Author

Jing Zhang

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Preprint Oct 2026

RSJEV: Discriminative Remote Sensing Scene Classification with Multimodal Large Language Models

Remote sensing scene classification is a fundamental task in Earth observation and geospatial analysis. Existing approaches mainly follow three paradigms: task-specific visual classification, vision-language similarity matching, and autoregressive multimodal generation. However, visual classifiers rely on predefined la...

Dong-Chen Si, Di Wang, Ming-Zhen Xu et al. · 1 citation · ⚡1

Jul 2026

Beyond Zooming: Learning Multi-Tool Visual Reasoning for Ultra-High-Resolution Remote Sensing

GeoLens is developed, a multi-tool visual reasoning MLLM for UHR RS, and a tool-attention-focused reinforcement learning algorithm that concentrates optimization on critical tool-use decisions, including when to invoke tools, which tool to select, where to apply it, and how to interpret tool outputs is proposed.

Feng-Xiang Wang, Jiangnan Huang, Ming-Shuo Chen et al. · arXiv.org · 0 citations