{"id":32857,"date":"2025-09-11T17:33:13","date_gmt":"2025-09-11T09:33:13","guid":{"rendered":"http:\/\/192.168.10.115\/?p=32857"},"modified":"2025-09-11T17:33:13","modified_gmt":"2025-09-11T09:33:13","slug":"2025-09-11-%e6%b8%af%e7%a7%91%e7%90%86%e6%83%b3%e6%9c%80%e6%96%b0%ef%bc%81omnireason-%e6%97%b6%e5%ba%8f%e5%bc%95%e5%af%bc%e7%9a%84vla%e5%86%b3%e7%ad%96%e6%96%b0%e6%a1%86%e6%9e%b6","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/09\/11\/32857\/","title":{"rendered":"2025-09-11 \u6e2f\u79d1&amp;\u7406\u60f3\u6700\u65b0\uff01OmniReason: \u65f6\u5e8f\u5f15\u5bfc\u7684VLA\u51b3\u7b56\u65b0\u6846\u67b6"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s\/8An12opMcWydQ0lKNEqa5g\">https:\/\/mp.weixin.qq.com\/s\/8An12opMcWydQ0lKNEqa5g<\/a><\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u7684\u89c6\u89c9 &#8211; \u8bed\u8a00\u6a21\u578b\uff08VLMs\uff09\u5728\u7a7a\u95f4\u63a8\u7406\u65b9\u9762\u5c55\u73b0\u51fa\u4ee4\u4eba\u77a9\u76ee\u7684\u80fd\u529b\uff0c\u4f46\u73b0\u6709\u65b9\u6cd5\u591a\u805a\u7126\u4e8e\u9759\u6001\u573a\u666f\u7406\u89e3\uff0c\u5374\u5ffd\u7565\u4e86\u771f\u5b9e\u9a7e\u9a76\u573a\u666f\u4e2d\u81f3\u5173\u91cd\u8981\u7684\u65f6\u95f4\u7ef4\u5ea6\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u5173\u952e\u5c40\u9650\uff0c\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u4e0e\u7406\u60f3\u6c7d\u8f66\u7684\u56e2\u961f\u63d0\u51fa\u4e86 OmniReason \u6846\u67b6 \u2014\u2014 \u4e00\u79cd\u65b0\u578b\u89c6\u89c9 &#8211; \u8bed\u8a00 &#8211; \u52a8\u4f5c\uff08VLA\uff09\u6846\u67b6\uff0c\u901a\u8fc7\u8054\u5408\u5efa\u6a21\u52a8\u6001 3D \u73af\u5883\u53ca\u5176\u6f5c\u5728\u51b3\u7b56\u8fc7\u7a0b\uff0c\u6784\u5efa\u5f3a\u5927\u7684\u65f6\u7a7a\u63a8\u7406\u80fd\u529b\u3002\u5177\u4f53\u800c\u8a00\uff1a<\/p>\n\n\n\n<p>\u9996\u5148\u6784\u5efa\u4e86\u7528\u4e8e\u6a21\u578b\u8bad\u7ec3\u7684\u5927\u89c4\u6a21 VLA \u6570\u636e\u96c6 OmniReason-Data\uff0c\u5305\u62ec OmniReason-nuScenes \u548c OmniReason-Bench2Drive\uff1b\u8be5\u6570\u636e\u96c6\u901a\u8fc7\u65b0\u9896\u7684\u5e7b\u89c9\u6291\u5236\u81ea\u52a8\u6807\u6ce8\u6d41\u7a0b\uff0c\u63d0\u4f9b\u4e86\u5e26\u6709\u5bc6\u96c6\u65f6\u7a7a\u6807\u6ce8\u548c\u81ea\u7136\u8bed\u8a00\u89e3\u91ca\u7684\u6837\u672c\uff0c\u786e\u4fdd\u4e86\u7269\u7406\u5408\u7406\u6027\u548c\u65f6\u95f4\u8fde\u8d2f\u6027\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\u4e3a\u5145\u5206\u5229\u7528\u6570\u636e\u4e2d\u7684\u591a\u6a21\u6001\u76d1\u7763\u4fe1\u606f\uff0c\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86 OmniReason-Agent 