• DocumentCode
    2577972
  • Title

    Gaussian noise removal in gray scale images using fast Multiscale Directional Filter Banks

  • Author

    Leavline, E. Jebamalar ; Sutha, S.

  • Author_Institution
    Dept. of Electron. & Commun. Eng., Anna Univ. of Technol., Tiruchirappalli, India
  • fYear
    2011
  • fDate
    3-5 June 2011
  • Firstpage
    884
  • Lastpage
    889
  • Abstract
    This paper presents a novel approach for Gaussian noise removal using Multiscale Filter Banks for the Contourlet Transform. The Multiscale Directional Filter Bank (MDFB) improves the radial frequency resolution of the Contourlet Transform by introducing an additional decomposition in the high frequency band. This reduces the computational complexity significantly by saving a directional decomposition because of the change in the order of decomposition. Scaling is performed by a low pass filtering based splitting and the scale decomposition is done by the Directional Filter Bank. Perfect reconstruction is possible for the scale decomposition regardless of the choice of the low pass filter. MDFB outperforms the conventional Wavelet and Contourlet transform methods for Gaussian noise removal. Denoising performance of this proposed method is compared with Wavelet and Contourlet based denoising schemes with state of art threshold methods.
  • Keywords
    Gaussian processes; computational complexity; image colour analysis; image denoising; image segmentation; low-pass filters; transforms; Gaussian noise removal; computational complexity; contourlet transform; denoising performance; directional decomposition; gray scale images; low pass filtering based splitting; multiscale directional filter banks; radial frequency resolution; scale decomposition; threshold method; Filter banks; Image reconstruction; Noise; Noise reduction; Wavelet transforms; Contourlet; Denoising; Multiscale Directional Filter Banks; Threshold;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Recent Trends in Information Technology (ICRTIT), 2011 International Conference on
  • Conference_Location
    Chennai, Tamil Nadu
  • Print_ISBN
    978-1-4577-0588-5
  • Type

    conf

  • DOI
    10.1109/ICRTIT.2011.5972377
  • Filename
    5972377