Articles with "hsi denoising" as a keyword



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Hyperspectral Image Denoising Using Factor Group Sparsity-Regularized Nonconvex Low-Rank Approximation

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Published in 2022 at "IEEE Transactions on Geoscience and Remote Sensing"

DOI: 10.1109/tgrs.2021.3110769

Abstract: Hyperspectral image (HSI) mixed noise removal is a fundamental problem and an important preprocessing step in remote sensing fields. The low-rank approximation-based methods have been verified effective to encode the global spectral correlation for HSI… read more here.

Keywords: factor group; hsi denoising; rank approximation; low rank ... See more keywords
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Enhanced 3DTV Regularization and Its Applications on HSI Denoising and Compressed Sensing

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Published in 2020 at "IEEE Transactions on Image Processing"

DOI: 10.1109/tip.2020.3007840

Abstract: The total variation (TV) is a powerful regularization term encoding the local smoothness prior structure underlying images. By combining the TV regularization term with low rank prior, the 3D total variation (3DTV) regularizer has achieved… read more here.

Keywords: term; enhanced 3dtv; 3dtv regularization; gradient maps ... See more keywords