• DocumentCode
    22121
  • Title

    SUSAN controlled decay parameter adaption for non-local means image denoising

  • Author

    Zhan, Yu ; Zhang, X.M. ; Ding, M.Y.

  • Author_Institution
    Key Lab. of Image Process. & Intell. Control of Educ. Minist. of China, Huazhong Univ. of Sci. & Technol., Wuhan, China
  • Volume
    49
  • Issue
    13
  • fYear
    2013
  • fDate
    June 20 2013
  • Firstpage
    807
  • Lastpage
    808
  • Abstract
    The non-local means (NLM) method explores self-similarities in images for noise removal. The traditional NLM (TNLM) method computes pixel similarity using the globally fixed decay parameter. However, a fixed decay parameter for the whole image makes it difficult to ensure that the TNLM method can restore both edge pixels and non-edge pixels effectively. To address this problem, the SUSAN controlled NLM (SNLM) method is proposed to adaptively tune the decay parameter for each image pixel based on the SUSAN edge response. Extensive simulations demonstrate that the SNLM method outperforms several state-of-the-art NLM methods in terms of noise reduction and detail preservation.
  • Keywords
    edge detection; image denoising; NLM method; SUSAN controlled decay parameter adaption; TNLM method; edge pixels; globally fixed decay parameter; noise removal; nonlocal means image denoising; pixel similarity; traditional NLM;
  • fLanguage
    English
  • Journal_Title
    Electronics Letters
  • Publisher
    iet
  • ISSN
    0013-5194
  • Type

    jour

  • DOI
    10.1049/el.2013.0183
  • Filename
    6553029