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pour-out\uff09\u3002<\/p>\n<p>Gemini 3.1\u5728\u300c\u90e8\u5206\u906e\u6321\u300d\u4efb\u52a1\u4e0a\uff0c\u5982\u679c\u7ed9\u5230\u6700\u4f73\u89c2\u5bdf\u89c6\u89d2\uff0c\u51c6\u786e\u7387\u4ece14.6%\u66b4\u6da8\u523095.1%\u3002<\/p>\n<p>\u8fd9\u8bf4\u660e\uff0c\u6a21\u578b\u672c\u8eab\u7684\u611f\u77e5\u80fd\u529b\u662f\u597d\u7684\uff0c\u53ea\u8981\u7ed9\u5bf9\u89c6\u89d2\uff0c\u5b83\u5c31\u80fd\u770b\u5f97\u61c2\u3002<\/p>\n<p>\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u6a21\u578b\u81ea\u5df1\u627e\u4e0d\u5230\u90a3\u4e2a\u5bf9\u7684\u89c6\u89d2\u3002<\/p>\n<p>\u66f4\u7cdf\u7cd5\u7684\u95ee\u9898\u5728\u4e8e\uff0c\u88ab\u52a8\u591a\u89c6\u89d2\u7b56\u7565\u4e0d\u4ec5\u6ca1\u7528\uff0c\u53cd\u800c\u6709\u5bb3\u3002<\/p>\n<p>\u8ba9GPT-5\u591a\u770b\u51e0\u5f20\u968f\u673a\u89d2\u5ea6\u7684\u56fe\u7247\uff0c\u7a7a\u95f4\u8ddd\u79bb\u4efb\u52a1\u7684\u51c6\u786e\u7387\u4ece53.9%\u964d\u523049.1%\u3002\u56fe\u770b\u5f97\u591a\u4e86\uff0c\u5206\u53cd\u800c\u4f4e\u4e86\u3002<\/p>\n<p>\u25b3GPT-5\u548cGemini 3.1\u5728\u4e3b\u52a8\u63a2\u7d22\u4e2d\u8fbe\u5230\u6b63\u786e\u7b54\u6848\u6240\u9700\u7684\u5e73\u5747\u6b65\u6570<\/p>\n<p>\u56e2\u961f\u628a\u8fd9\u4e2a\u73b0\u8c61\u547d\u540d\u4e3a\u300c\u52a8\u4f5c\u76f2\u89c6\u300d\uff08Action Blindness\uff09\uff0c\u4e00\u4e2a\u5dee\u52a8\u4f5c\u5bfc\u81f4\u4e00\u4e2a\u5dee\u89c6\u89d2\uff0c\u5dee\u89c6\u89d2\u89e6\u53d1\u66f4\u5dee\u52a8\u4f5c\uff0c\u5f62\u6210\u4e0d\u53ef\u9006\u7684\u7ea7\u8054\u5931\u8d25\u3002<\/p>\n<p>\u5728\u7ed3\u6784\u56f4\u5408\u4efb\u52a1\u4e0a\uff0c\u4e3b\u52a8\u63a2\u7d22\u7b56\u7565\u548c\u4e0a\u5e1d\u89c6\u89d2\u7684\u5dee\u8ddd\u9ad8\u8fbe49.7%\u3002<\/p>\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0c\u7a7a\u95f4\u667a\u80fd\u7684\u5361\u70b9\u4e0d\u5728\u4e8e\u89c6\u89c9\u6a21\u578b\u4e0d\u591f\u5f3a\uff0c\u800c\u662f\u884c\u52a8\u7b56\u7565\u51e0\u4e4e\u4e3a\u96f6\u3002<\/p>\n<p>\u7b2c\u4e8c\uff0c3D\u91cd\u5efa\u4e0d\u662f\u4e07\u80fd\u836f\uff0c\u4e0d\u5b8c\u7f8e\u76843D\u6bd42D\u66f4\u5751\u3002<\/p>\n<p>\u65e2\u71362D\u88ab\u52a8\u770b\u56fe\u4e0d\u884c\uff0c\u90a3\u4e0a3D\u5462\uff1f\u8fd9\u4e5f\u662f\u5f53\u524d\u5f88\u591a\u5177\u8eab\u667a\u80fd\u56e2\u961f\u7684\u8def\u5b50\uff0c\u5148\u91cd\u5efa\u4e09\u7ef4\u573a\u666f\uff0c