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Yuxiang Qiao

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Open access Jul 2026

Adapting Pure-Text Large Language Models for Remote Sensing Classification via Lightweight Visual Adapter

External trainable mapping subnetworks, as the test records suggest, unlock visual discrimination capacity for unmodified text-only large language models, supplying a low-hardware threshold tuning route for earth observation research groups constrained by computing resources.

Yuxiang Qiao · 0 citations

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