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\"3B\u6a21\u578b\u78be\u538b\u82f1\u4f1f\u8fbe\u8c37\u6b4c\u540e\uff0cOm<\/div><\/figure>\n
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NVIDIA Cosmos\u9009\u62e9\u7684\u662f\u300c\u4e91\u7aef\u4e16\u754c\u6a21\u578b\u300d\u8def\u7ebf\u3002<\/p>\n

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Physical Intelligence\u7684\u03c0\u7cfb\u5217\uff0c\u5219\u63a2\u7d22\u300c\u4e91\u7aef\u901a\u7528\u673a\u5668\u4eba\u7b56\u7565\u6a21\u578b\u300d\uff0c\u5e0c\u671b\u901a\u8fc7\u5927\u89c4\u6a21\u8bad\u7ec3\u8ba9\u673a\u5668\u4eba\u5177\u5907\u8de8\u4efb\u52a1\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n

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\u8fd9\u4e9b\u573a\u666f\u51b3\u5b9a\u4e86\uff0c\u7269\u7406AI\u4e0d\u80fd\u6c38\u8fdc\u4f9d\u8d56\u4e91\u7aef\u5927\u8111\u3002<\/p>\n

\u4e1a\u5185\u4e4b\u524d\u7684\u89e3\u51b3\u65b9\u6848\u901a\u5e38\u662f\uff1a\u5148\u8bad\u7ec3\u4e00\u4e2a\u5927\u6a21\u578b\uff0c\u518d\u901a\u8fc7\u538b\u7f29\u3001\u84b8\u998f\u3001\u91cf\u5316\u7b49\u65b9\u5f0f\uff0c\u8ba9\u5b83\u9002\u914d\u7aef\u4fa7\u3002<\/p>\n

\u8fd9\u79cd\u300c\u8fc1\u79fb\u5f0f\u90e8\u7f72\u300d\u7684\u65b9\u5f0f\uff0c\u6a21\u578b\u672c\u8eab\u4ecd\u79bb\u4e0d\u5f00\u4e91\u7aef\uff0c\u53ea\u662f\u52aa\u529b\u8ba9\u81ea\u5df1\u300c\u53d8\u5f97\u66f4\u8f7b\u300d\u3002<\/p>\n

Om AI\u8054\u6c47\u60f3\u5f7b\u5e95\u6253\u7834\u9650\u5236\u3002<\/p>\n

VLX\u4ece\u6a21\u578b\u67b6\u6784\u5c42\u5c31\u5f00\u59cb\u8003\u8651\u7aef\u4fa7\u73af\u5883\uff0c\u628a\u5ef6\u8fdf\u3001\u529f\u8017\u3001\u7b97\u529b\u3001\u90e8\u7f72\u6210\u672c\u4f5c\u4e3a\u8bbe\u8ba1\u524d\u63d0\uff0c\u800c\u975e\u4f18\u5316\u76ee\u6807\u3002<\/p>\n

\u4e5f\u5c31\u662f\u8bf4\uff0c\u6a21\u578b\u4e0d\u662f\u4e00\u4e2a\u88ab\u8feb\u300c\u51cf\u80a5\u300d\u7684\u5927\u6a21\u578b\uff0c\u800c\u662f\u4e00\u4e2a\u5929\u751f\u9002\u5408\u7aef\u4fa7\u73af\u5883\u7684AI\u3002<\/p>\n

\u8fd9\u4e2a\u533a\u522b\u51b3\u5b9a\u4e86\u7269\u7406AI\u80fd\u4e0d\u80fd\u5927\u89c4\u6a21\u3001\u5feb\u901f\u5730\u8d70\u51fa\u5b9e\u9a8c\u5ba4\u3002<\/p>\n

\u7aef\u4fa7\u539f\u751f\u5e26\u6765\u7684\u4ef7\u503c\u662f\u76f4\u63a5\u7684\uff1a\u66f4\u5feb\u54cd\u5e94\u3001\u66f4\u4f4e\u6210\u672c\u3001\u66f4\u5f3a\u81ea\u4e3b\u6027\uff0c\u4ee5\u53ca\u8ba9\u7269\u7406AI\u8fdb\u5165\u5de5\u5382\u3001\u5bb6\u5ead\u3001\u65e0\u4eba\u673a\u5de1\u68c0\u3001\u667a\u80fd\u7ec8\u7aef\u3002<\/p>\n

