Hyperspectral Image Denoising: From Model-Driven, Data-Driven, to Model-Data-Driven

• Published in: IEEE transaction on neural networks and learning systems Vol. 35; no. 10; pp. 13143 - 13163
• Main Authors: Zhang, Qiang, Zheng, Yaming, Yuan, Qiangqiang, Song, Meiping, Yu, Haoyang, Xiao, Yi
• Format: Journal Article
• Language: English
• Published: United States IEEE 01.10.2024
• Subjects: Data-driven; denoising; hyperspectral image; Hyperspectral imaging; model-data-driven; model-driven; Noise measurement; Noise reduction; Pollution; Solid modeling; technical review; Tensors

Mixed noise pollution in HSI severely disturbs subsequent interpretations and applications. In this technical review, we first give the noise analysis in different noisy HSIs and conclude crucial points for programming HSI denoising algorithms. Then, a general HSI restoration model is formulated for...