\u518d\u5728\u573a\u666f\u56fe\u4e0a\u505a\u63a8\u7406\u3002<\/p>\n<p>\u7ed3\u679c\u53d1\u73b0\uff0c\u5982\u679c\u7ed9\u7684\u662f\u771f\u503c3D\uff08\u4e0a\u5e1d\u89c6\u89d2\u7684\u5b8c\u7f8e\u51e0\u4f55\uff09\uff0c\u90a3\u786e\u5b9e\u5f88\u5f3a\u3002<\/p>\n<p>Gemini\u5728\u6750\u8d28\u900f\u660e\u4efb\u52a1\u4e0a\uff0c2D\u7248\u672c\u5f97\u520644.0%\uff0c3D\u7248\u672c\u5f97\u520660.4%\uff0c\u63d0\u534716.4\u4e2a\u767e\u5206\u70b9\u3002\u5728\u9700\u8981\u7cbe\u786e\u6df1\u5ea6\u4fe1\u606f\u7684\u4efb\u52a1\u4e0a\uff0c3D grounding\u6709\u5929\u7136\u4f18\u52bf\u3002<\/p>\n<p>\u4f46\u5982\u679c\u662f\u771f\u5b9e\u91cd\u5efa\u5462\uff1f\u56e2\u961f\u7528\u5f53\u524d\u6700\u5148\u8fdb\u7684VGGT\u6a21\u578b\u505a\u573a\u666f\u91cd\u5efa\uff0c\u518d\u628a\u91cd\u5efa\u7ed3\u679c\u5582\u7ed9\u63a8\u7406\u6a21\u578b\u3002<\/p>\n<p>\u7ed3\u679c\u90a3\u53eb\u4e00\u4e2a\u60e8\u4e0d\u5fcd\u7779\uff1a\u51e0\u4f55\u914d\u7f6e\u4efb\u52a1\u4e0a\uff0c2D\u57fa\u7ebf\u5f97\u520627.5%\uff0cVGGT\u91cd\u5efa\u540e\u7684\u573a\u666f\u56fe\u5f97\u5206\u53ea\u67099.9%\u3002<\/p>\n<p>\u8fd9\u8bf4\u660e\uff0c\u4e0d\u5b8c\u7f8e\u76843D\u4e0d\u662f\u4e2d\u6027\u5931\u8d25\uff0c\u5b83\u662f\u8d1f\u5411\u5931\u8d25\u3002\u51e0\u4f55\u4f2a\u5f71\u3001\u906e\u6321\u8865\u5168\u9519\u8bef\u3001\u6df1\u5ea6\u4f30\u8ba1\u504f\u5dee\uff0c\u628a\u8fd9\u4e9b\u5931\u771f\u4fe1\u606f\u7f16\u7801\u6210\u573a\u666f\u56fe\uff0c\u5c31\u7b49\u4e8e\u7ed9\u63a8\u7406\u6a21\u578b\u5582\u4e86\u4e00\u4efd\u300c\u6709\u6bd2\u300d\u7684\u8f93\u5165\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c2D\u867d\u7136\u4fe1\u606f\u5c11\uff0c\u4f46\u81f3\u5c11\u4e0d\u5931\u771f\uff1b3D\u5982\u679c\u91cd\u5efa\u8d28\u91cf\u4e0d\u8fc7\u5173\uff0c\u6bd42D\u8fd8\u4e0d\u5982\u3002<\/p>\n<p>\u7b2c\u4e09\uff0c\u5143\u8ba4\u77e5\u7f3a\u9677\uff1a\u6a21\u578b\u4e0d\u77e5\u9053\u81ea\u5df1\u770b\u6ca1\u770b\u591f\u3002<\/p>\n<p>\u8bba\u6587\u91cc\u8fd8\u6709\u4e00\u7ec4\u5bf9\u6bd4\u5b9e\u9a8c\uff0c\u63a2\u8ba8\u4e86\u667a\u80fd\u4f53\u548c\u4eba\u7c7b\u7684\u7a7a\u95f4\u63a8\u7406\u80fd\u529b\u7a76\u7adf\u8fd8\u6709\u591a\u5927\u5dee\u8ddd\u3002<\/p>\n<p>\u7ed3\u679c\u53d1\u73b0\uff0c\u5c3d\u7ba1\u4eba\u7c7b\u4e0e\u6a21\u578b\u4e4b\u95f4\u5b58\u5728\u611f\u77e5\u5dee\u8ddd\uff0c\u4f46\u8be5\u5dee\u8ddd\u53ef\u80fd\u6bd4\u666e\u904d\u8ba4\u4e3a