• DocumentCode
    2563458
  • Title

    The effect of input limiting on linear and nonlinear filters for the removal of impulsive noise

  • Author

    Masra, S.M.W. ; Muhammad, M.S. ; Sapawi, R.

  • Author_Institution
    Dept. of Electron. Eng., Univ. Malaysia Sarawak, Kota Samarahan, Malaysia
  • fYear
    2009
  • fDate
    18-19 Nov. 2009
  • Firstpage
    252
  • Lastpage
    256
  • Abstract
    This paper investigates the effects of input limiting on the performance of linear and nonlinear filters when the input signal is contaminated by impulsive noise modeled as an alpha-stable (α-stable) random process. The nonlinear filters chosen are from the median family filters: median and recursive median filter, and Wiener filter from the linear filter group. The hypothesis being tested in this paper is that front-end limiting will increased the performance of median filter when the noise was extremely impulsive. Each image has been analyzed for four impulsive noise parameter values, α = 2, 1.5, 1, and 0.5 which cover a range of noise behaviors from Gaussian, through Cauchy, to impulsive. One method of handling very large impulses is to incorporate in the receiver over-voltage protection in the form of an analog limiter which clips the received signal before the filtering process. The simulation results obtained suggest that the front-end limiting enhances the performance of median filters in dealing with images, where it eliminates the highly impulsive noise while preserving useful detail in the image.
  • Keywords
    Gaussian noise; Wiener filters; impulse noise; limiters; median filters; overcurrent protection; random processes; recursive filters; α-stable random process; Cauchy noise; Gaussian noise; Wiener filter; alpha-stable random process; analog limiter; front-end limiting; impulsive noise removal; input limiting; median family filters; noise behaviors; nonlinear filters; receiver over-voltage protection; recursive median filter; Degradation; Filtering; Gaussian distribution; Gaussian noise; Limiting; Nonlinear filters; Protection; Random processes; Signal processing; Wiener filter; α-stable random process; analog limiter; impulsive noise; input limiting; median family filters;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal and Image Processing Applications (ICSIPA), 2009 IEEE International Conference on
  • Conference_Location
    Kuala Lumpur
  • Print_ISBN
    978-1-4244-5560-7
  • Type

    conf

  • DOI
    10.1109/ICSIPA.2009.5478605
  • Filename
    5478605