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class=\"wp-block-list\">\n<li>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2509.00789<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5f15\u8a00<\/strong><\/p>\n\n\n\n<p>\u7aef\u5230\u7aef\u5b66\u4e60\u5df2\u8fc5\u901f\u6210\u4e3a\u81ea\u52a8\u9a7e\u9a76\u7684\u57fa\u7840\u8303\u5f0f\uff0c\u4fc3\u8fdb\u4e86\u611f\u77e5\u3001\u9884\u6d4b\u548c\u89c4\u5212\u5728\u7edf\u4e00\u6846\u67b6\u4e0b\u7684\u8054\u5408\u4f18\u5316\u3002\u501f\u52a9\u5927\u89c4\u6a21\u9a7e\u9a76\u6570\u636e\u96c6\uff0c\u8fd9\u4e9b\u6a21\u578b\u80fd\u591f\u76f4\u63a5\u4ece\u539f\u59cb\u4f20\u611f\u5668\u6570\u636e\u4e2d\u5b66\u4e60\u9a7e\u9a76\u7b56\u7565\uff0c\u5728\u5404\u79cd\u771f\u5b9e\u573a\u666f\u4e2d\u5c55\u73b0\u51fa\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u6027\u80fd\u3002\u7136\u800c\uff0c\u5c3d\u7ba1\u53d6\u5f97\u4e86\u8fd9\u4e9b\u8fdb\u5c55\uff0c\u5f53\u524d\u7684E2E\u65b9\u6cd5\u4ecd\u9762\u4e34\u6301\u7eed\u7684\u6311\u6218\uff1a\u5b83\u4eec\u5f80\u5f80\u96be\u4ee5\u6cdb\u5316\u5230\u7a00\u6709\u7684\u957f\u5c3e\u4e8b\u4ef6\uff0c\u5bf9\u9ad8\u7ea7\u573a\u666f\u8bed\u4e49\u7406\u89e3\u4e0d\u8db3\uff0c\u5e76\u4e14\u7f3a\u4e4f\u5728\u5f00\u653e\u4e16\u754c\u73af\u5883\u4e2d\u6240\u9700\u7684\u81ea\u9002\u5e94\u4e14\u53ef\u89e3\u91ca\u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u548c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLMs\uff09\u7684\u51fa\u73b0\uff0c\u51f8\u663e\u4e86\u5b83\u4eec\u5728\u4e0a\u4e0b\u6587\u5b66\u4e60\u3001\u5e38\u8bc6\u63a8\u7406\u548c\u8d85\u8d8a\u8bad\u7ec3\u5206\u5e03\u7684\u6cdb\u5316\u80fd\u529b\u65b9\u9762\u7684\u5353\u8d8a\u8868\u73b0\u3002\u8fd9\u4e9b\u65b0\u5174\u80fd\u529b\u4e3a\u63d0\u5347\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u7684\u667a\u80fd\u6027\u548c\u9c81\u68d2\u6027\u63d0\u4f9b\u4e86\u6781\u5177\u5438\u5f15\u529b\u7684\u673a\u4f1a\uff0c\u7279\u522b\u662f\u5728\u9762\u5bf9\u771f\u5b9e\u4e16\u754c\u3001\u5b89\u5168\u5173\u952e\u7684\u90e8\u7f72\u590d\u6742\u6027\u65f6\u3002\u7136\u800c\uff0c\u76f4\u63a5\u5c06\u73b0\u6709\u7684VLM\u5e94\u7528\u4e8e\u81ea\u52a8\u9a7e\u9a76\u5b58\u5728\u663e\u8457\u6311\u6218\u3002\u5927\u591a\u6570VLM\u4e3b\u8981\u9488\u5bf9\u9759\u6001\u4e8c\u7ef4\u89c6\u89c9\u8bed\u8a00\u4efb\u52a1\u8fdb\u884c\u4f18\u5316\uff0c\u9650\u5236\u4e86\u5176\u5728\u4e30\u5bcc\u3001\u52a8\u6001\u7684\u4e09\u7ef4\u9a7e\u9a76\u73af\u5883\u4e2d\u7684\u7a7a\u95f4\u63a8\u7406\u548c\u5168\u9762\u573a\u666f\u7406\u89e3\u80fd\u529b\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u7f3a\u4e4f\u663e\u5f0f\u7684\u65f6\u95f4\u5efa\u6a21\u673a\u5236\u4f7f\u5f97\u8fd9\u4e9b\u6a21\u578b\u