\u800c\u8fd9\u79cd\u5927\u89c4\u6a21\u843d\u5730\u8981\u6c42\u6a21\u578b\u5177\u5907\u672c\u5730\u7406\u89e3\u80fd\u529b\u3001\u6301\u7eed\u4ea4\u4e92\u80fd\u529b\u548c\u4f4e\u6210\u672c\u90e8\u7f72\u80fd\u529b\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u7aef\u4fa7\u539f\u751f\u5e76\u975e\u4e00\u4e2a\u8425\u9500\u6982\u5ff5\u3002<\/p>\n

\u5b83\u5b9e\u9645\u4e0a\u4ee3\u8868\u4e86\u4e00\u6761\u65b0\u7684\u67b6\u6784\u8def\u7ebf\uff0c\u51b3\u5b9a\u7740\u672a\u6765\u7269\u7406AI\u5982\u4f55\u8fdb\u5165\u5343\u5343\u4e07\u4e07\u4e2a\u771f\u5b9e\u8bbe\u5907\u3002<\/p>\n

\u4e0d\u8fc7\uff0c\u8def\u7ebf\u5224\u65ad\u6700\u7ec8\u9700\u8981\u6280\u672f\u9a8c\u8bc1\u3002<\/p>\n

\u4e00\u4e2a\u9762\u5411\u7aef\u4fa7\u8bbe\u8ba1\u7684\u6a21\u578b\uff0c\u662f\u5426\u771f\u7684\u80fd\u6311\u6218\u66f4\u5927\u7684\u6a21\u578b\uff1f<\/p>\n

VLX-Seek 1.5\uff1a\u6211\u80fd\uff01<\/p>\n

VLX-Seek 1.5\u67093B\u300110B\u4e24\u4e2a\u7248\u672c\uff0c\u53c2\u6570\u89c4\u6a21\u90fd\u4e0d\u5927\u3002<\/p>\n

\u5982\u679c\u8bf4\u7aef\u4fa7\u539f\u751f\u67b6\u6784\u662f\u5176\u6218\u7565\u9009\u62e9\uff0c\u90a3\u4e48\u6d41\u5f0f\u591a\u6a21\u6001\u5c31\u662f\u5176\u4ee5\u5c0f\u640f\u5927\u7684\u6218\u672f\u4f18\u52bf\u3002<\/p>\n

\u4f20\u7edfVLM\u7684\u5de5\u4f5c\u6d41\u662f\u8fd9\u6837\u7684\uff1a\u6444\u50cf\u5934\u62cd\u4e00\u5f20\u7167\u7247\uff0c\u4e0a\u4f20\u5230\u4e91\u7aef\uff0c\u7b49\u5f85\u6a21\u578b\u63a8\u7406\uff0c\u8fd4\u56de\u7ed3\u679c\u3002<\/p>\n

\u8fd9\u662f\u5178\u578b\u7684\u6279\u5904\u7406\u6a21\u5f0f\uff0c\u82f1\u4f1f\u8fbe\u3001Google\u7b49\u5de8\u5934\u7684\u8def\u7ebf\u672c\u8d28\u4e0a\u90fd\u662f\u8fd9\u4e2a\u903b\u8f91\u3002<\/p>\n

\u7531\u6b64\u5e26\u6765\u7684\u95ee\u9898\u5219\u662f\u5ef6\u8fdf\u9ad8\u3001\u5e26\u5bbd\u4f9d\u8d56\u5927\u3001\u9690\u79c1\u4e0d\u53ef\u63a7\u3002\u5e76\u4e14\uff0c\u5b83\u628a\u7269\u7406\u4e16\u754c\u7684\u8fde\u7eed\u611f\u77e5\u5207\u5272\u6210\u4e86\u4e00\u5e27\u5e27\u7684\u9759\u6001\u5feb\u7167\u3002<\/p>\n

VLX-Seek 1.5\u7684\u6d41\u5f0f\u591a\u6a21\u6001\u67b6\u6784\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n

\u5b83\u63a5\u6536\u7684\u662f\u89c6\u9891\u6d41\u6301\u7eed\u8f93\u5165\uff0c\u5728\u7aef\u4fa7\u5b9e\u65f6\u7406\u89e3\uff0c\u52a8\u6001\u8f93\u51fa\u51b3\u7b56\u3002\u4e09\u5c42\u5fc3\u667a\u94fe\u8def\u6784\u6210\u4e86\u5b8c\u6574\u95ed\u73af\uff1a<\/p>\n

