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Author

Humen Zhong

2 papers indexed here

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#artificial intelligence Preprint Sep 2026

DepthEvidence: Unifying Metric Depth Prediction and Geometric Reasoning in Multimodal Language Models

A 4B model that uses its own dense metric predictions as object-grounded evidence for language generation and leads the evaluated methods in instance-level metric depth estimation and overall accuracy on both relative and metric reasoning tracks, while broadly preserving general VQA performance and improving spatial un...

Jiang-Ning Wei, Yuan Yao, Miao-Miao Cui et al. · 0 citations
Preprint Aug 2026

Qwen-Drive-1.0: An Initial Step towards a Vision-Language Foundation Model for Autonomous Driving

Experiments demonstrate strong 3D perception and driving scene understanding while largely preserving general vision-language capability and comprehensive evaluations across open-loop, pseudo-closed-loop, and closed-loop settings further show highly competitive motion-planning performance.

Xin Zhou, Zongchuang Zhao, Zhibo Yang et al. · 9 citations · ⚡2

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