Bayesian sparse hierarchical model for image denoising

作者:

Highlights:

• We adopt a hierarchical sparse model for image denoising.

• Our proposed method leads to the unbiased estimator for the sparse code estimation.

• Our proposed method achieves better performance on several benchmark datasets.

摘要

•We adopt a hierarchical sparse model for image denoising.•Our proposed method leads to the unbiased estimator for the sparse code estimation.•Our proposed method achieves better performance on several benchmark datasets.

论文关键词:Image denoising,Sparse model,Bayesian hierarchical prior

论文评审过程:Received 31 July 2020, Revised 16 February 2021, Accepted 22 April 2021, Available online 11 May 2021, Version of Record 21 May 2021.

论文官网地址:https://doi.org/10.1016/j.image.2021.116299