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Author

Zhi-Ping He

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2026

Zero-Shot Multidegraded Hyperspectral Image Restoration via Intrinsic Image Decomposition

Hyperspectral images (HSIs) are often simultaneously degraded by spatial downsampling, complex noise contamination, and pixel loss during acquisition, resulting in spatial blurring and spectral distortion that severely hinder quantitative analysis and downstream applications. Most existing HSI restoration methods are d...

Huai-Yuan Wang, Jian-Sheng Wang, Fan-Li Lin et al. · 0 citations
Jul 2026

IR275K: A Benchmark for Infrared Multi-Frame Super-Resolution Toward Efficient Remote Sensing

The introduction of IR275K provides a reproducible foundation for accuracy--efficiency evaluation of infrared MFSR methods, while the architectural analysis offers a concrete starting point for spatially aware SSM design under resource-constrained infrared sensing.

Jie Deng, Heyang Wang, Changxin Wang et al. · 0 citations

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