u6563\u6a21\u578b\u63a8\u52a8\u7684\u201c\u751f\u6210\u8303\u5f0f\u201d\uff0c\u89c6\u89c9\u7814\u7a76\u59cb\u7ec8\u56f4\u7ed5\u4e00\u4e2a\u6838\u5fc3\u76ee\u6807\u5c55\u5f00\u2014\u2014\u8ba9\u673a\u5668\u66f4\u51c6\u786e\u5730\u201c\u770b\u89c1\u4e16\u754c\u201d\u3002<\/p>\n<p>\u7136\u800c\uff0c\u8fd9\u4e00\u8def\u5f84\u5728\u8fd1\u4e24\u5e74\u5f00\u59cb\u51fa\u73b0\u660e\u663e\u7684\u8fb9\u754c\uff1a\u5f53\u6a21\u578b\u5df2\u7ecf\u53ef\u4ee5\u5728\u9759\u6001\u56fe\u50cf\u4e0a\u8fbe\u5230\u63a5\u8fd1\u751a\u81f3\u8d85\u8fc7\u4eba\u7c7b\u7684\u611f\u77e5\u6c34\u5e73\u65f6\uff0c\u201c\u770b\u5f97\u66f4\u51c6\u201d\u672c\u8eab\uff0c\u6b63\u5728\u53d8\u6210\u4e00\u4e2a\u8fb9\u9645\u6536\u76ca\u9012\u51cf\u7684\u95ee\u9898\u3002<\/p>\n<p>\u5728\u8fd9\u6837\u7684\u80cc\u666f\u4e0b\uff0c\u5728 CVPR 2026 \u4e2d\u7684\u4e00\u4e9b\u76f8\u5173\u5de5\u4f5c\u6240\u5448\u73b0\u51fa\u7684\uff0c\u4e0d\u518d\u53ea\u662f\u6027\u80fd\u66f2\u7ebf\u7684\u7ee7\u7eed\u4e0a\u626c\uff0c\u800c\u662f\u4e00\u79cd\u66f4\u6df1\u5c42\u7684\u8303\u5f0f\u8f6c\u5411\uff1a\u89c6\u89c9\u4e0d\u518d\u88ab\u89c6\u4e3a\u7ec8\u70b9\uff0c\u800c\u88ab\u91cd\u65b0\u5b9a\u4f4d\u4e3a\u4e00\u79cd\u4e2d\u4ecb\u80fd\u529b\uff0c\u5b83\u670d\u52a1\u4e8e\u66f4\u9ad8\u5c42\u7684\u76ee\u6807\uff0c\u4f8b\u5982\u63a8\u7406\u3001\u51b3\u7b56\u4e0e\u4ea4\u4e92\u3002<\/p>\n<p>\u8fd9\u79cd\u53d8\u5316\u76f4\u63a5\u4f53\u73b0\u5728\u591a\u4e2a\u5c42\u9762\uff1a\u4e00\u65b9\u9762\uff0c\u8d8a\u6765\u8d8a\u591a\u5de5\u4f5c\u5f00\u59cb\u8d28\u7591\u4ee5\u8bed\u8a00\u4e3a\u4e2d\u5fc3\u7684\u63a8\u7406\u8def\u5f84\uff0c\u5c1d\u8bd5\u8ba9\u6a21\u578b\u5728\u89c6\u89c9\u6216\u6f5c\u5728\u7a7a\u95f4\u4e2d\u76f4\u63a5\u5b8c\u6210\u7ed3\u6784\u63a8\u7406\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u7814\u7a76\u8005\u4e5f\u5728\u53cd\u601d\u73b0\u6709\u8bc4\u6d4b\u4f53\u7cfb\u4e0e\u6570\u636e\u6784\u5efa\u65b9\u5f0f\uff0c\u56e0\u4e3a\u5982\u679c\u8bc4\u4ef7\u6807\u51c6\u672c\u8eab\u5b58\u5728\u504f\u5dee\uff0c\u90a3\u4e48\u6240\u8c13\u7684\u201c\u8fdb\u6b65\u201d\u5f88\u53ef\u80fd\u53ea\u662f\u5bf9 benchmark \u7684\u8fc7\u62df\u5408\u3002<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e00\u5c4a\u8bba\u6587\u5e76\u4e0d\u662f\u5728\u5355\u4e00\u65b9\u5411\u4e0a\u63a8\u8fdb\uff0c\u800c\u662f\u5448\u73b0\u51fa\u4e00\u79cd\u7cfb\u7edf\u6027\u91cd\u6784\u7684\u8ff9\u8c61\uff1a\u63a8\u7406\u673a\u5236\u4e0a\uff0c\u4ece\u201c\u59cb\u7ec8\u63a8\u7406\u201d\u8d70\u5411\u201c\u6309\u9700\u63a8\u7406\u201d\uff0c\u4ece\u663e\u5f0f\u94fe\u5f0f\u63a8\u7406\u8d70\u5411\u9690\u5f0f\u8868\u793a\u63a8\u7406\u3002<\/p>\n<p>\u8bc4\u6d4b\u5c42\u9762\uff0c\u4ece\u9009\u62e9\u9898\u5f0f\u7684\u4fbf\u6377\u8bc4\u4f30\u8d70\u5411\u66f4\u63a5\u8fd1\u771f\u5b9e\u80fd\u529b\u7684\u5f00\u653e\u5f0f\u9a8c\u8bc1\uff1b\u6a21\u578b\u5f62\u6001\u4e0a\uff0c\u4ece\u5355\u4e00\u4efb\u52a1\u6a21\u578b\u6f14\u8fdb\u4e3a\u652f\u6301\u56fe\u50cf\u3001\u89c6\u9891\u4e0e\u5b9a\u4f4d\u7684\u4e00\u4f53\u5316\u591a\u6a21\u6001\u7cfb\u7edf\uff1b\u800c\u5728\u6570\u636e\u5c42\u9762\uff0c\u5219\u4ece\u96f6\u6563\u6570\u636e\u96c6\u8d70\u5411\u89c4\u6a21\u5316\u3001\u7ed3\u6784\u5316\u4e14\u4efb\u52a1\u9a71\u52a8\u7684\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<p>\u8fd9\u4e9b\u53d8\u5316\u80cc\u540e\u9690\u542b\u7740\u4e00\u4e2a\u66f4\u6df1\u7684\u5171\u8bc6\u6b63\u5728\u5f62\u6210\uff1a\u89c6\u89c9\u667a\u80fd\u7684\u74f6\u9888\uff0c\u5df2\u7ecf\u4e0d\u518d\u53ea\u662f\u6a21\u578b\u80fd\u529b\u672c\u8eab\uff0c\u800c\u662f\u201c\u63a8\u7406\u65b9\u5f0f\u3001\u8bc4\u6d4b\u8303\u5f0f\u3001\u7cfb\u7edf\u5f62\u6001\u4e0e\u6570\u636e\u4f9b\u7ed9\u201d\u4e4b\u95f4\u7684\u534f\u540c\u95ee\u9898\u3002<\/p>\n<p>\u57fa\u4e8e\u8fd9\u6837\u7684\u6574\u4f53\u8d8b\u52bf\uff0cAI \u79d1\u6280\u8bc4\u8bba\u5bf9\u672c\u5c4a\u5177\u6709\u4ee3\u8868\u6027\u7684\u5de5\u4f5c\u8fdb\u884c\u4e86\u7cfb\u7edf\u68b3\u7406\uff0c\u4ece\u63a8\u7406\u673a\u5236\u7684\u91cd\u6784\u3001\u8bc4\u6d4b\u8303\u5f0f\u7684\u53cd\u601d\u3001\u6a21\u578b\u7cfb\u7edf\u7684\u6f14\u8fdb\u4ee5\u53ca\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u7684\u5347\u7ea7\u56db\u4e2a\u5173\u952e\u7ef4\u5ea6\u51fa\u53d1\uff0c\u9009\u53d6\u4e86\u4e00\u7cfb\u5217\u5177\u6709\u6807\u5fd7\u6027\u610f\u4e49\u7684\u8bba\u6587\uff0c\u8bd5\u56fe\u8fd8\u539f\u8fd9\u4e00\u8f6e\u89c6\u89c9\u667a\u80fd\u8303\u5f0f\u8f6c\u53d8\u7684\u6838\u5fc3\u8109\u7edc\u3002<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 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\u4ee5\u53ca\u666e\u6797\u65af\u987f\u5927\u5b66\u5171\u540c\u63d0\u51fa\u7684\u300a VideoAutoThink: Video Auto Reasoning via Thinking Once, Answering Twice\u300b\u5b9e\u9645\u4e0a\u662f\u5728\u52a8\u6447\u8fd9\u4e2a\u524d\u63d0\u672c\u8eab\u3002<\/p>\n<p>\u5728\u89c6\u9891\u7406\u89e3\u4efb\u52a1\u4e2d\uff0c\u4e3b\u6d41\u65b9\u6cd5\u5f80\u5f80\u4f9d\u8d56\u663e\u5f0f\u63a8\u7406\u6765\u63d0\u5347\u6027\u80fd\uff0c\u4f46\u4f5c\u8005\u901a\u8fc7\u5b9e\u9a8c\u89c2\u5bdf\u5230\u4e00\u4e2a\u5e76\u4e0d\u76f4\u89c2\u7684\u73b0\u8c61\uff1a\u5bf9\u4e8e\u7ecf\u8fc7\u5f3a\u5316\u5b66\u4e60\u4f18\u5316\u7684\u89c6\u9891\u6a21\u578b\uff0c\u76f4\u63a5\u56de\u7b54\u5728\u4e0d\u5c11\u60c5\u51b5\u4e0b\u5df2\u7ecf\u53ef\u4ee5\u8fbe\u5230\uff0c\u751a\u81f3\u8d85\u8fc7\u5e26\u63a8\u7406\u7684\u7ed3\u679c\u3002\u8fd9\u610f\u5473\u7740\u95ee\u9898\u5e76\u4e0d\u5728\u4e8e\u6a21\u578b\u7f3a\u4e4f\u63a8\u7406\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u201c\u6bcf\u4e00\u6b21\u90fd\u63a8\u7406\u201d\u672c\u8eab\u53ef\u80fd\u662f\u4f4e\u6548\u751a\u81f3\u5197\u4f59\u7684\u3002<\/p>\n<p>\u57fa\u4e8e\u8fd9\u4e00\u70b9\uff0c\u8bba\u6587\u63d0\u51fa\u4e86 