4 papers · 1 filter
EgoReasoner: Learning Egocentric 4D Reasoning via Task-Adaptive Structured Thinking
Fangrui Zhu, Yunfeng Xi, Jianmo Ni +9
Egocentric video understanding is inherently complex due to the dynamic 4D nature of the environment, where camera motion and object displacements necessitate a continuous re-evalu…
VULCAN: Tool-Augmented Multi Agents for Iterative 3D Object Arrangement
Zhengfei Kuang, Rui Lin, Long Zhao +3
Despite the remarkable progress of Multimodal Large Language Models (MLLMs) in 2D vision-language tasks, their application to complex 3D scene manipulation remains underexplored. I…
InstructSAM: A Training-Free Framework for Instruction-Oriented Remote Sensing Object Recognition
Yijie Zheng, Weijie Wu, Qingyun Li +7
Language-Guided object recognition in remote sensing imagery is crucial for large-scale mapping and automated data annotation. However, existing open-vocabulary and visual groundin…
The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models via Visual Information Steering
Zhuowei Li, Haizhou Shi, Yunhe Gao +7
Large Vision-Language Models (LVLMs) can reason effectively over both textual and visual inputs, but they tend to hallucinate syntactically coherent yet visually ungrounded content…