Author

Zhijing Ye

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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. · IEEE Transactions on Geoscie... · 0 citations

Open access Aug 2026

SRAC-Net: HSI-Primary Residual Adaptation with Consistency Regularization for Lightweight Hyperspectral–LiDAR Classification

Hyperspectral imagery (HSI) provides rich spectral information for land-cover classification, while Light Detection and Ranging (LiDAR) data provide complementary elevation and structural cues. Existing HSI–LiDAR fusion methods can achieve strong performance, but many rely on complex cross-modal interaction modules wit...

Guangrun Xiao, Zhongren Wang, Ziyang Guo et al. · Remote Sensing · 0 citations