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Author

Jiangtao Peng

2 papers indexed here

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2026

Label-Efficient Hyperspectral Image Change Detection via Multiscale Self-Distillation

Methods based on deep learning have achieved remarkable success in hyperspectral image change detection (HSI-CD). However, the high dependence on massive labeled data and the computational complexity of state-of-the-art models pose significant challenges, particularly in scenarios with extreme label scarcity. To addres...

Zhi-Yuan Zhang, Zhijing Ye, Cheng-Yong Zheng et al. · 0 citations
2026

DBSSM: A Dual-Branch Spectral–Spatial Mamba Network for Hyperspectral Image Classification

Hyperspectral image (HSI) classification has been widely applied in numerous fields. Although deep learning-based methods have improved classification performance, existing approaches still struggle to balance accuracy and computational efficiency. Convolutional neural network (CNN)-based methods are limited by local r...

Han-Zhong Li, Hua Huang, Hong-Feng Li et al. · 0 citations

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