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20242026
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eess.IV2026

Spectral Dynamic Attention Network for Hyperspectral Image Super-Resolution

Tengya Zhang, Feng Gao, Lin Qi +2

Hyperspectral image super-resolution is essential for enhancing the spatial fidelity of HSI data, yet existing deep learning methods often struggle with substantial spectral redund…

eess.IV2025

Dynamic Cross-Modal Feature Interaction Network for Hyperspectral and LiDAR Data Classification

Junyan Lin, Feng Gap, Lin Qi +3

Hyperspectral image (HSI) and LiDAR data joint classification is a challenging task. Existing multi-source remote sensing data classification methods often rely on human-designed f…

eess.IV2024

Hierarchical Attention and Parallel Filter Fusion Network for Multi-Source Data Classification

Han Luo, Feng Gao, Junyu Dong +1

Hyperspectral image (HSI) and synthetic aperture radar (SAR) data joint classification is a crucial and yet challenging task in the field of remote sensing image interpretation. Ho…

eess.IV2024

Dual-Stream Attention Network for Hyperspectral Image Unmixing

Yufang Wang, Wenmin Wu, Lin Qi +1

Hyperspectral image (HSI) contains abundant spatial and spectral information, making it highly valuable for unmixing. In this paper, we propose a Dual-Stream Attention Network (DSA…

eess.IV2024

Sparse Focus Network for Multi-Source Remote Sensing Data Classification

Xuepeng Jin, Junyan Lin, Feng Gao +2

Multi-source remote sensing data classification has emerged as a prominent research topic with the advancement of various sensors. Existing multi-source data classification methods…