\u4ece\u300c\u62cd\u7167\u8bc6\u522b\u300d\u5230\u300c\u89c6\u9891\u6d41\u7406\u89e3\u300d\u7684\u8303\u5f0f\u53d8\u5316\uff0c\u53cd\u5411\u9a8c\u8bc1\u4e86\u540c\u53c2\u6570\u7ea7\u522b\u80fd\u8d62\u5de8\u5934\u7684\u5173\u952e\uff0c\u4e0d\u5728\u53c2\u6570\uff0c\u800c\u5728\u67b6\u6784\u3002<\/p>\n

\u5728VLX-Seek 1.5\u516c\u5f00\u7684\u8bc4\u6d4b\u4e2d\uff0cOm AI\u8054\u6c47\u6d4b\u8bd5\u4e863B\u548c10B\u4e24\u4e2a\u7248\u672c\uff0c\u8986\u76d6\u901a\u7528\u76ee\u6807\u68c0\u6d4b\u3001\u6307\u4ee3\u8868\u8fbe\u7406\u89e3\u3001\u65e0\u4eba\u673a\u89c6\u89d2\u611f\u77e5\u3001\u5177\u8eab\u7a7a\u95f4\u63a8\u7406\u4ee5\u53ca\u76ee\u6807\u5e7b\u89c9\u7b49\u591a\u4e2a\u65b9\u5411\u3002<\/p>\n

\u540c\u573a\u6bd4\u8f83\u7684\u6a21\u578b\uff0c\u4e0d\u4ec5\u5305\u62ec\u81ea\u5bb6\u4e0a\u4e00\u7248\u7684VLX-Seek\uff0c\u8fd8\u6709\u82f1\u4f1f\u8fbe\u7684LocateAnything\u7b49\u68c0\u6d4b\u589e\u5f3a\u578bVLM\uff0c\u4ee5\u53ca\u591a\u4e2a\u66f4\u5927\u7684\u5f00\u6e90\u6216\u95ed\u6e90\u6a21\u578b\u3002<\/p>\n

\u7ed3\u679c\u663e\u793a\uff0cVLX-Seek 1.5\u4e0d\u4ec5\u63d0\u5347\u4e86\u7ec6\u7c92\u5ea6\u89c6\u89c9\u7406\u89e3\u80fd\u529b\uff0c\u540c\u65f6\u5728\u65e0\u4eba\u673a\u5b9a\u4f4d\u3001\u5177\u8eab\u8bbe\u5907\u7a7a\u95f4\u63a8\u7406\u7b49\u573a\u666f\u4e2d\u5c55\u73b0\u51fa\u7ade\u4e89\u529b\u3002<\/p>\n

\u5176\u4e2d\uff0c\u6700\u5177\u4ee3\u8868\u6027\u7684\uff0c\u662f3B\u53c2\u6570\u7248\u672c\u4e0e\u540c\u89c4\u6a21\u6a21\u578b\uff08LocateAnything-3B\uff09\u7684\u6bd4\u8f83\u3002<\/p>\n

\u5728\u901a\u7528\u68c0\u6d4b\u4efb\u52a1\u4e2d\uff0cVLX-Seek 1.5-3B\u5728LVIS Mean\u6307\u6807\uff08\u8861\u91cf\u5f00\u653e\u96c6\u5b9a\u4f4d\u6a21\u578b\u5bf9\u4e0a\u5343\u79cd\u7269\u4f53\uff0c\u5305\u542b\u5927\u91cf\u7a00\u6709\u7269\u4f53\u7684\u6846\u9009\u80fd\u529b\uff09\u8fbe\u523057.5\uff0c\u76f8\u6bd4LocateAnything-3B\uff0850.7\uff09\uff0c\u63d0\u534713.4%\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\uff0c\u5728\u590d\u6742\u957f\u5c3e\u76ee\u6807\u8bc6\u522b\u4e2d\uff0c\u5c0f\u53c2\u6570\u6a21\u578b\u5e76\u6ca1\u6709\u56e0\u4e3a\u89c4\u6a21\u9650\u5236\u800c\u9000\u5316\u3002<\/p>\n

\u5728\u66f4\u63a5\u8fd1\u771f\u5b9e\u4ea4\u4e92\u7684\u6307\u4ee3\u8868\u8fbe\u7406\u89e3\u4efb\u52a1\u4e2d\uff0cVLX-Seek 1.5-3B\u5728RefCOCOg test Mean\uff08\u8bed\u8a00\u63cf\u8ff0\u5b9a\u4f4d\u76ee\u6807\u7269\u4f53\uff09\u8fbe\u523080.2\uff0c\u76f8\u6bd4LocateAnything-3B\uff0c\u63d0\u53473.4%\u3002<\/p>\n