VideoAuto-R1 \u6846\u67b6\uff0c\u4e0e\u5176\u8bf4\u662f\u5728\u589e\u5f3a\u63a8\u7406\uff0c\u4e0d\u5982\u8bf4\u662f\u5728\u91cd\u65b0\u8c03\u5ea6\u63a8\u7406\u3002\u6a21\u578b\u5728\u8bad\u7ec3\u9636\u6bb5\u91c7\u7528\u4e00\u79cd\u201cThinking Once, Answering Twice\u201d\u7684\u673a\u5236\uff1a\u5148\u751f\u6210\u4e00\u4e2a\u521d\u59cb\u7b54\u6848\uff0c\u518d\u8fdb\u884c\u63a8\u7406\u5f97\u5230\u4fee\u6b63\u540e\u7684\u7b54\u6848\uff0c\u5e76\u540c\u65f6\u5bf9\u8fd9\u4e24\u4e2a\u8f93\u51fa\u8fdb\u884c\u76d1\u7763\u5b66\u4e60\uff0c\u4f7f\u6a21\u578b\u65e2\u5177\u5907\u5feb\u901f\u54cd\u5e94\u80fd\u529b\uff0c\u53c8\u5177\u5907\u5728\u5fc5\u8981\u65f6\u8fdb\u884c\u6df1\u5165\u63a8\u7406\u7684\u80fd\u529b\u3002<\/p>\n<p>\u800c\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u6a21\u578b\u4e0d\u4f1a\u56fa\u5b9a\u6267\u884c\u63a8\u7406\u6d41\u7a0b\uff0c\u800c\u662f\u6839\u636e\u521d\u59cb\u7b54\u6848\u7684\u7f6e\u4fe1\u5ea6\u52a8\u6001\u51b3\u7b56\u2014\u2014\u5982\u679c\u95ee\u9898\u7b80\u5355\uff0c\u5219\u76f4\u63a5\u8f93\u51fa\u7ed3\u679c\uff1b\u5982\u679c\u95ee\u9898\u590d\u6742\uff0c\u624d\u89e6\u53d1\u540e\u7eed\u63a8\u7406\u3002<\/p>\n<p>\u8fd9\u79cd\u8bbe\u8ba1\u628a\u201c\u662f\u5426\u63a8\u7406\u201d\u4ece\u4e00\u4e2a\u4eba\u4e3a\u8bbe\u5b9a\u7684\u6d41\u7a0b\uff0c\u8f6c\u53d8\u4e3a\u6a21\u578b\u81ea\u8eab\u53ef\u4ee5\u5b66\u4e60\u7684\u51b3\u7b56\u53d8\u91cf\u3002\u5b9e\u9a8c\u7ed3\u679c\u8fdb\u4e00\u6b65\u8bf4\u660e\uff0c\u8fd9\u79cd\u6309\u9700\u63a8\u7406\u7684\u65b9\u5f0f\u4e0d\u4ec5\u6ca1\u6709\u635f\u5931\u6027\u80fd\uff0c\u53cd\u800c\u5728\u4fdd\u6301\u5f53\u524d\u6700\u4f18\u6c34\u5e73\u7684\u540c\u65f6\uff0c\u5c06\u5e73\u5747\u8f93\u51fa\u957f\u5ea6\u51cf\u5c11\u7ea6 3.3 \u500d\u3002<\/p>\n<p>\u540c\u65f6\u4e5f\u63ed\u793a\u51fa\u4e00\u4e2a\u66f4\u7ec6\u7c92\u5ea6\u7684\u89c4\u5f8b\uff1a\u5728\u611f\u77e5\u7c7b\u4efb\u52a1\u4e2d\uff0c\u63a8\u7406\u7684\u4f5c\u7528\u76f8\u5bf9\u6709\u9650\uff0c\u800c\u5728\u771f\u6b63\u9700\u8981\u590d\u6742\u903b\u8f91\u7684\u4efb\u52a1\u4e2d\uff0c\u63a8\u7406\u624d\u663e\u5f97\u5173\u952e\u3002<\/p>\n<p>\u8fd9\u7bc7\u8bba\u6587\u7684\u4eae\u70b9\u4e3b\u8981\u4f53\u73b0\u5728\u4e09\u4e2a\u65b9\u9762\u3002\u9996\u5148\uff0c\u5b83\u63d0\u51fa\u4e86\u4e00\u79cd\u201c\u6309\u9700\u63a8\u7406\u201d\u7684\u65b0\u8303\u5f0f\uff0c\u4f7f\u6a21\u578b\u4e0d\u518d\u56fa\u5b9a\u6267\u884c\u590d\u6742\u63a8\u7406\u6d41\u7a0b\uff0c\u4ece\u800c\u663e\u8457\u63d0\u9ad8\u6548\u7387\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u901a\u8fc7\u201c\u53cc\u7b54\u6848\u8bad\u7ec3\u673a\u5236\u201d\uff0c\u6a21\u578b\u5728\u4fdd\u6301\u9ad8\u6027\u80fd\u7684\u540c\u65f6\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u63a8\u7406\u5f00\u9500\uff0c\u5728\u5b9e\u9a8c\u4e2d\u5c06\u5e73\u5747\u8f93\u51fa\u957f\u5ea6\u51cf\u5c11\u7ea6 3.3 \u500d\uff0c\u540c\u65f6\u4ecd\u8fbe\u5230\u5f53\u524d\u6700\u4f18\u6c34\u5e73\u3002<\/p>\n<p>\u6700\u540e\uff0c\u8bba\u6587\u63ed\u793a\u4e86\u4e00\u4e2a\u91cd\u8981\u73b0\u8c61\uff0c\u5373\u63a8\u7406\u5e76\u4e0d\u662f\u5728\u6240\u6709\u4efb\u52a1\u4e2d\u90fd\u5fc5\u8981\uff0c\u5728\u611f\u77e5\u7c7b\u4efb\u52a1\u4e2d\u4f7f\u7528\u8f83\u5c11\uff0c\u800c\u5728\u590d\u6742\u63a8\u7406\u4efb\u52a1\u4e2d\u624d\u66f4\u6709\u4ef7\u503c\uff0c\u8fd9\u4e3a\u540e\u7eed\u591a\u6a21\u6001\u6a21\u578b\u8bbe\u8ba1\u63d0\u4f9b\u4e86\u91cd\u8981\u542f\u53d1 \u3002<\/p>\n<p>\u603b\u4f53\u6765\u770b\uff0c\u8fd9\u7bc7\u8bba\u6587\u7684\u6838\u5fc3\u8d21\u732e\u662f\u63d0\u51fa\u4e86\u4e00\u79cd\u201c\u6309\u9700\u89e6\u53d1\u63a8\u7406\u201d\u7684\u89c6\u9891\u7406\u89e3\u6846\u67b6\uff0c\u4f7f\u591a\u6a21\u6001\u6a21\u578b\u5728\u4fdd\u8bc1\u6027\u80fd\u7684\u540c\u65f6\u663e\u8457\u63d0\u5347\u6548\u7387\uff0c\u4ece\u800c\u63a8\u52a8\u89c6\u9891\u7406\u89e3\u4ece\u201c\u59cb\u7ec8\u63a8\u7406\u201d\u5411\u201c\u81ea\u9002\u5e94\u63a8\u7406\u201d\u8f6c\u53d8\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/04\/frc-08743c53037b34a10389c56351aa7eed.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/04\/frc-08743c53037b34a10389c56351aa7eed.png\"><\/a><\/p>\n<p>\u5982\u679c\u8bf4 VideoAuto-R1 \u662f\u5728\u56de\u7b54\u201c\u63a8\u7406\u662f\u5426\u5fc5\u987b\u53d1\u751f\u201d\uff0c\u90a3\u4e48\u7531\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u3001Xero \u4ee5\u53ca MIT-IBM Watson AI Lab \u5171\u540c\u63d0\u51fa\u7684\u300aLatent Visual