Author

Guang-Yuan Dong

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Book Open access Nov 2026

Lance: A LANGUAGE-ANCHORED CLOSED-LOOP ESTIMATOR for Bridging Low-Level Image Fusion and High-Level Semantic Understanding in Remote Sensing

Remote sensing image fusion and semantic interpretation are usually optimized separately, so reconstruction quality need not preserve downstream retrieval utility. We propose LANCE, which uses structured language as an explicit, indexable semantic state. A frozen vision–language model maps the input to a closed-vocabul...

Guang-Yuan Dong, Ling-Dong Shen, Xu-Dong Zhang et al. · Proceedings of the 35th ACM... · 1 citation

Preprint Nov 2026

Bridging Low-Level Image Fusion and High-Level Semantic Understanding

Remote sensing image fusion and semantic interpretation are usually optimized separately, so reconstruction quality need not preserve downstream retrieval utility. We propose LANCE, which uses structured language as an explicit, indexable semantic state. A frozen vision-language model maps the input to a closed-vocabul...

Guang-Yuan Dong, Ling-Dong Shen, Xu-Dong Zhang et al. · 0 citations