• DocumentCode
    1102439
  • Title

    A generalization of median filtering using linear combinations of order statistics

  • Author

    Bovik, Alan C. ; Huang, Thomas S. ; Munson, David C., Jr.

  • Author_Institution
    University of Illinois, Urbana, IL
  • Volume
    31
  • Issue
    6
  • fYear
    1983
  • fDate
    12/1/1983 12:00:00 AM
  • Firstpage
    1342
  • Lastpage
    1350
  • Abstract
    We consider a class of nonlinear filters whose output is given by a linear combination of the order statistics of the input sequence. Assuming a constant signal in white noise, the coefficients in the linear combination are chosen to minimize the output MSE for several noise distributions. It is shown that the optimal order statistic filter (OSF) tends toward the median filter as the noise becomes more impulsive. The optimal OSF is applied to an actual noisy image and is shown to perform well, combining properties of both the averaging and median filters. A more general design scheme for applications involving nonconstant signals is also given.
  • Keywords
    Application software; Computer errors; Digital filters; Filtering; Noise shaping; Nonlinear filters; Smoothing methods; Speech; Statistical distributions; Statistics;
  • fLanguage
    English
  • Journal_Title
    Acoustics, Speech and Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0096-3518
  • Type

    jour

  • DOI
    10.1109/TASSP.1983.1164247
  • Filename
    1164247