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A Skewness Fitting Model for Noise Level Estimation and the Applications in Image Denoising

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Published under licence by IOP Publishing Ltd
, , Citation Bin Zhou et al 2021 J. Phys.: Conf. Ser. 1871 012092 DOI 10.1088/1742-6596/1871/1/012092

1742-6596/1871/1/012092

Abstract

In this paper, a novel noise level estimation technique is presented based on skewness fitting. The difference between exact skewness and observed value on each channel contributes to an objective function. The skewness concentration is helpful to guarantee the reasonability of the model. The optimal solution means an estimation of the noise variance and it is easy to be applied in some parametric denoising model. The accuracy and efficiency of proposed algorithm were verified by the numerical experiments.

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