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Author

Shu-Wen Yang

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Open access Aug 2026

A Noise-Robust Intelligent Change Detection Framework via Deep Feature Restoration and Posterior Probability Modeling

Change detection under Gaussian noise is challenging because noise perturbs spectral clustering and posterior inference. This study presents a scene-adaptive weakly supervised framework that combines self-supervised single-image restoration with posterior-probability change modeling. A channel-spatial attention aggrega...

Rui Zhu, Jia-Xin Song, Yi-Kun Li et al. · 0 citations
2026

A Landslide Detection Network Integrating Mamba and Deformable Sliding Window Attention

Landslide detection is essential for geological disaster mitigation, yet existing deep learning methods still struggle with the high cost of global feature modeling, limited receptive fields in window-based attention, and insufficient fusion of local and global information. To address these challenges, we propose MTTNe...

Jia-Xin Song, Shu-Wen Yang, Hao Zhu et al. · 0 citations

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