\u7684\u8981\u5c0f\u3002<\/p>\n<p>\u5728\u90e8\u5206\u7c7b\u522b\u4e2d\uff0c\u6a21\u578b\u7684\u88ab\u52a8\u8868\u73b0\u751a\u81f3\u80fd\u4e0e\u4eba\u7c7b\u6301\u5e73\u6216\u8d85\u8d8a\u4eba\u7c7b\u3002<\/p>\n<p>\u5728\u771f\u5b9e\u8f68\u8ff9\u6761\u4ef6\u4e0b\uff0cGemini\u5728\u90e8\u5206\u906e\u6321\u4efb\u52a1\u4e0a\u8fbe\u523088.4%\u7684\u51c6\u786e\u7387\uff0c\u800c\u4eba\u7c7b\u4e3a87.4%\uff1bGPT-5\u5728\u6750\u8d28\u900f\u660e\u5ea6\u4efb\u52a1\u4e0a\u8fbe\u523096.3%\uff0c\u4eba\u7c7b\u5219\u4e3a97.2%\u3002<\/p>\n<p>\u7136\u800c\u5728\u4e3b\u52a8\u63a2\u7d22\u573a\u666f\u4e0b\uff0c\u4e8c\u8005\u7684\u5dee\u8ddd\u6025\u5267\u663e\u73b0\u3002<\/p>\n<p>\u4eba\u7c7b\u51ed\u501f\u660e\u786e\u7684\u89c2\u5bdf\u76ee\u6807\u548c\u505c\u6b62\u65f6\u673a\uff0c\u8868\u73b0\u8fdc\u8d85\u6a21\u578b\uff0c\u4e14\u4e3b\u52a8\u63a2\u7d22\u7684\u8868\u73b0\u66f4\u63a5\u8fd1\u771f\u5b9e\u8f68\u8ff9\u4e0b\u7684\u88ab\u52a8\u8868\u73b0\u3002<\/p>\n<p>\u4f8b\u5982\u5728\u7269\u7406\u63a5\u89e6\u4efb\u52a1\u4e2d\uff0c\u4eba\u7c7b\u51c6\u786e\u7387\u4e3a88.3%\uff0c\u800c GPT-5\u4ec5\u4e3a 64.2%\uff1b\u5728\u6750\u8d28\u900f\u660e\u5ea6\u4efb\u52a1\u4e2d\uff0c\u4eba\u7c7b\u51c6\u786e\u7387\u4e3a93.6%\uff0cGemini 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Hong\u3002<\/p>\n<p>Yining Hong\uff0c\u65af\u5766\u798f\u5927\u5b66\u7684\u535a\u58eb\u540e\uff0c\u5bfc\u5e08\u4e3aYejin Choi\u6559\u6388\uff0c\u540c\u65f6\u53d7\u5230Leonidas Guibas\u6559\u6388\u3001\u5434\u5bb6\u4fca\u6559\u6388\u548c\u674e\u98de\u98de\u6559\u6388\u7684\u5bc6\u5207\u6307\u5bfc\u3002<\/p>\n<p>\u5979\u66fe\u5728UCLA\u83b7\u5f97\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u5b66\u4f4d\uff0c\u672c\u79d1\u5c31\u8bfb\u4e8e\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u7535\u5b50\u5de5\u7a0b\u7cfb\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5979\u8fd8\u662f\u4e00\u540d\u804c\u4e1a\u97f3\u4e50\u5bb6\uff0c\u5e73\u65f6\u4f1a\u548c\u4e50\u961f\u4e00\u8d77\u5de1\u6f14\uff0c\u540c\u65f6\u4e5f\u662fCVPR 2026\u7684\u793e\u4ea4\u4e3b\u5e2d\uff0c\u8d1f\u8d23\u7ec4\u7ec7CVPR\u62db\u5f85\u4f1a\u548c\u97f3\u4e50\u8868\u6f14\u3002<\/p>\n<p>Jiageng Liu\uff08\u5218\u5bb6\u8015\uff09\uff0c\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821\uff08UCLA\uff09Mobility 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