65e0\u6cd5\u6709\u6548\u63a8\u7406\u968f\u65f6\u95f4\u5c55\u5f00\u7684\u4ea4\u4e92\u3001\u8fd0\u52a8\u548c\u56e0\u679c\u5173\u7cfb\u3002\u6b64\u5916\uff0c\u5b83\u4eec\u503e\u5411\u4e8e\u4ea7\u751f\u5e7b\u89c9\u5f0f\u6216\u4e0d\u53ef\u9760\u7684\u63cf\u8ff0\uff0c\u4e25\u91cd\u5f71\u54cd\u4e86\u81ea\u52a8\u9a7e\u9a76\u7b49\u9ad8\u98ce\u9669\u5e94\u7528\u6240\u9700\u7684\u53ef\u4fe1\u5ea6\u3002\u56e0\u6b64\uff0c\u4e00\u4e2a\u91cd\u8981\u7684\u6280\u672f\u96be\u9898\u6d6e\u73b0\u51fa\u6765\uff1a\u5982\u4f55\u6709\u6548\u5229\u7528\u5927\u578bVLM\u7684\u6cdb\u5316\u548c\u63a8\u7406\u80fd\u529b\uff0c\u5f00\u53d1\u80fd\u591f\u5728\u5feb\u901f\u53d8\u5316\u7684\u771f\u5b9e\u73af\u5883\u4e2d\u751f\u6210\u53ef\u9760\u3001\u65f6\u95f4\u8fde\u8d2f\u4e14\u53ef\u89e3\u91ca\u9a7e\u9a76\u52a8\u4f5c\u7684\u89c6\u89c9-\u8bed\u8a00-\u52a8\u4f5c\uff08Vision-Language-Action\uff0cVLA\uff09\u6846\u67b6\uff1f<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u672c\u6587\u63d0\u51fa\u4e86OmniReason-Data\uff0c\u5305\u542b\u4e24\u4e2a\u5927\u89c4\u6a21\u3001\u7c7b\u4ebaVLA\u6570\u636e\u96c6\uff1aOmniReason-nuScenes\u548cOmniReason-Bench2Drive\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u3001\u65f6\u95f4\u5bc6\u96c6\u7684\u6807\u6ce8\uff0c\u878d\u5408\u4e86\u4eba\u7c7b\u5148\u9a8c\u77e5\u8bc6\u3001\u56e0\u679c\u63a8\u7406\u94fe\u548c\u9762\u5411\u573a\u666f\u7684\u63cf\u8ff0\uff0c\u6db5\u76d6\u4e86\u591a\u6837\u4e14\u5177\u6709\u6311\u6218\u6027\u7684\u9a7e\u9a76\u573a\u666f\u3002\u501f\u52a9\u591a\u6a21\u6001\u76d1\u7763\u548c\u81ea\u7136\u8bed\u8a00\u63a8\u7406\uff0cOmniReason\u63d0\u5347\u4e86\u81ea\u52a8\u9a7e\u9a76\u57fa\u51c6\u7684\u771f\u5b9e\u6027\u3001\u53ef\u89e3\u91ca\u6027\u548c\u8986\u76d6\u5ea6\uff0c\u4e3a\u573a\u666f\u7406\u89e3\u548c\u52a8\u4f5c\u751f\u6210\u7814\u7a76\u5960\u5b9a\u4e86\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u4e9b\u6570\u636e\u96c6\uff0c\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86OmniReason-Agent\uff0c\u4e00\u79cd\u65b0\u9896\u7684\u7aef\u5230\u7aefVLA\u6a21\u578b\uff0c\u4e13\u95e8\u8bbe\u8ba1\u7528\u4e8e\u5229\u7528OmniReason\u6570\u636e\u96c6\u4e2d\u591a\u5c42\u6b21\u7684\u76d1\u7763\u4fe1\u606f\u3002\u5173\u952e\u5728\u4e8e\uff0cOmniReason-Agent\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u6846\u67b6\uff0c\u5c06\u4eba\u7c7b\u7c7b\u5148\u9a8c\u548c\u65f6\u7a7a\u56e0\u679c\u63a8\u7406\u7f16\u7801\u5e76\u6c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OmniReason-nuScenes \u548c OmniReason-Bench2Drive \u4e24\u4e2a\u6570\u636e\u96c6\uff0c\u57fa\u4e8e nuScenes \u548c Bench2Drive \u6846\u67b6\u4e2d\u7684\u65f6\u7a7a\u56e0\u679c\u63a8\u7406\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u5305\u542b\u9ad8\u8d28\u91cf\u7684\u89c6\u89c9\u95ee\u7b54\uff08VQA\uff09\u5bf9\uff0c\u6db5\u76d6\u9759\u6001\u4e0e\u52a8\u6001\u63cf\u8ff0\uff0c\u4ee5\u53ca\u56db\u7ef4\u57df\u5185\u7684\u56e0\u679c\u63a8\u7406\u548c\u52a8\u4f5c\u4fe1\u606f\u3002OmniReason \u5229\u7528\u4eba\u7c7b\u5148\u9a8c\u77e5\u8bc6\u3001\u573a\u666f\u611f\u77e5\u7684\u7a7a\u95f4\u771f\u503c\u3001\u591a\u89c6\u89d2\u89c6\u9891\u6d41\u548c\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\uff0c\u5b9e\u73b0\u5bf9\u65f6\u7a7a\u4fe1\u606f\u7684\u7406\u89e3\u548c\u56e0\u679c\u63a8\u7406\uff0c\u5982\u56fe 1 \u6240\u793a\u3002<\/p>\n\n\n\n<p><strong>\u6570\u636e\u6807\u6ce8\u6d41\u7a0b<\/strong><\/p>\n\n\n\n<p>\u5982\u56fe 1 \u6240\u793a\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u7edf\u4e00\u4e14\u5177\u573a\u666f\u611f\u77e5\u80fd\u529b\u7684 VQA \u6570\u636e\u6807\u6ce8\u6d41\u7a0b\uff0c\u7d27\u5bc6\u7ed3\u5408\u4eba\u7c7b\u5148\u9a8c\u77e5\u8bc6\u3001\u4efb\u52a1\u5206\u89e3\u548c\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\uff0c\u7528\u4ee5\u6784\u5efa OmniReason \u6570\u636e\u96c6\u3002\u8be5\u6d41\u7a0b\u59cb\u4e8e\u540c\u6b65\u7684\u591a\u89c6\u89d2\u89c6\u9891\u6d41\u3001\u5168\u9762\u7684\u76ee\u6807\u7ea7\u7a7a\u95f4\u6807\u6ce8\u4ee5\u53ca\u81ea\u8f66\u72b6\u6001\u6570\u636e\uff0c\u8fd9\u4e9b\u5747\u91c7\u96c6\u4e8e\u5168\u7403\u516c\u5f00\u57fa\u51c6\u6570\u636e\u96c6\u548c Bench2Drive\u3002\u8fd9\u4e9b\u539f\u59cb\u6570\u636e\u88ab\u89e3\u6790\u6210\u4ee5\u81ea\u8f66\u4e3a\u4e2d\u5fc3\u7684\u65f6\u5e8f\u6570\u636e\u5e93\uff0c\u4f5c\u4e3a\u540e\u7eed\u6807\u6ce8\u7684\u57fa\u7840\u3002\u6570\u636e\u5e93\u4e2d\u6bcf\u4e00\u5e27\u56f4\u7ed5\u9a7e\u9a76\u4e0a\u4e0b\u6587\u7ec4\u7ec7\uff0c\u7f16\u7801\u4e86\u8be6\u5c3d\u7684\u4fe1\u606f\uff0c\u5982\u73af\u5883\u63cf\u8ff0\u3001\u9759\u6001\u4e0e\u52a8\u6001\u76ee\u6807\u3001\u52a8\u4f5c\u53ca\u8f68\u8ff9\uff0c\u53cd\u6620\u4e86\u4eba\u7c7b\u9a7e\u9a76\u5458\u89c2\u5bdf\u5230\u7684\u4e30\u5bcc\u65f6\u7a7a\u4fe1\u53f7\u3002<\/p>\n\n\n\n<p>\u5728\u6b64\u7ed3\u6784\u5316\u6570\u636e\u5e93\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u5e94\u7528\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u57fa\u4e8e\u89c4\u5219\u548c\u539f\u5219\u7684\u6a21\u677f\uff0c\u4f53\u73b0\u4eba\u7c7b\u9a7e\u9a76\u5148\u9a8c\u77e5\u8bc6\u53ca\u660e\u786e\u7684\u63a8\u7406\u91cd\u70b9\uff0c\u6307\u5bfc\u8bed\u8a00-\u52a8\u4f5c\u5bf9\u7684\u751f\u6210\u3002\u6211\u4eec\u7684\u6846\u67b6\u5305\u542b\u573a\u666f\u7ea7\u63d0\u793a\uff0c\u6307\u5f15\u6a21\u578b\u4ece\u591a\u89d2\u5ea6\u5206\u6790\u9a7e\u9a76\u4e0a\u4e0b\u6587\uff0c\u5982\u73af\u5883\u7406\u89e3\u3001\u9759\u6001\u573a\u666f\u5206\u6790\u3001\u52a8\u6001\u76ee\u6807\u5206\u6790\u4ee5\u53ca\u52a8\u4f5c\u4e0e\u8f68\u8ff9\u89c4\u5212\u3002\u4e4b\u540e\uff0cQwen2.5VL 