• DocumentCode
    3060062
  • Title

    A Genetic Programming Based Scheme for Combining Image Operators

  • Author

    Chang, Feng-Cheng ; Huang, Hsiang-Cheh

  • Author_Institution
    Dept. of Innovative Inf. & Technol., Tamkang Univ., Tamsui, Taiwan
  • fYear
    2012
  • fDate
    18-20 July 2012
  • Firstpage
    215
  • Lastpage
    218
  • Abstract
    Sophisticated image processing is usually nonlinear and difficult to model. In addition to the conventional image processing tools, we need some alternatives to bridge the gap between low-level and semantic level computation. This paper presents an idea of image processing scheme. We transform an image into different representations; feed the representations to the proper cellular automaton (CA) components to produce the information images; use the information images as the inputs to the combination program; and finally get the processed result. To identify the needed transforms, the CA transition rules, and the combination expression, we adopt genetic programming (GP) and cellular programming (CP) to search for the configuration. The searched configuration separates the parallelizable and sequential parts of the program. We don´t enforce the linearity of the program, and it is likely that the searched result matches to the nonlinear nature of human semantics.
  • Keywords
    cellular automata; genetic algorithms; image representation; search problems; transforms; CA transition rules; cellular automaton; cellular programming; combination expression; combination program; configuration search; genetic programming; image operators; image processing; image representation; image transformation; information images; low-level computation; parallelizable program parts; semantic level computation; sequential program parts; Genetic algorithms; Genetic programming; Image edge detection; Programming; Semantics; Training; cellular programming; genetic programming; image processing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Information Hiding and Multimedia Signal Processing (IIH-MSP), 2012 Eighth International Conference on
  • Conference_Location
    Piraeus
  • Print_ISBN
    978-1-4673-1741-2
  • Type

    conf

  • DOI
    10.1109/IIH-MSP.2012.58
  • Filename
    6274651