Reasoning\u300b\u5219\u662f\u5728\u8ffd\u95ee\u53e6\u4e00\u4e2a\u66f4\u9690\u853d\u7684\u95ee\u9898\u2014\u2014\u5373\u4fbf\u53d1\u751f\u4e86\u63a8\u7406\uff0c\u5b83\u662f\u5426\u4e00\u5b9a\u8981\u4ee5\u8bed\u8a00\u4e3a\u4e2d\u4ecb\u3002<\/p>\n<p>\u5f53\u524d\u591a\u6a21\u6001\u6a21\u578b\u867d\u7136\u80fd\u591f\u5904\u7406\u89c6\u89c9\u8f93\u5165\uff0c\u4f46\u5176\u5185\u90e8\u63a8\u7406\u8fc7\u7a0b\u4f9d\u7136\u9ad8\u5ea6\u4f9d\u8d56\u8bed\u8a00\u8868\u793a\uff0c\u8fd9\u5728\u5904\u7406\u62fc\u56fe\u3001\u7a7a\u95f4\u5bf9\u5e94\u5173\u7cfb\u3001\u51e0\u4f55\u7ed3\u6784\u7b49\u4efb\u52a1\u65f6\u4f1a\u9047\u5230\u8868\u8fbe\u74f6\u9888\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u7ed3\u6784\u672c\u8eab\u5f88\u96be\u88ab\u7ebf\u6027\u7684\u6587\u672c\u6b65\u9aa4\u5145\u5206\u523b\u753b\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u5df2\u6709\u65b9\u6cd5\u5f80\u5f80\u4f9d\u8d56\u4eba\u5de5\u8bbe\u8ba1\u7684\u4e2d\u95f4\u76d1\u7763\u4fe1\u53f7\uff08\u4f8b\u5982\u8fb9\u754c\u6846\u6216\u88c1\u526a\u533a\u57df\uff09\uff0c\u4e0d\u4ec5\u6807\u6ce8\u6210\u672c\u9ad8\uff0c\u4e5f\u9650\u5236\u4e86\u6a21\u578b\u5b66\u4e60\u66f4\u7075\u6d3b\u7684\u89c6\u89c9\u8868\u793a\u80fd\u529b\u3002<\/p>\n<p>\u5728\u8fd9\u79cd\u80cc\u666f\u4e0b\uff0cLIVR\uff08Latent Implicit Visual Reasoning\uff09\u63d0\u51fa\u4e86\u4e00\u79cd\u4e0d\u540c\u8def\u5f84\uff1a\u4e0e\u5176\u663e\u5f0f\u6784\u9020\u63a8\u7406\u6b65\u9aa4\uff0c\u4e0d\u5982\u8ba9\u6a21\u578b\u5728\u6f5c\u5728\u7a7a\u95f4\u4e2d\u81ea\u884c\u5f62\u6210\u63a8\u7406\u7ed3\u6784\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u65b9\u6cd5\u5728\u8f93\u5165\u4e2d\u5f15\u5165\u4e00\u7ec4 latent visual tokens\uff0c\u5e76\u901a\u8fc7\u4e00\u79cd\u201c\u89c6\u89c9\u74f6\u9888\u673a\u5236\u201d\u5f3a\u5236\u6a21\u578b\u5728\u9884\u6d4b\u7b54\u6848\u65f6\u53ea\u80fd\u901a\u8fc7\u8fd9\u4e9b token \u83b7\u53d6\u89c6\u89c9\u4fe1\u606f\uff0c\u800c\u4e0d\u80fd\u76f4\u63a5\u8bbf\u95ee\u539f\u59cb\u56fe\u50cf\u7279\u5f81\u3002\u8fd9\u79cd\u9650\u5236\u5b9e\u9645\u4e0a\u8feb\u4f7f\u6a21\u578b\u5c06\u5173\u952e\u4fe1\u606f\u538b\u7f29\u5e76\u7f16\u7801\u8fdb\u8fd9\u4e9b\u6f5c\u5728\u8868\u793a\u4e2d\uff0c\u4ece\u800c\u5728 latent \u7a7a\u95f4\u4e2d\u5b8c\u6210\u4fe1\u606f\u7ec4\u7ec7\u4e0e\u63a8\u7406\u3002<\/p>\n<p>\u8bad\u7ec3\u8fc7\u7a0b\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a\u9996\u5148\u5b66\u4e60 latent token \u5982\u4f55\u627f\u8f7d\u89c6\u89c9\u4fe1\u606f\uff0c\u5176\u6b21\u6062\u590d\u5b8c\u6574\u7ed3\u6784\u8fdb\u884c\u8054\u5408\u4f18\u5316\u3002\u6700\u7ec8\u5f97\u5230\u7684\u4e0d\u662f\u4e00\u6761\u53ef\u8bfb\u7684\u63a8\u7406\u94fe\uff0c\u800c\u662f\u4e00\u79cd\u9690\u5f0f\u7684\u3001\u5185\u5d4c\u5728\u8868\u793a\u4e2d\u7684\u63a8\u7406\u8fc7\u7a0b\u3002\u8fd9\u79cd\u65b9\u5f0f\u4e0d\u4f9d\u8d56\u663e\u5f0f\u4e2d\u95f4\u76d1\u7763\uff0c\u5374\u5728\u591a\u4e2a\u89c6\u89c9\u4efb\u52a1\u548c\u4e0d\u540c\u6a21\u578b\u67b6\u6784\u4e0a\u90fd\u5e26\u6765\u4e86\u7a33\u5b9a\u6027\u80fd\u63d0\u5347\uff0c\u8bf4\u660e\u8fd9\u79cd\u201c\u53bb\u8bed\u8a00\u5316\u201d\u7684\u63a8\u7406\u673a\u5236\u5177\u5907\u8f83\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p>\u8fd9\u7bc7\u8bba\u6587\u7684\u4eae\u70b9\u4e3b\u8981\u4f53\u73b0\u5728\u4e09\u4e2a\u65b9\u9762\u3002\u9996\u5148\uff0c\u5b83\u63d0\u51fa\u4e86\u4e00\u79cd\u4e0d\u4f9d\u8d56\u663e\u5f0f\u76d1\u7763\u7684\u89c6\u89c9\u63a8\u7406\u65b9\u5f0f\uff0c\u6a21\u578b\u53ef\u4ee5\u81ea\u52a8\u5b66\u4e60\u4e2d\u95f4\u8868\u793a\uff0c\u800c\u4e0d\u9700\u8981\u4eba\u5de5\u8bbe\u8ba1\u63a8\u7406\u6b65\u9aa4\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u5b83\u5c06\u63a8\u7406\u4ece\u201c\u6587\u672c\u94fe\u5f0f\u63a8\u7406\u201d\u6269\u5c55\u5230\u201c\u6f5c\u5728\u7a7a\u95f4\u63a8\u7406\u201d\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u66f4\u81ea\u7136\u5730\u8868\u8fbe\u590d\u6742\u89c6\u89c9\u7ed3\u6784\u3002\u6700\u540e\uff0c\u8be5\u65b9\u6cd5\u5177\u6709\u5f88\u5f3a\u7684\u901a\u7528\u6027\uff0c\u5728\u591a\u4e2a\u89c6\u89c9\u4efb\u52a1\u548c\u591a\u6a21\u578b\u4e0a\u90fd\u80fd\u7a33\u5b9a\u63d0\u5347\u6027\u80fd\uff0c\u8bf4\u660e\u8fd9\u79cd\u9690\u5f0f\u89c6\u89c9\u63a8\u7406\u673a\u5236\u5177\u6709\u826f\u597d\u7684\u6cdb\u5316\u80fd\u529b \u3002<\/p>\n<p>\u603b\u4f53\u6765\u770b\uff0c\u8fd9\u7bc7\u8bba\u6587\u7684\u6838\u5fc3\u8d21\u732e\u662f\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u6f5c\u5728 token \u7684\u9690\u5f0f\u89c6\u89c9\u63a8\u7406\u6846\u67b6\uff0c\u4f7f\u591a\u6a21\u6001\u6a21\u578b\u4ece\u4f9d\u8d56\u8bed\u8a00\u8fdb\u884c\u63a8\u7406\uff0c\u8f6c\u5411\u5728\u5185\u90e8\u8868\u793a\u4e2d\u8fdb\u884c\u66f4\u9ad8\u6548\u3001\u66f4\u7075\u6d3b\u7684\u89c6\u89c9\u63a8\u7406\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/04\/frc-6cc0533553eb32258755364a5a3028b7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/04\/frc-6cc0533553eb32258755364a5a3028b7.png\"><\/a><\/p>\n<p>\u800c\u9ebb\u7701\u7406\u5de5\u5b66\u9662\uff08MIT\uff09\u7684\u7814\u7a76\u8bba\u6587\u300aARC Is a Vision Problem!