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Linear-Time Algorithm in Bayesian Image Denoising based on Gaussian Markov Random Field

Linear-Time Algorithm in Bayesian Image Denoising based on Gaussian Markov Random Field

In this paper, we consider Bayesian image denoising based on a Gaussian Markov random field (GMRF) model, for which we propose an new algorithm.Our method can solve Bayesian image denoising problems, including hyperparameter estimation, in O(n)-time, where n is the number of pixels in a given image.From the perspective of …