• DocumentCode
    2381356
  • Title

    A group theoretical toolbox for color image operators

  • Author

    Lenz, Reiner ; Bui, Thanh Hai ; Takase, Koichi

  • Author_Institution
    Dept. of Sci. & Technol., Linkoping Univ., Sweden
  • Volume
    3
  • fYear
    2005
  • fDate
    11-14 Sept. 2005
  • Abstract
    In this paper we describe how to use the direct product of the dihedral group D(4) and the symmetric group 5(3) to automatically derive low-level image processing filter systems for RGB images. For important classes of stochastic processes it can be shown that the resulting operators lead to a block-diagonalization of the correlation matrix. We show that the group theoretical derivation of the operators leads to a very fast implementation consisting mainly of additions and subtractions. They can therefore be implemented in fast graphics computation hardware such as a GPU. We then illustrate the block-diagonalization property in an experiment where we used 20,000 subimage patches collected from 10,000 random images in a large image database. The very short execution times make these operators suitable for applications where many images have to be processed. Typical examples are video processing and content-based image database search. We describe one example where we use the operators to compute content based descriptors of images. These descriptors are currently used in one search mode in an image database browser operating on a database with more than 750,000 images. The group theoretical tools used to derive these filters are very general and can directly be applied for other types of image data. Examples are the following generalizations of the methodology: filter systems for multiband images with more than the ordinary three RGB-channels or images with other grid geometries such as hexagonal sampling.
  • Keywords
    filtering theory; image colour analysis; image sampling; matrix algebra; visual databases; RGB images; block-diagonalization property; color image operators; content-based image database search; correlation matrix; fast graphics computation; grid geometries; group theoretical toolbox; hexagonal sampling; image database browser; low-level image processing filter systems; multiband images; stochastic processes; video processing; Color; Filters; Geometry; Graphics; Hardware; Image databases; Image processing; Image sampling; Stochastic processes; Symmetric matrices;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2005. ICIP 2005. IEEE International Conference on
  • Print_ISBN
    0-7803-9134-9
  • Type

    conf

  • DOI
    10.1109/ICIP.2005.1530452
  • Filename
    1530452