\u300b\u5219\u66f4\u8fdb\u4e00\u6b65\uff0c\u76f4\u63a5\u6253\u7834\u4e86\u95ee\u9898\u672c\u8eab\u7684\u5efa\u6a21\u65b9\u5f0f\u3002ARC\uff08\u62bd\u8c61\u63a8\u7406\u57fa\u51c6\uff09\u957f\u671f\u4ee5\u6765\u88ab\u89c6\u4e3a\u8bed\u8a00\u63a8\u7406\u4efb\u52a1\uff0c\u5927\u91cf\u65b9\u6cd5\u4f9d\u8d56\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u89c4\u5219\u5f52\u7eb3\u4e0e\u89e3\u91ca\uff0c\u4f46\u8fd9\u7bc7\u8bba\u6587\u6307\u51fa\uff0c\u8fd9\u79cd\u5904\u7406\u65b9\u5f0f\u53ef\u80fd\u4ece\u4e00\u5f00\u59cb\u5c31\u504f\u79bb\u4e86\u95ee\u9898\u672c\u8d28\u3002<\/p>\n<p>\u4e0e\u5176\u8bf4 ARC \u662f\u4e00\u4e2a\u9700\u8981\u8bed\u8a00\u63a8\u7406\u7684\u95ee\u9898\uff0c\u4e0d\u5982\u8bf4\u5b83\u662f\u4e00\u4e2a\u5178\u578b\u7684\u89c6\u89c9\u7ed3\u6784\u53d8\u6362\u95ee\u9898\uff0c\u5176\u6838\u5fc3\u5728\u4e8e\u7a7a\u95f4\u5173\u7cfb\u3001\u5bf9\u79f0\u6027\u4ee5\u53ca\u51e0\u4f55\u89c4\u5f8b\uff0c\u800c\u975e\u8bed\u8a00\u903b\u8f91\u3002<\/p>\n<p>\u57fa\u4e8e\u8fd9\u4e00\u91cd\u65b0\u5b9a\u4e49\uff0c\u7814\u7a76\u5c06 ARC \u5efa\u6a21\u4e3a\u4e00\u4e2a\u56fe\u50cf\u5230\u56fe\u50cf\u7684\u6620\u5c04\u4efb\u52a1\uff1a\u9996\u5148\u5c06\u539f\u59cb\u7f51\u683c\u5d4c\u5165\u5230\u4e00\u4e2a\u201c\u753b\u5e03\uff08canvas\uff09\u201d\u4e2d\uff0c\u4f7f\u5176\u53ef\u4ee5\u50cf\u81ea\u7136\u56fe\u50cf\u4e00\u6837\u88ab\u5904\u7406\uff1b\u968f\u540e\u76f4\u63a5\u4f7f\u7528\u6807\u51c6\u89c6\u89c9\u6a21\u578b\uff08\u4f8b\u5982 Vision Transformer\uff09\u5b66\u4e60\u4ece\u8f93\u5165\u5230\u8f93\u51fa\u7684\u7a7a\u95f4\u53d8\u6362\u89c4\u5219\u3002<\/p>\n<p>\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u65b9\u6cd5\u8fdb\u4e00\u6b65\u5f15\u5165\u6d4b\u8bd5\u65f6\u8bad\u7ec3\uff08test-time training\uff09\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u770b\u5230\u5c11\u91cf\u793a\u4f8b\u540e\u8fdb\u884c\u5feb\u901f\u9002\u5e94\uff0c\u4ece\u800c\u5b9e\u73b0\u8de8\u4efb\u52a1\u6cdb\u5316\u3002<\/p>\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5e76\u4e0d\u4f9d\u8d56\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u4f46\u4f9d\u7136\u80fd\u591f\u5728 ARC \u4e0a\u53d6\u5f97\u63a5\u8fd1\u4eba\u7c7b\u6c34\u5e73\u7684\u6027\u80fd\uff0c\u540c\u65f6\u663e\u8457\u7f29\u5c0f\u4e0e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\u5176\u80cc\u540e\u4f9d\u8d56\u7684\u662f\u89c6\u89c9\u6a21\u578b\u5929\u7136\u5177\u5907\u7684\u5f52\u7eb3\u504f\u7f6e\uff0c\u4f8b\u5982\u7a7a\u95f4\u5c40\u90e8\u6027\u3001\u5e73\u79fb\u4e0d\u53d8\u6027\u548c\u5c3a\u5ea6\u4e0d\u53d8\u6027\uff0c\u8fd9\u4e9b\u7279\u6027\u4f7f\u6a21\u578b\u80fd\u591f\u66f4\u81ea\u7136\u5730\u5b66\u4e60\u62bd\u8c61\u89c4\u5219\uff0c\u5e76\u5728\u5c11\u6837\u672c\u573a\u666f\u4e2d\u5c55\u73b0\u51fa\u66f4\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p>\u603b\u4f53\u6765\u770b\uff0c\u8fd9\u7bc7\u8bba\u6587\u7684\u6838\u5fc3\u8d21\u732e\u662f\u5c06 ARC \u95ee\u9898\u4ece\u201c\u8bed\u8a00\u63a8\u7406\u201d\u91cd\u65b0\u5b9a\u4e49\u4e3a\u201c\u89c6\u89c9\u5efa\u6a21\u95ee\u9898\u201d\uff0c\u5e76\u8bc1\u660e\u57fa\u4e8e\u89c6\u89c9\u7684\u65b9\u6cd5\u53ef\u4ee5\u6709\u6548\u5b66\u4e60\u62bd\u8c61\u89c4\u5219\uff0c\u4ece\u800c\u4e3a\u901a\u7528\u63a8\u7406\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u79cd\u65b0\u7684\u65b9\u5411\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/04\/frc-70f3e4c9d3c66a9ee31ba819685a82ed.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/04\/frc-70f3e4c9d3c66a9ee31ba819685a82ed.png\"><\/a><\/p>\n<p>\u628a\u8fd9\u51e0\u9879\u5de5\u4f5c\u653e\u5728\u4e00\u8d77\u770b\uff0c\u4f1a\u53d1\u73b0\u5b83\u4eec\u5e76\u4e0d\u662f\u7b80\u5355\u5730\u63d0\u5347\u6a21\u578b\u80fd\u529b\uff0c\u800c\u662f\u5728\u9010\u6b65\u62c6\u89e3\u201c\u63a8\u7406\u201d\u8fd9\u4e00\u6982\u5ff5\u672c\u8eab\uff1a\u5982\u679c\u8bf4\u8fc7\u53bb\u7684\u8def\u5f84\u662f\u9ed8\u8ba4\u6240\u6709\u95ee\u9898\u90fd\u9700\u8981\u901a\u8fc7\u8bed\u8a00\u5c55\u5f00\u63a8\u7406\uff0c\u90a3\u4e48\u73b0\u5728\u7684\u8d8b\u52bf\u66f4\u50cf\u662f\u5728\u91cd\u65b0\u5206\u5de5\uff0c\u6709\u4e9b\u95ee\u9898\u672c\u8d28\u4e0a\u662f\u611f\u77e5\u95ee\u9898\uff0c\u53ef\u4ee5\u76f4\u63a5\u56de\u7b54\u3002<\/p>\n<p>\u6709\u4e9b\u63a8\u7406\u53ef\u4ee5\u5728\u6f5c\u5728\u8868\u793a\u4e2d\u5b8c\u6210\uff0c\u800c\u4e0d\u9700\u8981\u663e\u5f0f\u5c55\u5f00\uff1b\u8fd8\u6709\u4e00\u4e9b\u4efb\u52a1\u751a\u81f3\u9700\u8981\u5148\u88ab\u91cd\u65b0\u5b9a\u4e49\uff0c\u624d\u80fd\u627e\u5230\u66f4\u5408\u9002\u7684\u5efa\u6a21\u65b9\u5f0f\u3002\u4e5f\u6b63\u662f\u5728\u8fd9\u79cd\u4e0d\u65ad\u6253\u7834\u65e2\u6709\u5047\u8bbe\u3001\u5e76\u5efa\u7acb\u65b0\u8303\u5f0f\u7684\u8fc7\u7a0b\u4e2d\uff0c\u591a\u6a21\u6001\u6a21\u578b\u5f00\u59cb\u4ece\u201c\u59cb\u7ec8\u63a8\u7406\u201d\u7684\u8303\u5f0f\uff0c\u8f6c\u5411\u4e00\u79cd\u66f4\u5177\u9002\u5e94\u6027\u7684\u201c\u6309\u9700\u4e0e\u591a\u5f62\u6001\u63a8\u7406\u201d\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E8%AF%84%E6%B5%8B%EF%BC%8C%E6%AD%A3%E5%9C%A8%E8%AF%AF%E5%AF%BC%E4%B8%80%E5%88%87\"><\/span>\u8bc4\u6d4b\uff0c\u6b63\u5728\u8bef\u5bfc\u4e00\u5207<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5982\u679c\u8bf4\u73b0\u6709\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u8bc4\u6d4b\u5927\u591a\u8fd8\u505c\u7559\u5728\u201c\u770b\u61c2\u4e86\u4ec0\u4e48\u201d\u8fd9\u4e00\u5c42\uff0c\u90a3\u4e48\u7531\u6e05\u534e\u5927\u5b66\u7535\u673a\u5de5\u7a0b\u7cfb\u3001\u6e05\u534e\u5927\u5b66\u6df1\u5733\u56fd\u9645\u7814\u7a76\u751f\u9662\u3001\u6e05\u534e\u5927\u5b66\u4ea4\u53c9\u4fe1\u606f\u7814\u7a76\u9662\u4e0e\u7406\u60f3\u6c7d\u8f66\u5171\u540c\u63d0\u51fa\u7684 \u300aVS-Bench: Evaluating VLMs for Strategic Abilities in Multi-Agent