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Article

23 Pages

ECSA-UNet: End-to-End Compressive Spatial-Spectral Attention UNet for Hyperspectral Image Classification

Hao Zhang,
Yusen Liu,
Chao Wen,
Xianhong Zhao and ,
Fei Han,
Tingting He,
Enlong Wang,
Yicheng Wang,
Shouzheng Zhu and
Yuwei Chen
+ 7 authors+ 2 authors

Remote Sens.2026, 18(21), 3790;https://doi.org/10.3390/rs18213790

4 November 2026

Hyperspectral image (HSI) classification is a fundamental remote sensing task, but the high-dimensional nature of HSI data poses challenges for acquisition, storage, transmission, and processing. To mitigate these issues, researchers have developed c...

(This article belongs to the Section Remote Sensing Image Processing)

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23 Pages

3DMAUNet: A 3D Memory-Augmented Deep Unfolding Network with Dynamic Momentum Updating for Snapshot Compressive Spectral Imaging

Zheng Zhou,
Jintao Lai,
Xiaofei Yang,
Zhong Cao and ,
Wenbiao Yang and
Wenli Shang
+ 1 author+ 0 author

Remote Sens.2026, 18(20), 3471;https://doi.org/10.3390/rs18203471

10 October 2026

Coded aperture snapshot spectral compressive imaging (CASSI) enables the recovery of hyperspectral images (HSIs) from a single two-dimensional compressive measurement, serving as a core paradigm in modern computational imaging. However, HSI reconstru...

(This article belongs to the Special Issue Advanced Deep Learning and Foundation Models for Hyperspectral Image Interpretation)

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