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

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Huanfeng Shen

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2026

Integrating Variational Modeling and Deep Learning for Removal of Mixed Complex Noise and Stripes in Hyperspectral Images

Hyperspectral imagery (HSI) is highly susceptible to severe contamination by mixed noise during acquisition and transmission, including Gaussian noise, impulse noise, and complex multidirectional (e.g., oblique or curvilinear) stripes. This article proposes an optimization-inspired deep network for complex noise remova...

Dongyi Li, Huanfeng Shen, Xiaobin Guan et al. · 0 citations

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