Environments\u300b\uff0c\u5219\u628a\u95ee\u9898\u63a8\u8fdb\u5230\u4e86\u66f4\u63a5\u8fd1\u771f\u5b9e\u4e16\u754c\u7684\u4e00\u6b65\uff1a\u6a21\u578b\u4e0d\u4ec5\u8981\u770b\u61c2\u73af\u5883\uff0c\u8fd8\u8981\u5728\u591a\u4e2a\u667a\u80fd\u4f53\u5171\u540c\u53c2\u4e0e\u7684\u573a\u666f\u4e2d\u7406\u89e3\u5408\u4f5c\u3001\u7ade\u4e89\u4e0e\u7b56\u7565\u9009\u62e9\u3002<\/p>\n<p>\u73b0\u5b9e\u4efb\u52a1\u5f80\u5f80\u4e0d\u662f\u5355\u4e00\u4e3b\u4f53\u9762\u5bf9\u9759\u6001\u56fe\u50cf\uff0c\u800c\u662f\u591a\u4e2a\u667a\u80fd\u4f53\u5728\u540c\u4e00\u73af\u5883\u4e2d\u76f8\u4e92\u5f71\u54cd\uff0c\u65e2\u53ef\u80fd\u5408\u4f5c\uff0c\u4e5f\u53ef\u80fd\u7ade\u4e89\uff0c\u8fd8\u53ef\u80fd\u5904\u5728\u6df7\u5408\u52a8\u673a\u4e4b\u4e0b\uff1b\u4f46\u5df2\u6709\u57fa\u51c6\u5927\u591a\u5c40\u9650\u4e8e\u5355\u667a\u80fd\u4f53\u6216\u7eaf\u6587\u672c\u73af\u5883\uff0c\u5f88\u96be\u771f\u6b63\u8861\u91cf VLM \u5728\u590d\u6742\u4ea4\u4e92\u573a\u666f\u4e2d\u7684\u7b56\u7565\u80fd\u529b\u3002<\/p>\n<p>\u57fa\u4e8e\u8fd9\u4e2a\u7f3a\u53e3\uff0c\u8bba\u6587\u63d0\u51fa\u4e86 VS-Bench\uff08Visual Strategic Benchmark\uff09\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u591a\u6a21\u6001\u3001\u591a\u667a\u80fd\u4f53\u7684\u7edf\u4e00\u8bc4\u6d4b\u73af\u5883\uff0c\u5176\u4e2d\u5305\u542b 10 \u4e2a\u89c6\u89c9\u9a71\u52a8\u7684\u4ea4\u4e92\u573a\u666f\uff0c\u8986\u76d6\u5408\u4f5c\u3001\u7ade\u4e89\u4ee5\u53ca\u6df7\u5408\u52a8\u673a\u7b49\u4efb\u52a1\u7c7b\u578b\u3002<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u6ca1\u6709\u53ea\u770b\u6700\u7ec8\u7b54\u5bf9\u4e0e\u5426\uff0c\u800c\u662f\u628a\u6a21\u578b\u80fd\u529b\u62c6\u6210\u4e09\u4e2a\u5c42\u6b21\u6765\u8bc4\u4f30\uff1a\u9996\u5148\u662f\u611f\u77e5\u80fd\u529b\uff0c\u4e5f\u5c31\u662f\u80fd\u5426\u8bc6\u522b\u73af\u5883\u5143\u7d20\uff1b\u5176\u6b21\u662f\u7b56\u7565\u63a8\u7406\u80fd\u529b\uff0c\u5373\u80fd\u5426\u9884\u6d4b\u4e0b\u4e00\u6b65\u884c\u52a8\uff1b\u6700\u540e\u662f\u51b3\u7b56\u80fd\u529b\uff0c\u4e5f\u5c31\u662f\u6a21\u578b\u5728\u6574\u4f53\u4efb\u52a1\u4e2d\u7684\u5b9e\u9645\u8868\u73b0\u3002<\/p>\n<p>\u8fd9\u6837\u7684\u62c6\u5206\u8ba9\u8bc4\u6d4b\u7ed3\u679c\u4e0d\u518d\u53ea\u662f\u4e00\u4e2a\u5206\u6570\uff0c\u800c\u80fd\u8fdb\u4e00\u6b65\u770b\u51fa\u6a21\u578b\u5230\u5e95\u662f\u201c\u6ca1\u770b\u61c2\u201d\uff0c\u8fd8\u662f\u201c\u770b\u61c2\u4e86\u4f46\u4e0d\u4f1a\u63a8\u7406\u201d\uff0c\u53c8\u6216\u8005\u662f\u201c\u80fd\u63a8\u7406\u4f46\u51b3\u7b56\u4e0d\u7a33\u201d\u3002<\/p>\n<p>\u5b9e\u9a8c\u4e2d\uff0c\u4f5c\u8005\u6d4b\u8bd5\u4e86\u591a\u4e2a\u4e3b\u6d41\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff0c\u7ed3\u679c\u663e\u793a\u8fd9\u4e9b\u6a21\u578b\u867d\u7136\u5728\u611f\u77e5\u5c42\u9762\u5df2\u7ecf\u8868\u73b0\u8f83\u5f3a\uff0c\u4f46\u5728\u7b56\u7565\u63a8\u7406\u548c\u51b3\u7b56\u4e0a\u4ecd\u7136\u5b58\u5728\u660e\u663e\u5dee\u8ddd\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u4eec\u5f88\u591a\u65f6\u5019\u662f\u201c\u770b\u5f97\u61c2\u73af\u5883\u201d\uff0c\u5374\u8fd8\u6ca1\u6709\u771f\u6b63\u5177\u5907\u5728\u590d\u6742\u4ea4\u4e92\u4e2d\u505a\u51fa\u597d\u51b3\u7b56\u7684\u80fd\u529b\u3002<\/p>\n<p>\u8fd9\u7bc7\u5de5\u4f5c\u7684\u4ef7\u503c\u4e5f\u6b63\u5728\u8fd9\u91cc\uff1a\u5b83\u9996\u6b21\u5efa\u7acb\u4e86\u4e00\u4e2a\u9762\u5411\u591a\u667a\u80fd\u4f53\u4e0e\u591a\u6a21\u6001\u573a\u666f\u7684\u7edf\u4e00\u8bc4\u6d4b\u6846\u67b6\uff0c\u5f25\u8865\u4e86\u73b0\u6709\u57fa\u51c6\u5728\u590d\u6742\u4ea4\u4e92\u4efb\u52a1\u4e0a\u7684\u7a7a\u7f3a\uff1b\u540c\u65f6\u53c8\u901a\u8fc7\u611f\u77e5\u3001\u63a8\u7406\u3001\u51b3\u7b56\u4e09\u5c42\u62c6\u89e3\uff0c\u8ba9 VLM \u7684\u80fd\u529b\u5206\u6790\u66f4\u7ec6\u81f4\u3001\u66f4\u53ef\u89e3\u91ca\u3002<\/p>\n<p>\u4e0e\u5176\u8bf4\u5b83\u53ea\u662f\u589e\u52a0\u4e86\u4e00\u4e2a\u65b0 benchmark\uff0c\u4e0d\u5982\u8bf4\u5b83\u628a\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u8bc4\u4f30\u8303\u56f4\uff0c\u4ece\u5355\u4e00\u56fe\u50cf\u7406\u89e3\u6269\u5c55\u5230\u4e86\u7b56\u7565\u63a8\u7406\u4e0e\u4ea4\u4e92\u51b3\u7b56\uff0c\u4ece\u800c\u4e3a\u540e\u7eed\u7814\u7a76\u660e\u786e\u6307\u51fa\u4e86\u4e00\u4e2a\u5173\u952e\u77ed\u677f\uff1a\u5f53\u524d\u6a21\u578b\u5df2\u7ecf\u8d8a\u6765\u8d8a\u4f1a\u201c\u770b\u201d\uff0c\u4f46\u8fd8\u8fdc\u6ca1\u6709\u771f\u6b63\u5b66\u4f1a\u5728\u591a\u667a\u80fd\u4f53\u73af\u5883\u4e2d\u201c\u8c0b\u201d\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/04\/frc-641d6c147ce9b87a04f89cd4521d3fba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/04\/frc-641d6c147ce9b87a04f89cd4521d3fba.png\"><\/a><\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u7814\u7a76\u6240\u3001\u4e2d\u56fd\u79d1\u5b66\u9662\u5927\u5b66\u4eba\u5de5\u667a\u80fd\u5b66\u9662\u3001\u667a\u6e90 FlagEval \u56e2\u961f\u3001\u5317\u4eac\u822a\u7a7a\u822a\u5929\u5927\u5b66\u3001\u5317\u4eac\u5927\u5b66\u3001\u6d59\u6c5f\u5927\u5b66\u5171\u540c\u63d0\u51fa\u7684 \u300aBeyond Multiple Choice: Verifiable OpenQA for Robust Vision-Language