• DocumentCode
    2919533
  • Title

    GPU based extraction of moving objects without shadows under intensity changes

  • Author

    Fukui, Shinji ; Iwahori, Yuji ; Woodham, Robert J.

  • Author_Institution
    Fac. of Educ., Aichi Univ. of Educ., Kariya
  • fYear
    2008
  • fDate
    1-6 June 2008
  • Firstpage
    4165
  • Lastpage
    4172
  • Abstract
    This paper proposes a GPU based algorithm for extracting moving objects in real time. The whole process of the proposed approach is handled on GPU. GPU is used for acceleration and the proposed approach increases processing speed dramatically. The method uses a* component and b* component of CIELAB color space without extracting shadow areas as moving objects. It is robust to intensity changes because an estimated background image is generated and moving objects are extracted using background subtraction of the estimated background image and the observed image. The proposed method reduces the times for transferring calculation results from GPU into CPU and the opposite transfer. Reducing the transfer times contributes to speeding up of the proposed method. Results are demonstrated with experiments on real data.
  • Keywords
    feature extraction; image colour analysis; image motion analysis; image sequences; video signal processing; CIELAB color space; GPU based extraction; background image; background subtraction; intensity changes; moving objects; Acceleration; Application software; Brightness; Color; Colored noise; Data mining; Lighting; Noise robustness; Object detection; Video sequences;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation, 2008. CEC 2008. (IEEE World Congress on Computational Intelligence). IEEE Congress on
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-1-4244-1822-0
  • Electronic_ISBN
    978-1-4244-1823-7
  • Type

    conf

  • DOI
    10.1109/CEC.2008.4631366
  • Filename
    4631366