72B\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u63a5\u6536\u8fd9\u4e9b\u591a\u89c6\u89d2\u65f6\u7a7a\u8f93\u5165\u3001\u7ed3\u6784\u5316\u63d0\u793a\u4ee5\u53ca\u660e\u786e\u7684\u4eba\u7c7b\u5f0f\u4efb\u52a1\u9700\u6c42\u3002\u5982\u56fe 1 \u6240\u793a\uff0c\u6a21\u578b\u7684\u4efb\u52a1\u4e0d\u4ec5\u662f\u751f\u6210\u51c6\u786e\u7684\u573a\u666f\u63cf\u8ff0\uff0c\u8fd8\u8981\u751f\u6210\u591a\u6b65\u56e0\u679c\u94fe\uff0c\u9610\u91ca\u4ee3\u7406\u884c\u4e3a\u3001\u73af\u5883\u4e0a\u4e0b\u6587\u548c\u4ea4\u901a\u89c4\u5219\u56e0\u7d20\u5982\u4f55\u968f\u65f6\u95f4\u76f8\u4e92\u4f5c\u7528\u3002<\/p>\n\n\n\n<p>\u8be5\u6d41\u7a0b\u7cfb\u7edf\u6027\u5730\u6574\u5408\u4e86\u65f6\u7a7a\u7406\u89e3\u3001\u56e0\u679c\u63a8\u7406\u4e0e\u672a\u6765\u52a8\u4f5c\u9884\u6d4b\uff0c\u4ea7\u51fa\u7efc\u5408\u6027\u7684\u6807\u6ce8\u7ed3\u679c\uff0c\u65e2\u5305\u542b\u7ec6\u7c92\u5ea6\u573a\u666f\u5206\u6790\uff0c\u4e5f\u5305\u542b\u57fa\u4e8e\u89c2\u6d4b\u6570\u636e\u7684\u53ef\u89e3\u91ca\u601d\u7ef4\u94fe\u63a8\u7406\u3002\u751f\u6210\u7684\u6837\u672c\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u95ee\u9898\u6a21\u677f\u7ed3\u6784\u5316\uff0c\u4ea7\u51fa\u591a\u6837\u5316\u7684 VQA \u5bf9\uff0c\u65e2\u5177\u5907\u62b5\u6297\u5e7b\u89c9\u7684\u9c81\u68d2\u6027\uff0c\u53c8\u6781\u5177\u4fe1\u606f\u91cf\uff0c\u9002\u5408\u81ea\u52a8\u9a7e\u9a76\u6a21\u578b\u7684\u8bad\u7ec3\u4e0e\u8bc4\u6d4b\u3002\u6b64\u65b9\u6cd5\u786e\u4fdd\u6240\u5f97\u6570\u636e\u96c6\u6355\u6349\u4e30\u5bcc\u7684\u65f6\u95f4\u52a8\u6001\u548c\u56e0\u679c\u5173\u7cfb\uff0c\u540c\u65f6\u4e25\u683c\u5bf9\u9f50\u73b0\u5b9e\u9a7e\u9a76\u573a\u666f\u3002<\/p>\n\n\n\n<p><strong>OmniReason-Agent<\/strong><\/p>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u4e86 OmniReason-Agent\uff0c\u4e00\u79cd\u7aef\u5230\u7aef\u7684\u81ea\u52a8\u9a7e\u9a76\u6846\u67b6\uff0c\u901a\u8fc7\u4e09\u4e2a\u534f\u540c\u7ec4\u4ef6\u5c06\u89c6\u89c9-\u8bed\u8a00\u7406\u89e3\u4e0e\u53ef\u6267\u884c\u8f68\u8ff9\u751f\u6210\u7edf\u4e00\u8d77\u6765\uff0c\u5982\u56fe2\u6240\u793a\u3002\u8be5\u6d41\u7a0b\u9996\u5148\u901a\u8fc7\u5206\u5c42\u89c6\u89c9\u4e3b\u5e72\u7f51\u7edc\u5c06\u591a\u89c6\u89d2\u6444\u50cf\u5934\u8f93\u5165\u7f16\u7801\u4e3a\u65f6\u7a7a