Author

Na Li

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Open access Sep 2026

Discrepancy-Conditioned Residual Feature Refinement for Multi-Source Hyperspectral Classification

Multi-source cross-domain hyperspectral image (HSI) classification is challenged by heterogeneous sensor configurations, scene-dependent distribution shifts, and limited labeled target data, which hinder effective knowledge transfer across multiple scenes. Motivated by progressive feature correction, we propose a three...

Wen-Xiang Zhu, Jing-Yi Xu, Yong-Xu Liu et al. · Remote Sensing · 0 citations

2026

Diffusion-Inspired Multisource Meta-Learning for Cross-Domain HSI Classification

Cross-domain hyperspectral image (HSI) classification remains challenging in realistic deployments, where distribution shifts caused by sensor characteristics, acquisition conditions, and scene variability often coincide with scarce target-domain annotations. While domain adaptation (DA) and few-shot learning have achi...

Wen-Xiang Zhu, Jing-Yi Xu, De-Ping Chen et al. · IEEE Transactions on Geoscie... · 0 citations