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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Qiang-Qiang Yuan

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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

CSTANet: Cross-Frame Spatio-Temporal Aggregation Network for Moving Small-Object Detection in Satellite Videos

With the rapid advancement of satellite video technology, detecting small moving objects in satellite videos has shown substantial application potential across domains such as military surveillance, traffic monitoring, and disaster management. However, achieving robust detection remains challenging due to three key fac...

Xin-Rui Qi, Si-Qian He, Wu-Zhuo Yang et al. · 0 citations
Open access Jul 2026

Temporal Variation-Guided Self-Supervised PolSAR Despeckling Network

A temporally guided self-supervised network (TGSD-Net), which generates pseudo training pairs from consecutive noisy observations and leverages a change detection–based prior to exploit temporal redundancy and enhance robustness to land-cover changes.

Shaowei Shi, Liu-Peng Lin, Jie Li et al. · 0 citations

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