token\uff0c\u5176\u4e2d\u7a00\u758f\u65f6\u5e8f\u8bb0\u5fc6\u6a21\u5757\u91c7\u7528\u5185\u5b58\u538b\u7f29\u67e5\u8be2\u6765\u805a\u5408\u957f\u8ddd\u79bb\u89c6\u89c9\u4e0a\u4e0b\u6587\uff0c\u540c\u65f6\u964d\u4f4e\u8ba1\u7b97\u590d\u6742\u5ea6\u3002\u968f\u540e\uff0cVLM \u63a8\u7406\u6838\u5fc3\u7ed3\u5408\u63d0\u70bc\u540e\u7684\u573a\u666f\u7279\u5f81\u3001\u5386\u53f2\u9a7e\u9a76\u72b6\u6001\u548c\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\uff0c\u901a\u8fc7\u51bb\u7ed3\u7684 VLM \u53ca\u8f7b\u91cf\u7ea7\u9002\u914d\u5668\u6267\u884c\u5b9e\u65f6\u51b3\u7b56\u3002<\/p>\n\n\n\n<p><strong>\u7a00\u758f\u65f6\u5e8f\u8bb0\u5fc6\u6a21\u5757<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"990\" height=\"860\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/09\/image-204.png\" alt=\"\" class=\"wp-image-32858\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/09\/image-204.png 990w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/09\/image-204-300x261.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/09\/image-204-768x667.png 768w\" sizes=\"(max-width: 990px) 100vw, 990px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"672\" height=\"614\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/09\/091101.png\" alt=\"\" class=\"wp-image-32870\" style=\"width:894px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/09\/091101.png 672w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/09\/091101-300x274.png 300w\" sizes=\"(max-width: 672px) 100vw, 672px\" \/><\/figure>\n\n\n\n<p><strong>\u8bad\u7ec3\u76ee\u6807<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"674\" height=\"245\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/09\/091102.png\" alt=\"\" class=\"wp-image-32871\" style=\"width:890px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/09\/091102.png 674w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/09\/091102-300x109.png 300w\" sizes=\"(max-width: 674px) 100vw, 674px\" \/><\/figure>\n\n\n\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c\u5206\u6790<\/strong><\/p>\n\n\n\n<p><strong>\u5b9e\u9a8c\u8bbe\u7f6e<\/strong><\/p>\n\n\n\n<p><strong>\u6570\u636e\u96c6<\/strong><\/p>\n\n\n\n<p>\u672c\u5de5\u4f5c\u63d0\u51fa\u7684 OmniReason \u6570\u636e\u96c6\u6db5\u76d6\u5f00\u653e\u73af\u89c4\u5212\u3001\u95ed\u73af\u89c4\u5212\u548c VQA\uff08\u89c6\u89c9\u95ee\u7b54\uff09\u4efb\u52a1\u3002\u6211\u4eec\u5728 nuScenes \u57fa\u51c6\u4e0a\u5bf9 OmniReason-Agent \u7684\u5f00\u653e\u73af\u89c4\u5212\u80fd\u529b\u8fdb\u884c\u8bc4\u4f30\uff0c\u4f7f\u7528 1 \u79d2\u30012 \u79d2\u548c 3 \u79d2\u65f6\u523b\u7684 L2 \u4f4d\u79fb\u8bef\u5dee\uff0c\u4ee5\u53ca\u9884\u6d4b\u65f6\u57df\u5185\u7684\u5e73\u5747\u78b0\u649e\u7387\uff08CR\uff09\u548c\u4ea4\u4e92\u7387\uff08IR\uff09\u4f5c\u4e3a\u89c4\u5212\u6027\u80fd\u6307\u6807\u3002\u4e3a\u8fdb\u4e00\u6b65\u8003\u5bdf\u6a21\u578b\u7684\u573a\u666f\u7406\u89e3\u4e0e\u63a8\u7406\u80fd\u529b\uff0c\u6211\u4eec\u5728\u6307\u4ee4\u5fae\u8c03\u540e\u4f7f\u7528\u81ea\u4e3b\u6784\u5efa\u7684\u9a7e\u9a76 VQA \u6570\u636e\u96c6\u5bf9\u5176\u8fdb\u884c\u8bc4\u6d4b\u3002VQA \u8bc4\u6d4b\u91c7\u7528\u6807\u51c6\u6307\u6807\uff0c\u5305\u62ec CIDEr\uff08CI-r\uff09\u3001BLEU-1\uff08BL-1\uff09\u3001BLEU-4\uff08BL-4\uff09\u3001METEOR\uff08ME-R\uff09\u3001ROUGE-L\uff08RO-L\uff09\u3001\u51c6\u786e\u7387\uff08Precision\uff09\u548c\u53ec\u56de\u7387\uff08Recall\uff09\uff0c\u4ee5\u5168\u9762\u5206\u6790\u6a21\u578b\u7684\u8bed\u8a00\u7406\u89e3\u548c\u591a\u6a21\u6001\u5bf9\u9f50\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u5b9e\u73b0\u7ec6\u8282<\/strong><\/p>\n\n\n\n<p>\u6240\u6709\u5b9e\u9a8c\u5747\u5728 128 \u5f20 NVIDIA H20 GPU\uff08\u6bcf\u5361 96GB \u663e\u5b58\uff09\u4e0a\u5b8c\u6210\u3002\u89c6\u89c9\u7279\u5f81\u63d0\u53d6\u90e8\u5206\u91c7\u7528 EVA-02-L\u4f5c\u4e3a\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u901a\u8fc7\u906e\u6321\u56fe\u50cf\u5efa\u6a21\u548c CLIP\u77e5\u8bc6\u84b8\u998f\u7684\u65b9\u5f0f\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u4ee5\u786e\u4fdd\u89c6\u89c9\u7279\u5f81\u548c\u8bed\u8a00\u8868\u793a\u4e4b\u95f4\u7684\u9ad8\u5ea6\u5bf9\u9f50\u3002LLaVA v1.5\u4f5c\u4e3a\u57fa\u7840\u5927\u6a21\u578b\uff0c2D 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\u6570\u636e\u96c6\u4e0a\u7684\u5f00\u653e\u73af\u89c4\u5212\u65b9\u6cd5\u3002\u6240\u63d0 OmniReason-Agent \u4ee5\u5e73\u5747 L2 \u8bef\u5dee 0.34 \u7c73\u53d6\u5f97\u6700\u4f4e\u503c\uff0c\u4e0e\u9876\u5c16\u65b9\u6cd5 ORION \u6301\u5e73\uff0c\u4e14\u4f18\u4e8e\u5176\u4ed6\u57fa\u7ebf\u65b9\u6cd5\uff0c\u5982 BEV-Planner \u7684 0.55 \u7c73\u3001DriveVLM \u7684 0.40 \u7c73\u548c VAD-Base \u7684 1.25 \u7c73\u3002\u5728\u78b0\u649e\u7387\u65b9\u9762\uff0cOmniReason-Agent \u5e73\u5747\u4e3a 0.40%\uff0c\u7565\u9ad8\u4e8e Senna \u7684\u6700\u4f73\u7ed3\u679c 0.12% \u548c ORION \u7684 0.37%\uff0c\u4f46\u4ecd\u4f4e\u4e8e\u5927\u591a\u6570\u5176\u4ed6\u57fa\u7ebf\u3002\u8fdd\u89c4\u7387\u4e0a\uff0cOmniReason-Agent \u521b\u9020\u4e86\u65b0\u7684\u6700\u4f18\u7eaa\u5f55\uff0c\u5e73\u5747\u4e3a 3.18%\uff0c\u8d85\u8d8a\u4e86\u6240\u6709\u4e4b\u524d\u62a5\u9053\u8be5\u6307\u6807\u7684\u65b9\u6cd5\uff0c\u5305\u62ec BEV-Planner \u7684 4.26%\u3001VAD-Base \u7684 3.82% \u53ca Omni-Q \u7684 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