Ruyi Zhang

2 papers indexed

arxivcs.AI2026-07-18

FUSAR-R1: A Large-Scale Reasoning Model for Intelligent Interpretation of SAR Images

Yi Yang, Xiaokun Zhang, Yuxuan Li, Ruyi Zhang, Xinpeng Zhou, Haipeng Wang

In recent years, large-scale vision-language models have been driving a paradigm shift in intelligent remote sensing image interpretation. By incorporating textual semantic information, the cognitive expression, semantic understanding, and human-computer interaction capabilities…

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arxivcs.CV2026-07-11

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis

Shihao Yuan, Yuanze Li, Ruyi Zhang, Ming Liu, Wangmeng Zuo

Despite the advancements of Large Multimodal Models (LMMs) in RGB vision, their ability to generalize to unseen visual modalities remains a largely unexplored challenge. We argue that different visual modalities are merely distinct samplings of the same physical world. Therefore,…

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