• DocumentCode
    2574128
  • Title

    An adaptive real-time background subtraction and moving shadows detection

  • Author

    Thongkamwitoon, T. ; Aramvith, S. ; Chalidabhongse, T.H.

  • Author_Institution
    Fac. of Eng., Chulalongkorn Univ., Bangkok
  • Volume
    2
  • fYear
    2004
  • fDate
    30-30 June 2004
  • Firstpage
    1459
  • Abstract
    The paper presents a statistical adaptive realtime background subtraction algorithm that is very robust to moving shadows and dynamic scene environment. The algorithm enhances the previously developed method reported by T. Horprascrt et al. (see Proc. IEEE ICCV\´99 Frame-rate Workshop, 1999) by adding adaptation of the model corresponding to a dynamic background using adaptive brightness and color distortion. In addition, we propose a novel "vivacity factor" to measure the activities of foreground objects. It is used to delay the adaptation rate for the area of often-occurring moving foregrounds. Our method provides a solution to real-time moving object and shadow detection in the dynamic background scene of a video stream. We also develop the learning-rate control mechanism that is not addressed by most background subtraction algorithms
  • Keywords
    adaptive signal processing; brightness; image colour analysis; image motion analysis; object detection; statistical analysis; video signal processing; video streaming; adaptive brightness distortion; adaptive color distortion; adaptive real-time background subtraction; dynamic scenes; learning-rate control mechanism; moving object detection; moving shadows detection; statistical algorithm; video stream; vivacity factor; Adaptation model; Brightness; Color; Delay; Distortion measurement; Layout; Lighting; Object detection; Robustness; Streaming media;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia and Expo, 2004. ICME '04. 2004 IEEE International Conference on
  • Conference_Location
    Taipei
  • Print_ISBN
    0-7803-8603-5
  • Type

    conf

  • DOI
    10.1109/ICME.2004.1394510
  • Filename
    1394510