• DocumentCode
    2324587
  • Title

    Evolution of Impulse Bursts Noise Filters

  • Author

    Vasicek, Zdenek ; Bidlo, Michal ; Sekanina, Lukas ; Torresen, Jim ; Glette, Kyrre ; Furuholmen, Marcus

  • Author_Institution
    Fac. of Inf. Technol., Brno Univ. of Technol., Brno, Czech Republic
  • fYear
    2009
  • fDate
    July 29 2009-Aug. 1 2009
  • Firstpage
    27
  • Lastpage
    34
  • Abstract
    The paper deals with evolutionary design of impulse burst noise filters. As proposed filters utilize the filtering window of 5times5 pixels, the design method has to be able to manage 25 eight-bit inputs. The large number of inputs results in an evolutionary algorithm not able to produce reasonably working filters because of the so-called scalability problem of evolutionary circuit design. However, the filters are designed using an extended version of Cartesian Genetic Programming which enables to reduce the number of inputs by selecting the most important of them. Experimental evaluation of the method has shown that evolved filters exhibit better results than conventional solutions based on various median filters.
  • Keywords
    burst noise; genetic algorithms; image denoising; impulse noise; median filters; Cartesian genetic programming; evolutionary algorithm; evolutionary circuit design; impulse burst noise filter; median filter; Adaptive filters; Circuit synthesis; Electronic mail; Evolutionary computation; Field programmable gate arrays; Filtering; Genetic programming; Hardware; Interference; Scalability; evolutionary design; evolutionary designed filter; image filter; impulse burst noise; impulse noise;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Adaptive Hardware and Systems, 2009. AHS 2009. NASA/ESA Conference on
  • Conference_Location
    San Francisco, CA
  • Print_ISBN
    978-0-7695-3714-6
  • Type

    conf

  • DOI
    10.1109/AHS.2009.33
  • Filename
    5325476