\u7b80\u5355\u6765\u8bf4\uff0c\u4eba\u7c7b\u8bf4\u4e00\u53e5\uff1a\u627e\u5230\u90a3\u4e2a\u9760\u8fd1\u684c\u89d2\u7684\u5c0f\u76d2\u5b50\u3002<\/p>\n

\u6a21\u578b\u4e0d\u4ec5\u8981\u8bc6\u522b\u76d2\u5b50\uff0c\u8fd8\u8981\u7406\u89e3\u7a7a\u95f4\u5173\u7cfb\u3002\u8fd9\u8003\u9a8c\u7684\u4e0d\u662f\u5355\u7eaf\u89c6\u89c9\u80fd\u529b\uff0c\u800c\u662f\u89c6\u89c9\u548c\u8bed\u8a00\u4e4b\u95f4\u7684\u6df1\u5c42\u5173\u8054\u3002<\/p>\n

\u771f\u6b63\u62c9\u5f00\u5dee\u8ddd\u7684\u662f\u65e0\u4eba\u673a\u89c6\u89d2\u573a\u666f\u3002<\/p>\n

\u5bf9\u4e8e\u65e0\u4eba\u673a\u6765\u8bf4\uff0c\u76ee\u6807\u5f80\u5f80\u975e\u5e38\u5c0f\u3001\u8ddd\u79bb\u8fdc\u3001\u89c6\u89d2\u9ad8\u3001\u73af\u5883\u590d\u6742\u3002\u4f20\u7edf\u6a21\u578b\u5f88\u5bb9\u6613\u51fa\u73b0\u6f0f\u68c0\u6216\u8005\u8bef\u5224\u3002<\/p>\n

\u800c\u5728RefDrone\u6d4b\u8bd5\u4e2d\uff0cVLX-Seek 1.5-3B\u7684F1\u6307\u6807\u8fbe\u523073.2\uff0c\u76f8\u6bd4LocateAnything-3B\u768452.3\uff0c\u63d0\u534740%\u3002<\/p>\n

\u5b9e\u4f8b\u51c6\u786e\u7387Acc\u8fbe\u523058\uff0c\u76f8\u6bd4LocateAnything-3B\uff0835.6\uff09\u63d0\u534762.9%\u3002<\/p>\n

\u8fd9\u4e9b\u7ed3\u679c\u8bf4\u660e\uff0c\u5728\u6781\u7aef\u89c6\u89d2\u548c\u5c0f\u76ee\u6807\u573a\u666f\u4e0b\uff0c\u7aef\u4fa7\u539f\u751f\u67b6\u6784\u6b63\u5728\u5c55\u73b0\u4e0d\u540c\u4e8e\u4f20\u7edf\u8def\u7ebf\u7684\u6548\u7387\u4f18\u52bf\u3002<\/p>\n

VLX-Seek 1.5\u9a8c\u8bc1\u4e86\u4e00\u4ef6\u4e8b\uff1a\u5de8\u5934\u8def\u7ebf\u4f9d\u9760\u66f4\u5927\u89c4\u6a21\u89e3\u51b3\u95ee\u9898\uff0c\u4f46\u7aef\u4fa7\u539f\u751f\u8def\u7ebf\u901a\u8fc7\u66f4\u9002\u5408\u7269\u7406\u4e16\u754c\u7684\u67b6\u6784\uff0c\u4e5f\u80fd\u63d0\u9ad8\u5355\u4f4d\u53c2\u6570\u4ef7\u503c\u3002<\/p>\n

\u4e0d\u8fc7\uff0c\u5728\u5b9e\u9645\u90e8\u7f72\u65f6\uff0c\u4ec5\u6709\u5f3a\u8bc6\u522b\u80fd\u529b\u8fd8\u4e0d\u591f\u3002<\/p>\n

\u6a21\u578b\u6700\u5927\u7684\u98ce\u9669\u662f\u300c\u8fc7\u4e8e\u81ea\u4fe1\u300d\u3002<\/p>\n

\u5bf9\u4e8e\u804a\u5929\u673a\u5668\u4eba\uff0c\u6709\u65f6\u5019\u8fc7\u4e8e\u81ea\u4fe1\u7684\u7ed3\u679c\uff0c\u5c31\u662f\u7ed9\u51fa\u4e00\u6b21\u9519\u8bef\u7684\u56de\u590d\u3002<\/p>\n

