• DocumentCode
    3048006
  • Title

    Background modeling and subtraction by codebook construction

  • Author

    Kim, Kyungnain ; Chalidabhongse, Thanarat H. ; Harwood, David ; Davis, Larry

  • Author_Institution
    Comput. Vision Lab., Maryland Univ., College Park, MD, USA
  • Volume
    5
  • fYear
    2004
  • fDate
    24-27 Oct. 2004
  • Firstpage
    3061
  • Abstract
    We present a new fast algorithm for background modeling and subtraction. Sample background values at each pixel are quantized into codebooks which represent a compressed form of background model for a long image sequence. This allows us to capture structural background variation due to periodic-like motion over a long period of time under limited memory. Our method can handle scenes containing moving backgrounds or illumination variations (shadows and highlights), and it achieves robust detection for compressed videos. We compared our method with other multimode modeling techniques.
  • Keywords
    data compression; image colour analysis; image motion analysis; image representation; image sequences; quantisation (signal); video coding; background modeling; background subtraction; codebook construction; image sequence; multimode modeling technique; video compression; Brightness; Computer vision; Educational institutions; Gaussian processes; Image coding; Information technology; Layout; Lighting; Pixel; Robustness;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2004. ICIP '04. 2004 International Conference on
  • ISSN
    1522-4880
  • Print_ISBN
    0-7803-8554-3
  • Type

    conf

  • DOI
    10.1109/ICIP.2004.1421759
  • Filename
    1421759