RFT\u300b\uff0c\u5219\u628a\u76ee\u5149\u8f6c\u5411\u4e86\u53e6\u4e00\u4e2a\u66f4\u57fa\u7840\u3001\u5374\u540c\u6837\u5f71\u54cd\u6df1\u8fdc\u7684\u95ee\u9898\uff1a\u6211\u4eec\u73b0\u5728\u7528\u6765\u8bad\u7ec3\u548c\u8bc4\u4f30\u591a\u6a21\u6001\u6a21\u578b\u7684\u9898\u76ee\u5f62\u5f0f\uff0c\u672c\u8eab\u662f\u5426\u53ef\u9760\u3002<\/p>\n<p>\u5f53\u524d\u5927\u91cf\u89c6\u89c9\u95ee\u7b54\u57fa\u51c6\u91c7\u7528\u591a\u9879\u9009\u62e9\u95ee\u7b54\uff08MCQA\uff09\uff0c\u8fd9\u79cd\u5f62\u5f0f\u786e\u5b9e\u65b9\u4fbf\u81ea\u52a8\u8bc4\u6d4b\uff0c\u4f46\u8bba\u6587\u6307\u51fa\uff0c\u9009\u9879\u672c\u8eab\u5e38\u5e38\u4f1a\u6cc4\u9732\u989d\u5916\u4fe1\u606f\uff0c\u4f7f\u6a21\u578b\u5373\u4f7f\u6ca1\u6709\u771f\u6b63\u7406\u89e3\u56fe\u50cf\u548c\u95ee\u9898\uff0c\u4e5f\u80fd\u901a\u8fc7\u6392\u9664\u6cd5\u3001\u9009\u9879\u504f\u5dee\u6216\u731c\u6d4b\u6a21\u5f0f\u62ff\u5230\u8f83\u9ad8\u5206\u6570\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u6a21\u578b\u5206\u6570\u770b\u8d77\u6765\u53d8\u9ad8\u4e86\uff0c\u4f46\u771f\u5b9e\u80fd\u529b\u53ef\u80fd\u88ab\u7cfb\u7edf\u6027\u9ad8\u4f30\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8bba\u6587\u63d0\u51fa\u4e86 ReVeL\uff08Rewrite and Verify by LLM\uff09 \u6846\u67b6\uff0c\u8bd5\u56fe\u6253\u7834\u5bf9\u9009\u62e9\u9898\u5f62\u5f0f\u7684\u4f9d\u8d56\uff0c\u5efa\u7acb\u4e00\u79cd\u201c\u53ef\u9a8c\u8bc1\u5f00\u653e\u95ee\u7b54\u201d\u7684\u65b0\u8303\u5f0f\u3002\u96f7\u5cf0\u7f51<\/p>\n<p>\u5b83\u7684\u6838\u5fc3\u505a\u6cd5\u5e76\u4e0d\u662f\u7b80\u5355\u5220\u9664\u9009\u9879\uff0c\u800c\u662f\u6839\u636e\u4e0d\u540c\u95ee\u9898\u7c7b\u578b\u8bbe\u8ba1\u5bf9\u5e94\u7684\u91cd\u5199\u7b56\u7565\u548c\u9a8c\u8bc1\u673a\u5236\uff0c\u628a\u539f\u672c\u4f9d\u8d56\u9009\u9879\u7684\u4fe1\u606f\u91cd\u65b0\u7ec4\u7ec7\u6210\u5f00\u653e\u5f0f\u95ee\u7b54\u5f62\u5f0f\uff0c\u540c\u65f6\u4fdd\u7559\u81ea\u52a8\u9a8c\u8bc1\u7b54\u6848\u7684\u80fd\u529b\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u6a21\u578b\u5728\u56de\u7b54\u65f6\u4e0d\u80fd\u518d\u501f\u52a9\u9009\u9879\u8fdb\u884c\u6295\u673a\u6027\u63a8\u7406\uff0c\u800c\u5fc5\u987b\u771f\u6b63\u57fa\u4e8e\u89c6\u89c9\u5185\u5bb9\u548c\u95ee\u9898\u8bed\u4e49\u751f\u6210\u7b54\u6848\u3002<\/p>\n<p>\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u4f5c\u8005\u8fdb\u4e00\u6b65\u5229\u7528\u8fd9\u4e9b\u8f6c\u6362\u540e\u7684\u6570\u636e\u5bf9\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5f3a\u5316\u5fae\u8c03\uff0c\u4f7f\u8bad\u7ec3\u4fe1\u53f7\u66f4\u52a0\u63a5\u8fd1\u771f\u5b9e\u5f00\u653e\u573a\u666f\uff0c\u4e5f\u964d\u4f4e\u4e86 MCQA \u9009\u9879\u504f\u5dee\u5e26\u6765\u7684\u5e72\u6270\u3002<\/p>\n<p>\u8fd9\u7bc7\u8bba\u6587\u6700\u5173\u952e\u7684\u8d21\u732e\uff0c\u662f\u628a\u4e00\u4e2a\u957f\u671f\u88ab\u9ed8\u8ba4\u63a5\u53d7\u7684\u8bc4\u6d4b\u5f62\u5f0f\u91cd\u65b0\u95ee\u9898\u5316\u4e86\u3002\u4f5c\u8005\u4e0d\u4ec5\u6307\u51fa MCQA \u5b58\u5728\u201c\u865a\u9ad8\u201d\u98ce\u9669\uff0c\u8fd8\u901a\u8fc7\u5b9e\u9a8c\u91cf\u5316\u4e86\u8fd9\u79cd\u504f\u5dee\uff0c\u53d1\u73b0\u5206\u6570\u53ef\u80fd\u88ab\u9ad8\u4f30\u591a\u8fbe\u7ea6 20 \u4e2a\u767e\u5206\u70b9\u3002<\/p>\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0cReVeL \u53c8\u63d0\u4f9b\u4e86\u4e00\u6761\u4ece\u201c\u9009\u62e9\u9898\u8bc4\u6d4b\u201d\u8d70\u5411\u201c\u53ef\u9a8c\u8bc1\u5f00\u653e\u95ee\u7b54\u201d\u7684\u8def\u5f84\u3002\u5b83\u65e2\u4fdd\u7559\u4e86\u81ea\u52a8\u8bc4\u6d4b\u7684\u53ef\u64cd\u4f5c\u6027\uff0c\u53c8\u8feb\u4f7f\u6a21\u578b\u6446\u8131\u5bf9\u9009\u9879\u7ebf\u7d22\u7684\u4f9d\u8d56\uff0c\u4ece\u800c\u63d0\u5347\u5f00\u653e\u95ee\u7b54\u80fd\u529b\u3001\u6570\u636e\u6548\u7387\u548c\u8bad\u7ec3\u7a33\u5065\u6027\u3002<\/p>\n<p>\u4e0e\u5176\u8bf4\u8fd9\u9879\u5de5\u4f5c\u53ea\u662f\u6362\u4e86\u4e00\u79cd\u9898\u578b\uff0c\u4e0d\u5982\u8bf4\u5b83\u5728\u6253\u7834\u591a\u6a21\u6001\u8bc4\u6d4b\u4e2d\u201c\u65b9\u4fbf\u8bc4\u4f30\u7b49\u4e8e\u6709\u6548\u8bc4\u4f30\u201d\u7684\u60ef\u6027\uff0c\u5e76\u5efa\u7acb\u8d77\u4e00\u79cd\u66f4\u63a5\u8fd1\u771f\u5b9e\u5e94\u7528\u7684\u8bad\u7ec3\u4e0e\u8bc4\u4f30\u65b9\u5f0f\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/04\/frc-08c43ec8d9dcb5b0236ecb2d342e67cb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/04\/frc-08c43ec8d9dcb5b0236ecb2d342e67cb.png\"><\/a><\/p>\n<p>\u628a\u8fd9\u4e24\u7bc7\u653e\u5728\u4e00\u8d77\u770b\uff0c\u4f1a\u53d1\u73b0\u5b83\u4eec\u90fd\u5728\u63a8\u52a8\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u8bc4\u6d4b\u4ece\u201c\u8868\u9762\u6b63\u786e\u201d\u8d70\u5411\u201c\u80fd\u529b\u771f\u5b9e\u201d\u3002VS-Bench \u8ffd\u95ee\u7684\u662f\uff1a\u6a21\u578b\u80fd\u5426\u5728\u591a\u667a\u80fd\u4f53\u73af\u5883\u4e2d\u5b8c\u6210\u7b56\u7565\u63a8\u7406\u4e0e\u51b3\u7b56\uff1bReVeL \u8ffd\u95ee\u7684\u662f\uff1a\u6a21\u578b\u770b\u4f3c\u7b54\u5bf9\u65f6\uff0c\u662f\u5426\u771f\u7684\u7406\u89e3\u4e86\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u88ab\u9009\u9879\u63d0\u793a\u5e26\u7740\u8d70\u3002<\/p>\n<p>\u524d\u8005\u628a\u8bc4\u4f30\u573a\u666f\u4ece\u5355\u4e00\u7406\u89e3\u6269\u5c55\u5230\u590d\u6742\u4ea4\u4e92\uff0c\u540e\u8005\u628a\u8bc4\u4f30\u5f62\u5f0f\u4ece\u591a\u9879\u9009\u62e9\u63a8\u8fdb\u5230\u53ef\u9a8c\u8bc1\u5f00\u653e\u95ee\u7b54\u3002\u5b83\u4eec\u5171\u540c\u6307\u5411\u7684\u662f\u540c\u4e00\u4e2a\u8d8b\u52bf\uff1a\u672a\u6765\u7684\u591a\u6a21\u6001\u6a21\u578b\u4e0d\u80fd\u53ea\u5728\u9759\u6001\u3001\u5c01\u95ed\u3001\u5bb9\u6613\u6253\u5206\u7684\u4efb\u52a1\u4e0a\u53d6\u5f97\u9ad8\u5206\uff0c\u800c\u5fc5\u987b\u5728\u66f4\u5f00\u653e\u3001\u66f4\u52a8\u6001\u3001\u66f4\u63a5\u8fd1\u771f\u5b9e\u4e16\u754c\u7684\u4efb\u52a1\u4e2d\u8bc1\u660e\u81ea\u5df1\u7684\u7406\u89e3\u3001\u63a8\u7406\u548c\u51b3\u7b56\u80fd\u529b\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%B8%8D%E6%98%AF%E5%B0%8F%E4%BF%AE%E5%B0%8F%E8%A1%A5%EF%BC%8C%E8%80%8C%E6%98%AF%E6%95%B4%E4%BD%93%E9%87%8D%E5%BB%BA\"><\/span>\u4e0d\u662f\u5c0f\u4fee\u5c0f\u8865\uff0c\u800c\u662f\u6574\u4f53\u91cd\u5efa<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e0e\u4e0d\u5c11\u5df2\u7ecf\u5177\u5907\u56fe\u50cf\u7406\u89e3\u80fd\u529b\u7684\u5f00\u6e90\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u76f8\u6bd4\uff0c\u7531 