• DocumentCode
    314909
  • Title

    Automatic selection of Gabor filters for pixel classification

  • Author

    Campbel, N.W. ; Thomas, B.T.

  • Author_Institution
    Bristol Univ., UK
  • Volume
    2
  • fYear
    1997
  • fDate
    14-17 Jul 1997
  • Firstpage
    761
  • Abstract
    This paper has described a technique for filter selection. The off-line genetic algorithm search ensures that, for practical applications involving texture processing, only a small number of filters need to be convolved with the image rather than an entire filter bank, hence reducing computation time. The reduced number of filters also decreases the complexity of the task required of the classifier. Many segmentation, classification and analysis techniques involving Gabor filters will benefit from this approach. The method of tuning a filter set by off-line training is easily extendible to most approaches for texture analysis
  • Keywords
    filtering theory; Gabor filters; automatic selection; classification; computation time reduction; genetic algorithm; off-line training; pixel classification; segmentation; texture processing;
  • fLanguage
    English
  • Publisher
    iet
  • Conference_Titel
    Image Processing and Its Applications, 1997., Sixth International Conference on
  • Conference_Location
    Dublin
  • ISSN
    0537-9989
  • Print_ISBN
    0-85296-692-X
  • Type

    conf

  • DOI
    10.1049/cp:19970998
  • Filename
    615630