• DocumentCode
    1827553
  • Title

    A general framework for tracking objects in a multi-camera environment

  • Author

    Nguyen, Karlene ; Yeung, Gavin ; Ghiasi, Soheil ; Sarrafzadeh, Majid

  • Author_Institution
    Dept. of Comput. Sci., California Univ., Los Angeles, CA, USA
  • fYear
    2002
  • fDate
    14-15 Nov. 2002
  • Firstpage
    200
  • Lastpage
    204
  • Abstract
    We present a framework for real-time tracking of objects. Our system consists of multiple cameras and a control unit that communicate through a network. Each camera has a general-purpose processor and a reconfigurable hardware unit embedded in it. Therefore, some computation can be performed at the point of data collection. We argue that collocating the computation with the data at vision sensors can improve performance, communication overhead and network scalability. We exploit the parameterization and tuning of the vision algorithms and present a sample tracking application implemented on our framework. We further argue that the proposed architecture can be used to implement many other real-time vision applications through hardware reconfiguration.
  • Keywords
    communication complexity; computer vision; feature extraction; field programmable gate arrays; image sensors; object detection; real-time systems; reconfigurable architectures; tracking; video cameras; FPGA; communication overhead; control unit; feature selection; general-purpose processor; image processing algorithm; multicamera environment; network performance; object detection; real-time object tracking; reconfigurable hardware unit; vision algorithm; vision sensor; Application software; Cameras; Computer networks; Computer vision; Field programmable gate arrays; Hardware; Heuristic algorithms; Image sensors; Scalability; Software algorithms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Digital and Computational Video, 2002. DCV 2002. Proceedings. Third International Workshop on
  • Print_ISBN
    0-7803-7984-5
  • Type

    conf

  • DOI
    10.1109/DCV.2002.1218762
  • Filename
    1218762