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Jing-Qi Xu

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Preprint Sep 2026

ReVA: A Scene-Centric Dataset Beyond Repetition for Remote Sensing Video Question Answering

This work introduces ReVA, a new dataset for remote sensing video question answering, designed to assess spatiotemporal, scene-centric, and reasoning-oriented capabilities of MLLMs, and develops a semi-automatic annotation pipeline that leverages Text LLMs and MLLMs for question-answer generation with human verificatio...

Zhen Yao, Li-Kai Wang, Yu-Ming Yang et al. · 2 citations
Preprint Sep 2026

INTCORT: Training-Free Spatial Reasoning Enhancement for Vision-Language Models via Input Transformations and Confidence Routing

This work proposes INTCORT, a training-free spatial reasoning enhancement framework that constructs multiple inference views through input transformations and aggregates their predictions via relation-token confidence routing, without modifying the VLM's internal mechanisms.

Hao-Ran Sun, Jing-Qi Xu, Yan-Hui Li et al. · 0 citations

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