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Author

Lianlei Shan

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Open access Oct 2026

DSFormer: An Enhanced Dual-Selective Fusion Transformer Framework for Hyperspectral Image Classification++

Hyperspectral image classification requires joint modeling of spectral signatures and spatial structure. In patch-based classification, each input patch is assigned the label of its center pixel, although neighboring pixels may belong to different land-cover classes. This setting motivates coordinating shallow spatial...

Long Xian, Heng-Zhuo Ma, Lianlei Shan et al. · 0 citations
Open access Dec 2025

RAH-VLA: Resolution-Adaptive Hierarchical Vision–Language Alignment for Multimodal Remote Sensing Understanding

Multimodal vision–language modeling has emerged as a promising paradigm for remote sensing (RS) image understanding. However, existing methods are limited by fixed-resolution visual processing and single-scale vision–language alignment, making it difficult to simultaneously preserve fine-grained details and maintain se...

Siyu Zhang, Lianlei Shan, Runhe Qiu et al. · 1 citation

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