Author

Jing-Qi Xu

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Preprint Sep 2026

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

Multimodal Large Language Models (MLLMs) have demonstrated remarkable advances in remote sensing. However, existing remote sensing multimodal reasoning benchmarks exhibit two critical limitations: they rely on (i) template-driven questions, which causes repetitive questions; and (ii) static images that fail to capture...

Zhen Yao, Li-Kai Wang, Yu-Ming Yang et al. · 0 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