• DocumentCode
    381996
  • Title

    Adaptive two-pass median filter to remove impulsive noise

  • Author

    Xu, Xiaoyin ; Miller, Eric L.

  • Author_Institution
    Center for Subsurface Sensing & Imaging Syst., Northeastern Univ., Boston, MA, USA
  • Volume
    1
  • fYear
    2002
  • fDate
    2002
  • Abstract
    In this paper, we present an adaptive two-pass median filter to remove impulsive noise. In two-pass median filtering, an image contaminated by impulsive noise is processed by a median filter twice. Median filtering is a non-reversible process, i.e., useful information discarded by the filter cannot be recovered. This behavior becomes more apparent in two-pass median filtering. To correct this problem, between the two filtering processes we introduce an adaptive process to selectively replace some pixels by their original values based on the spatial distribution of estimated impulsive noise. Compared with standard median filtering and two-pass median filtering, better results are obtained in terms of visual appreciation and mean squared error. We use examples to demonstrate the performance of the method.
  • Keywords
    adaptive filters; image denoising; image restoration; impulse noise; median filters; adaptive two-pass median filter; impulsive noise; mean squared error; nonreversible process; spatial distribution; visual appreciation; Adaptive filters; Gaussian distribution; Gaussian noise; Image processing; Information filtering; Information filters; Noise level; Pixel; Process design; Signal to noise ratio;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing. 2002. Proceedings. 2002 International Conference on
  • ISSN
    1522-4880
  • Print_ISBN
    0-7803-7622-6
  • Type

    conf

  • DOI
    10.1109/ICIP.2002.1038148
  • Filename
    1038148