• DocumentCode
    1671318
  • Title

    On the efficiency of random walk approach to noise reduction in color images

  • Author

    Smolka, B. ; Szczepanski, M. ; Plataniotis, K.N. ; Venetsanopoulos, A.N.

  • Author_Institution
    Dept. of Autom. Control, Silesian Univ. of Technol., Gliwice, Poland
  • Volume
    3
  • fYear
    2001
  • fDate
    6/23/1905 12:00:00 AM
  • Firstpage
    138
  • Abstract
    We propose a new algorithm of noise reduction in color images. The new technique of multichannel image enhancement is capable of reducing impulse and Gaussian noise and it outperforms the basic methods based on vector median used for noise reduction in color images. A new smoothing operator, based on a random walk model and on a fuzzy similarity measure between pixels connected by a digital geodesic path is introduced. The efficiency of the proposed method was tested on the standard color images using the widely used objective image quality
  • Keywords
    Gaussian noise; differential geometry; fuzzy set theory; image colour analysis; image enhancement; impulse noise; nonlinear filters; randomised algorithms; smoothing methods; Gaussian noise; color images; digital geodesic path; fuzzy similarity measure; image quality measures; impulse noise; multichannel image enhancement; noise reduction; nonlinear filters; random walk model; smoothing operator; Color; Filtering; Filters; Gaussian noise; Image enhancement; Level measurement; Measurement standards; Noise reduction; Smoothing methods; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2001. Proceedings. 2001 International Conference on
  • Conference_Location
    Thessaloniki
  • Print_ISBN
    0-7803-6725-1
  • Type

    conf

  • DOI
    10.1109/ICIP.2001.958070
  • Filename
    958070