Allen Institute for AI \u548c \u534e\u76db\u987f\u5927\u5b66\u5171\u540c\u63d0\u51fa\u7684\u300aMolmo2: Open Weights and Data for Vision-Language Models with Video Understanding and Grounding\u300b\u5219\u628a\u5173\u6ce8\u70b9\u8fdb\u4e00\u6b65\u5ef6\u4f38\u5230\u4e86\u4e24\u4e2a\u66f4\u5173\u952e\u7684\u65b9\u5411\uff1a\u4e00\u662f\u89c6\u9891\u7406\u89e3\u80fd\u529b\uff0c\u4e8c\u662f\u8bed\u8a00\u4e0e\u89c6\u89c9\u4e4b\u95f4\u7684\u7cbe\u7ec6\u5bf9\u9f50\u3002<\/p>\n<p>\u5f53\u524d\u4e3b\u6d41\u5f00\u6e90 VLM \u867d\u7136\u5728\u5355\u5f20\u56fe\u50cf\u7406\u89e3\u4e0a\u5df2\u7ecf\u53d6\u5f97\u4e0d\u9519\u6548\u679c\uff0c\u4f46\u5728\u5904\u7406\u89c6\u9891\u8fd9\u79cd\u65f6\u5e8f\u4fe1\u606f\u66f4\u590d\u6742\u7684\u8f93\u5165\u65f6\u4ecd\u7136\u80fd\u529b\u6709\u9650\uff0c\u540c\u65f6\u5728\u5c06\u8bed\u8a00\u63cf\u8ff0\u7cbe\u786e\u5bf9\u5e94\u5230\u5177\u4f53\u89c6\u89c9\u533a\u57df\u65b9\u9762\u4e5f\u5b58\u5728\u660e\u663e\u4e0d\u8db3\u3002<\/p>\n<p>\u66f4\u6df1\u4e00\u5c42\u7684\u95ee\u9898\u5728\u4e8e\u201c\u5f00\u6e90\u201d\u7684\u4e0d\u5f7b\u5e95\uff1a\u4e0d\u5c11\u6a21\u578b\u4ec5\u5f00\u653e\u90e8\u5206\u6743\u91cd\uff0c\u8bad\u7ec3\u6570\u636e\u3001\u6570\u636e\u6765\u6e90\u6216\u8bad\u7ec3\u6d41\u7a0b\u5e76\u4e0d\u900f\u660e\uff0c\u751a\u81f3\u4f9d\u8d56\u95ed\u6e90\u6a21\u578b\u84b8\u998f\uff0c\u8fd9\u4f7f\u5f97\u7ed3\u679c\u96be\u4ee5\u590d\u73b0\uff0c\u4e5f\u9650\u5236\u4e86\u540e\u7eed\u7814\u7a76\u7684\u53ef\u6301\u7eed\u53d1\u5c55\u3002<\/p>\n<p>Molmo2 \u7684\u5207\u5165\u70b9\u6b63\u662f\u540c\u65f6\u56de\u5e94\u8fd9\u4e24\u4e2a\u95ee\u9898\u3002\u5b83\u4e0d\u4ec5\u6269\u5c55\u4e86\u8f93\u5165\u5f62\u5f0f\uff0c\u4ece\u5355\u56fe\u3001\u591a\u56fe\u8fdb\u4e00\u6b65\u8986\u76d6\u5230\u89c6\u9891\uff0c\u8fd8\u5728\u6a21\u578b\u4e2d\u5f15\u5165\u4e86 grounding \u80fd\u529b\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5c06\u8bed\u8a00\u4e2d\u7684\u63cf\u8ff0\u7cbe\u786e\u6620\u5c04\u5230\u56fe\u50cf\u6216\u89c6\u9891\u4e2d\u7684\u5177\u4f53\u533a\u57df\u3002<\/p>\n<p>\u8fd9\u6837\u4e00\u6765\uff0c\u6a21\u578b\u4e0d\u518d\u53ea\u662f\u56de\u7b54\u201c\u770b\u5230\u4e86\u4ec0\u4e48\u201d\uff0c\u800c\u662f\u80fd\u591f\u8fdb\u4e00\u6b65\u56de\u7b54\u201c\u5177\u4f53\u5728\u54ea\u91cc\u201d\uff0c\u5728\u7406\u89e3\u4e0e\u5b9a\u4f4d\u4e4b\u95f4\u5efa\u7acb\u66f4\u7d27\u5bc6\u7684\u8054\u7cfb\u3002\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span><\/p>\n<p>\u5728\u65b9\u6cd5\u4e4b\u5916\uff0c\u8fd9\u7bc7\u8bba\u6587\u7684\u4eae\u70b9\u540c\u6837\u77a9\u76ee\u3002\u9996\u5148\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5b8c\u5168\u5f00\u6e90\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4f53\u7cfb\uff0c\u4e0d\u4ec5\u5f00\u653e\u6a21\u578b\uff0c\u8fd8\u5f00\u653e\u6570\u636e\u548c\u8bad\u7ec3\u6d41\u7a0b\uff0c\u8fd9\u5728\u5f53\u524d\u591a\u6a21\u6001\u9886\u57df\u4e2d\u8f83\u4e3a\u5c11\u89c1\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u5b83\u5c06\u80fd\u529b\u4ece\u56fe\u50cf\u6269\u5c55\u5230\u89c6\u9891\uff0c\u5e76\u4e14\u52a0\u5165\u4e86\u7cbe\u7ec6\u7684\u5b9a\u4f4d\u80fd\u529b\uff0c\u4f7f\u6a21\u578b\u4e0d\u4ec5\u80fd\u201c\u770b\u61c2\u201d\uff0c\u8fd8\u53ef\u4ee5\u201c\u6307\u51fa\u5177\u4f53\u4f4d\u7f6e\u201d\u3002\u6700\u540e\uff0c\u8be5\u5de5\u4f5c\u5728\u5f00\u653e\u6027\u548c\u6027\u80fd\u4e4b\u95f4\u53d6\u5f97\u4e86\u5e73\u8861\uff0c\u4e3a\u540e\u7eed\u7814\u7a76\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u76f4\u63a5\u4f7f\u7528\u548c\u6269\u5c55\u7684\u57fa\u7840\u6a21\u578b\u6846\u67b6\u3002<\/p>\n<p>\u603b\u4f53\u6765\u770b\uff0c\u8fd9\u7bc7\u8bba\u6587\u7684\u6838\u5fc3\u8d21\u732e\u662f\u6784\u5efa\u4e86\u4e00\u5957\u5b8c\u5168\u5f00\u653e\u3001\u652f\u6301\u89c6\u9891\u7406\u89e3\u4e0e\u5b9a\u4f4d\u80fd\u529b\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4f53\u7cfb\uff0c\u4f7f\u591a\u6a21\u6001\u6a21\u578b\u4ece\u201c\u53ea\u7406\u89e3\u56fe\u50cf\u201d\u8fdb\u4e00\u6b65\u53d1\u5c55\u4e3a\u201c\u80fd\u591f\u7406\u89e3\u89c6\u9891\u5e76\u8fdb\u884c\u7cbe\u7ec6\u5bf9\u9f50\u201d\u7684\u7edf\u4e00\u6846\u67b6\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/04\/frc-edeec638abfaf7f43bf0466ae0aab789.