• DocumentCode
    3197805
  • Title

    Dynamic workload assignment in video surveillance systems

  • Author

    Saini, Mukesh ; Xiangyu, Wang ; Atrey, Wang ; Kankanhalli, Mohan

  • Author_Institution
    Sch. of Comput., Nat. Univ. of Singapore, Singapore, Singapore
  • fYear
    2011
  • fDate
    11-15 July 2011
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Current surveillance systems consist of large numbers of cameras. The video feeds from cameras are automatically processed for threat detection, which is a computationally in tensive task. In order to meet the real-time requirements of surveillance, we need to distribute the video processing over multiple computers. Generally the cameras are statically as signed to the processors; we show that this is not a desirable solution as the workload for a particular camera may vary over time depending on the number of the targets in its view. In future, this uneven distribution of workload will become more critical as the sensing infrastructures are being deployed on the cloud. In this work, we model the camera workload as a function of the number of targets, and use that to dynamically assign video feeds to the processors. Experimental results show that the proposed model successfully captures the variability of the workload, and that dynamic workload assignment provides better results than a static assignment.
  • Keywords
    video signal processing; video surveillance; camera workload; dynamic workload assignment; multiple computers; sensing infrastructures; threat detection; video feeds; video processing; video surveillance systems; Cameras; Load modeling; Markov processes; Program processors; Steady-state; Surveillance; Vehicle dynamics; cloud; dynamic; model; surveillance; workload;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia and Expo (ICME), 2011 IEEE International Conference on
  • Conference_Location
    Barcelona
  • ISSN
    1945-7871
  • Print_ISBN
    978-1-61284-348-3
  • Electronic_ISBN
    1945-7871
  • Type

    conf

  • DOI
    10.1109/ICME.2011.6012076
  • Filename
    6012076