• DocumentCode
    2362902
  • Title

    Multiscale-based image enhancement

  • Author

    Reeves, T.H. ; Jernigan, M.E.

  • Author_Institution
    Dept. of Syst. Design Eng., Waterloo Univ., Ont., Canada
  • Volume
    2
  • fYear
    1997
  • fDate
    25-28 May 1997
  • Firstpage
    500
  • Abstract
    Wavelet-based image analysis offers the opportunity to enhance images using features extracted at different scales and subbands. We propose a two-part wavelet domain image enhancement method. First, we apply a locally adaptive filter to the wavelet transform detail coefficients to simultaneously suppress noise and enhance edge contrast. Our estimates of noise variance behaviour across the decomposition scales and subbands are based on simulations. To enhance contrast between large, flat image regions, we apply global histogram equalisation to the wavelet transform approximation coefficients at the coarsest decomposition level
  • Keywords
    Gaussian noise; adaptive filters; edge detection; feature extraction; filtering theory; image enhancement; image reconstruction; image representation; image segmentation; interference suppression; wavelet transforms; coarsest decomposition level; decomposition scales; edge contrast enhancement; feature extraction; global histogram equalisation; large flat image regions; locally adaptive filter; multiscale-based image enhancement; noise suppression; noise variance; subbands; wavelet domain image enhancement method; wavelet transform approximation coefficients; wavelet transform detail coefficients; wavelet-based image analysis; Adaptive filters; Histograms; Humans; Image edge detection; Image enhancement; Image storage; Tail; Wavelet analysis; Wavelet domain; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical and Computer Engineering, 1997. Engineering Innovation: Voyage of Discovery. IEEE 1997 Canadian Conference on
  • Conference_Location
    St. Johns, Nfld.
  • ISSN
    0840-7789
  • Print_ISBN
    0-7803-3716-6
  • Type

    conf

  • DOI
    10.1109/CCECE.1997.608267
  • Filename
    608267