Journal of Algorithms & Computational Technology (Aug 2021)

An algorithm combining coordinate descent and split Bregman iterative for fractional image denoising model

  • Donghong Zhao,
  • Yonghua Fan,
  • Haoyu Liu,
  • Yafeng Yang

DOI
https://doi.org/10.1177/17483026211031167
Journal volume & issue
Vol. 15

Abstract

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The split Bregman algorithm and the coordinate descent method are efficient tools for solving optimization problems, which have been proven to be effective for the total variation model. We propose an algorithm for fractional total variation model in this paper, and employ the coordinate descent method to decompose the fractional-order minimization problem into scalar sub-problems, then solve the sub-problem by using split Bregman algorithm. Numerical results are presented in the end to demonstrate the superiority of the proposed algorithm.