\u4f46\u5bf9\u4e8e\u673a\u5668\u4eba\u3001\u65e0\u4eba\u673a\u548c\u5b89\u9632\u7cfb\u7edf\uff0c\u6a21\u578b\u7684\u4e00\u6b21\u9519\u8bef\u5224\u65ad\u53ef\u80fd\u76f4\u63a5\u89e6\u53d1\u9519\u8bef\u52a8\u4f5c\uff0c\u5bf9\u771f\u5b9e\u4e16\u754c\u5b89\u5168\u9020\u6210\u4e0d\u53ef\u633d\u56de\u7684\u5f71\u54cd\u3002<\/p>\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0cVLX-Seek 1.5\u5f15\u5165\u76ee\u6807\u5e7b\u89c9\u6307\u6807\uff0c\u7528\u4e8e\u8861\u91cf\u6a21\u578b\u662f\u5426\u4f1a\u4ea7\u751f\u4e0d\u5b58\u5728\u76ee\u6807\u7684\u8bef\u62a5\u3002<\/p>\n

\u8be5\u6307\u6807\u5b9a\u4e49\u4e3a\uff1aObject Hallucination = FP\/Number of GT Objects\u3002<\/p>\n

\u5176\u4e2d\uff0cFP\u4ee3\u8868\u9488\u5bf9\u5b9e\u9645\u4e0d\u5b58\u5728\u8bf7\u6c42\u76ee\u6807\u4ea7\u751f\u7684\u5047\u9633\u6027\u68c0\u6d4b\uff0c\u6570\u503c\u8d8a\u4f4e\uff0c\u8bf4\u660e\u6a21\u578b\u4ea7\u751f\u7684\u76ee\u6807\u5e7b\u89c9\u8d8a\u5c11\u3002<\/p>\n

\u5728RefDrone\u76ee\u6807\u5e7b\u89c9\u8bc4\u6d4b\u4e2d\uff0cVLX-Seek 1.5\u7684FP\/GT\u4e3a18\uff0c\u800cLocateAnything-3B\u4e3a71.3\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\uff0c\u5728\u540c\u7b49\u6761\u4ef6\u4e0b\uff0cVLX-Seek 1.5\u80fd\u591f\u663e\u8457\u51cf\u5c11\u9519\u8bef\u76ee\u6807\u5224\u65ad\u3002<\/p>\n

\u5b83\u9009\u62e9\u4e86\u4e00\u6761\u4e0d\u540c\u7684\u667a\u80fd\u8def\u7ebf\uff1a\u4e0d\u5f3a\u884c\u7ed9\u7b54\u6848\uff0c\u4e14\u5728\u4fe1\u606f\u4e0d\u8db3\u65f6\uff0c\u6562\u8bf4\u300c\u6211\u4e0d\u77e5\u9053\u300d\u3002<\/p>\n

\u62d2\u7edd\u8bc6\u522b\uff0c\u5e76\u4e0d\u662f\u6a21\u578b\u53d8\u5f31\u3002\u6070\u6070\u76f8\u53cd\uff0c\u77e5\u9053\u4ec0\u4e48\u65f6\u5019\u8bf4\u4e0d\u77e5\u9053\uff0c\u53cd\u800c\u624d\u662f\u667a\u80fd\u8d70\u8fdb\u771f\u5b9e\u7269\u7406\u4e16\u754c\u7684\u91cd\u8981\u6807\u5fd7\u3002<\/p>\n

\u5728\u5b89\u9632\u673a\u5668\u4eba\u3001\u65e0\u4eba\u673a\u5de1\u68c0\u7b49\u9ad8\u53ef\u9760\u573a\u666f\u4e2d\uff0c\u4e71\u62a5\u8b66\u53ef\u6bd4\u6f0f\u62a5\u5371\u9669\u5f97\u591a\u3002<\/p>\n

\u8d44\u672c\u5bf9\u8303\u5f0f\u6295\u7968\uff0c\u5f80\u5f80\u6bd4\u6280\u672f\u793e\u533a\u7684\u5224\u65ad\u66f4\u65e9\u3002<\/p>\n

Om AI\u8054\u6c47\u6b64\u6b21\u5b8c\u6210\u6570\u4ebf\u5143\u7684\u878d\u8d44\uff0c\u91ca\u653e\u7684\u4fe1\u53f7\u5f88\u660e\u786e\uff1a\u8d44\u672c\u5e02\u573a\u5f00\u59cb\u4e3a\u7aef\u4fa7\u539f\u751f\u8303\u5f0f\u5b9a\u4ef7\u3002<\/p>\n

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\n

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