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/04\/frc-edeec638abfaf7f43bf0466ae0aab789.png\"><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%B8%8D%E6%98%AF%E7%BC%BA%E6%A8%A1%E5%9E%8B%EF%BC%8C%E8%80%8C%E6%98%AF%E7%BC%BA%E6%95%B0%E6%8D%AE\"><\/span>\u4e0d\u662f\u7f3a\u6a21\u578b\uff0c\u800c\u662f\u7f3a\u6570\u636e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u800c\u7531\u82f9\u679c\u516c\u53f8\u63d0\u51fa\u7684 \u300aPico-Banana-400K: A Large-Scale Dataset for Text-Guided Image Editing\u300b\uff0c\u5219\u662f\u628a\u7126\u70b9\u653e\u5728\u6587\u672c\u9a71\u52a8\u56fe\u50cf\u7f16\u8f91\u91cc\u4e00\u4e2a\u57fa\u7840\u4f46\u957f\u671f\u7f3a\u53e3\u660e\u663e\u7684\u95ee\u9898\u4e0a\uff1a\u6a21\u578b\u60f3\u8981\u6839\u636e\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u4fee\u6539\u56fe\u50cf\uff0c\u79bb\u4e0d\u5f00\u5927\u89c4\u6a21\u3001\u9ad8\u8d28\u91cf\u3001\u5f00\u653e\u4e14\u8d34\u8fd1\u771f\u5b9e\u573a\u666f\u7684\u6570\u636e\uff0c\u4f46\u73b0\u6709\u6570\u636e\u96c6\u5f80\u5f80\u8981\u4e48\u89c4\u6a21\u6709\u9650\uff0c\u8981\u4e48\u4e3b\u8981\u4f9d\u8d56\u5408\u6210\u56fe\u50cf\uff0c\u96be\u4ee5\u8986\u76d6\u771f\u5b9e\u56fe\u50cf\u4e2d\u7684\u590d\u6742\u5185\u5bb9\u3001\u591a\u6837\u7269\u4f53\u5173\u7cfb\u548c\u5f00\u653e\u573a\u666f\u53d8\u5316\u3002<\/p>\n<p>Pico-Banana-400K \u6b63\u662f\u56f4\u7ed5\u8fd9\u4e00\u6570\u636e\u74f6\u9888\u6784\u5efa\u7684\u3002\u8bba\u6587\u57fa\u4e8e\u6765\u81ea OpenImages \u7684\u771f\u5b9e\u56fe\u50cf\uff0c\u5229\u7528\u591a\u6a21\u6001\u6a21\u578b\u81ea\u52a8\u751f\u6210\u7f16\u8f91\u6307\u4ee4\u548c\u5bf9\u5e94\u7f16\u8f91\u7ed3\u679c\uff0c\u4ece\u800c\u5f62\u6210\u5927\u89c4\u6a21\u7684\u201c\u56fe\u50cf &#8211; \u6307\u4ee4 &#8211; \u7f16\u8f91\u7ed3\u679c\u201d\u4e09\u5143\u7ec4\u6570\u636e\u96c6\u3002<\/p>\n<p>\u5b83\u5e76\u4e0d\u53ea\u662f\u7b80\u5355\u5806\u6570\u636e\uff0c\u800c\u662f\u5728\u6784\u5efa\u8fc7\u7a0b\u4e2d\u5f15\u5165\u7ec6\u7c92\u5ea6\u7f16\u8f91\u5206\u7c7b\u4f53\u7cfb\u548c\u591a\u6a21\u6001\u6a21\u578b\u8bc4\u5206\u673a\u5236\uff0c\u7528\u6765\u540c\u65f6\u4fdd\u8bc1\u4e24\u4ef6\u4e8b\uff1a\u7f16\u8f91\u7ed3\u679c\u8981\u7b26\u5408\u6307\u4ee4\uff0c\u4fee\u6539\u540e\u53c8\u8981\u5c3d\u53ef\u80fd\u4fdd\u6301\u539f\u59cb\u56fe\u50cf\u5185\u5bb9\u7684\u4e00\u81f4\u6027\u3002<\/p>\n<p>\u66f4\u8fdb\u4e00\u6b65\uff0c\u8fd9\u4e2a\u6570\u636e\u96c6\u7684\u8bbe\u8ba1\u4e5f\u6ca1\u6709\u505c\u7559\u5728\u5355\u6b65\u7f16\u8f91\u3002\u9664\u4e86\u57fa\u7840\u7684\u5355\u8f6e\u201c\u7ed9\u4e00\u5f20\u56fe\u3001\u6309\u4e00\u53e5\u8bdd\u7f16\u8f91\u201d\u4e4b\u5916\uff0c\u5b83\u8fd8\u5305\u542b\u591a\u8f6e\u7f16\u8f91\u6570\u636e\u3001\u504f\u597d\u6570\u636e\u4ee5\u53ca\u957f\u77ed\u6307\u4ee4\u5bf9\uff0c\u56e0\u800c\u53ef\u4ee5\u652f\u6301\u66f4\u590d\u6742\u7684\u63a8\u7406\u3001\u89c4\u5212\u548c\u5bf9\u9f50\u7814\u7a76\u3002<\/p>\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0cPico-Banana-400K \u4e0d\u53ea\u662f\u4e3a\u56fe\u50cf\u7f16\u8f91\u6a21\u578b\u8865\u5145\u8bad\u7ec3\u6837\u672c\uff0c\u800c\u662f\u5728\u5c1d\u8bd5\u628a\u6587\u672c\u9a71\u52a8\u56fe\u50cf\u7f16\u8f91\u4ece\u4e00\u6b21\u6027\u64cd\u4f5c\uff0c\u63a8\u8fdb\u5230\u66f4\u63a5\u8fd1\u771f\u5b9e\u4f7f\u7528\u573a\u666f\u7684\u8fde\u7eed\u7f16\u8f91\u3001\u504f\u597d\u5bf9\u9f50\u548c\u6307\u4ee4\u7406\u89e3\u3002<\/p>\n<p>\u8fd9\u7bc7\u5de5\u4f5c\u7684\u4ef7\u503c\u4e3b\u8981\u5728\u4e8e\uff0c\u5b83\u4ee5 40 \u4e07\u7ea7\u522b\u7684\u9ad8\u8d28\u91cf\u771f\u5b9e\u56fe\u50cf\u7f16\u8f91\u6570\u636e\uff0c\u586b\u8865\u4e86 instruction-based image editing \u9886\u57df\u957f\u671f\u7f3a\u5c11\u5f00\u653e\u5927\u89c4\u6a21\u6570\u636e\u7684\u7a7a\u767d\uff0c\u540c\u65f6\u53c8\u901a\u8fc7\u7cfb\u7edf\u5316\u7684\u6570\u636e\u6784\u5efa\u6d41\u7a0b\uff0c\u5728\u89c4\u6a21\u3001\u8d28\u91cf\u548c\u591a\u6837\u6027\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002<\/p>\n<p>\u5b83\u6253\u7834\u4e86\u4ee5\u5f80\u56fe\u50cf\u7f16\u8f91\u6570\u636e\u8fc7\u5c0f\u3001\u8fc7\u5408\u6210\u3001\u4efb\u52a1\u5f62\u5f0f\u5355\u4e00\u7684\u9650\u5236\uff0c\u5efa\u7acb\u8d77\u4e00\u4e2a\u66f4\u6807\u51c6\u5316\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u4e3a\u540e\u7eed\u6587\u672c\u9a71\u52a8\u56fe\u50cf\u7f16\u8f91\u6a21\u578b\u7684\u8bad\u7ec3\u3001\u8bc4\u6d4b\u548c\u5bf9\u9f50\u63d0\u4f9b\u4e86\u66f4\u624e\u5b9e\u7684\u8d77\u70b9\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/04\/frc-86b61261da00a0811c0a36d589155dab.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/04\/frc-86b61261da00a0811c0a36d589155dab.png\"><\/a><\/p>\n<p>\u96f7\u5cf0\u7f51\u539f\u521b\u6587\u7ae0\uff0c\u672a\u7ecf\u6388\u6743\u7981\u6b62\u8f6c\u8f7d\u3002\u8be6\u60c5\u89c1<a href=\"https:\/\/r.xiumi.us\/board\/v5\/3qhbI\/392977584\" rel=\"nofollow\" target=\"_blank\">\u8f6c\u8f7d\u987b\u77e5<\/a>\u3002<\/p>\n<p>\n                        <a href=\"https:\/\/vip.yanxishe.com\/?from=leiphonearticle\" target=\"_blank\"><br \/>\n                            <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/04\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/04\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\"><\/a><br \/>\n                        <\/a>\n                    <\/p>\n<p>                                            \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/ai\/SvE2BMZTXBVCKszD.html\" target=\"_blank\">CVPR 2026 \u591a\u6a21\u6001\u89c6\u89c9\u667a\u80fd\u5168\u666f\u68b3\u7406\uff1a\u4ece\u611f\u77e5\u5230\u63a8\u7406\u7684\u8303\u5f0f\u91cd\u5199<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5982\u679c\u56de\u770b\u8fc7\u53bb\u5341\u5e74\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u53d1\u5c55\uff0c\u5176\u4e3b\u7ebf [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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