• DocumentCode
    3040879
  • Title

    An Appropriate Weighting Function for the Nonlocal Means Denosing Method

  • Author

    Salih, Musab Elkheir ; Zhang, Xuming ; Ding, Mingyue

  • Author_Institution
    Sch. of Life Sci. & Technol., Huazhong Univ. of Sci. & Technol., Wuhan, China
  • fYear
    2011
  • fDate
    14-17 Dec. 2011
  • Firstpage
    109
  • Lastpage
    112
  • Abstract
    An improvement to the efficiency of the nonlocal means (NLM) denoising method is proposed in this paper. The NLM denoising method replaces each pixel by the weighted average of pixels with the surrounding neighborhoods. We employ a cosine weighting function instead of the original exponential function used in the weight calculation. Experiments comparing the proposed function against the original function to demonstrate its superior denoising performance in terms of peak signal to noise ratio (PSNR) and histogram, using various test images corrupted by additive white gaussian noise (AWGN).
  • Keywords
    AWGN; filtering theory; image denoising; image resolution; NLM denoising method; additive white Gaussian noise; appropriate weighting function; cosine weighting function; exponential function; image denoising; image filtering; nonlocal means denoising method; peak signal to noise ratio; AWGN; Histograms; Image processing; Noise measurement; Noise reduction; PSNR; AWGN; NLM; PSNR; weight calculation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Computation and Bio-Medical Instrumentation (ICBMI), 2011 International Conference on
  • Conference_Location
    Wuhan, Hubei
  • Print_ISBN
    978-1-4577-1152-7
  • Type

    conf

  • DOI
    10.1109/ICBMI.2011.46
  • Filename
    6131716