• DocumentCode
    2481425
  • Title

    A Modified Particle Swarm Optimization Applied in Image Registration

  • Author

    Khan, M. Khalid ; Nyström, Ingela

  • Author_Institution
    Centre for Image Anal., Uppsala Univ., Uppsala, Sweden
  • fYear
    2010
  • fDate
    23-26 Aug. 2010
  • Firstpage
    2302
  • Lastpage
    2305
  • Abstract
    We report a modified version of the particle swarm optimization (PSO) algorithm and its application to image registration. The modified version utilizes benefits from the Gaussian and the uniform distribution, when updating the velocity equation in the PSO algorithm. Which one of the distributions is selected depends on the direction of the cognitive and social components in the velocity equation. This direction checking and selection of the appropriate distribution provide the particles with an ability to jump out of local minima. The registration results achieved by this new version proves the robustness and its ability to find a global minimum.
  • Keywords
    image registration; particle swarm optimisation; PSO algorithm; direction checking; image registration; modified particle swarm optimization; velocity equation; Convergence; Gaussian distribution; Image registration; Optical imaging; Particle swarm optimization; Retina; Robustness; image registration; optic disc; optimization; particle swarm;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition (ICPR), 2010 20th International Conference on
  • Conference_Location
    Istanbul
  • ISSN
    1051-4651
  • Print_ISBN
    978-1-4244-7542-1
  • Type

    conf

  • DOI
    10.1109/ICPR.2010.563
  • Filename
    5595978