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Preprint Sep 2026

Lightweight Adaptation of General-Purpose VLMs for Multispectral and SAR Image Understanding

General-purpose vision-language models (VLMs) now support strong visual recognition, instruction following, and generation. However, most pretrained visual encoders are built around three-channel natural images and do not directly accommodate observations such as native multispectral measurements or synthetic aperture...

Shan-Ji Liu, Ke-Lu Yao, Jun-Xiao Xue et al. · 0 citations

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