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文章基本信息

  • 标题:Hybrid variational model based on alternating direction method for image restoration
  • 作者:Jianguang Zhu ; Jianguang Zhu ; Kai Li
  • 期刊名称:Advances in Difference Equations
  • 印刷版ISSN:1687-1839
  • 电子版ISSN:1687-1847
  • 出版年度:2019
  • 卷号:2019
  • 期号:1
  • 页码:34
  • DOI:10.1186/s13662-018-1908-0
  • 语种:English
  • 出版社:Hindawi Publishing Corporation
  • 摘要:The total variation model is widely used in image deblurring and denoising process with the features of protecting the image edge. However, this model usually causes some staircase effects. To overcome the shortcoming, combining the second-order total variation regularization and the total variation regularization, we propose a hybrid total variation model. The new improved model not only eliminates the staircase effect, but also well protects the edges of the image. The alternating direction method of multipliers (ADMM) is employed to solve the proposed model. Numerical results show that our proposed model can get more details and higher image visual quality than some current state-of-the-art methods.
  • 关键词:Total variation ; Image restoration ; Staircase effect ; Alternating direction method of multipliers
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