• DocumentCode
    3341401
  • Title

    Impulsive Noise Removal by Nonlocal Fuzzy Diffusion

  • Author

    Liu, Xiuping ; Li, Bo ; Su, Zhixun ; Shi, Xiquan ; Liu, Fengshan

  • Author_Institution
    Dalian Univ. of Technol., Dalian
  • fYear
    2007
  • fDate
    22-24 Aug. 2007
  • Firstpage
    155
  • Lastpage
    159
  • Abstract
    Standard image deconvolution methods perform well with the Gaussian noise model based on the piecewise smooth assumption. But the performance on impulsive noise is poor because the noised image is far away from assumption of piecewise smooth. The challenge is how to handle the discontinuities and at the same time remove the impulsive noise. Median-based approaches are inadequate, because at high noise levels they induce nonlinear distortion that hampers the denoising process. Here an improved nonlocal diffusion method based on fuzzy metric is proposed. The experiments results indicate that the new method is suitable for impulsive noise.
  • Keywords
    Gaussian noise; image denoising; impulse noise; Gaussian noise model; image deconvolution methods; impulsive noise removal; median-based approaches; nonlocal diffusion method; nonlocal fuzzy diffusion; piecewise smooth assumption; Anisotropic magnetoresistance; Filters; Gaussian noise; Graphics; Hydrogen; Image denoising; Kernel; Mathematics; Noise figure; Noise reduction;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image and Graphics, 2007. ICIG 2007. Fourth International Conference on
  • Conference_Location
    Sichuan
  • Print_ISBN
    0-7695-2929-1
  • Type

    conf

  • DOI
    10.1109/ICIG.2007.101
  • Filename
    4297073