• DocumentCode
    1823779
  • Title

    An Intelligent Virtual Fence Security System for the Detection of People Invading

  • Author

    Chen, Jun-Horng ; Tseng, Teng-Hui ; Lai, Chin-Lun ; Hsieh, Sheng-Ta

  • Author_Institution
    Dept. of Commun. Eng., Oriental Inst. of Technol., Taipei, Taiwan
  • fYear
    2012
  • fDate
    4-7 Sept. 2012
  • Firstpage
    786
  • Lastpage
    791
  • Abstract
    This work proposes an intelligent and interactive virtual fence system for security management in a danger-or accident-prone area. The proposed system is designed to be realized in an outdoor and wide-area park. With the proposed system, users can visually and arbitrarily define the polygonic alert area for the sake of security. The Gaussian Mixture Model (GMM) and AdaBoost algorithms are modified and integrated in this work to provide a robust human detection. As soon as the invading people is detected and located in the interior of the alert area, the proposed system will immediately alarm the security guards by MMS of cellular networks or a customized App installed in smart phones. Besides, this work also proposes a sliding-window based alarm mechanism to practically and robustly improve the detection rate and reduce the false alarm rate of detection. The experimental results will demonstrate that the proposed system can be indeed applied in a real field and provide a satisfied performance.
  • Keywords
    Gaussian processes; alarm systems; learning (artificial intelligence); object detection; smart phones; video surveillance; virtual reality; AdaBoost algorithms; GMM; Gaussian mixture model; MMS; accident-prone area; cellular networks; danger-prone area; detection rate improvement; false alarm detection rate reduction; intelligent surveillance systems; intelligent virtual fence security system; interactive virtual fence system; people invading detection; polygonic alert area; robust human detection; security guards; security management; sliding window-based alarm mechanism; smart phone applications; Algorithm design and analysis; Artificial intelligence; Cameras; Human computer interaction; Humans; Security; Streaming media; AdaBoost Algorithm; Gaussian Mixture Model; Pedestrian Detection; Virtual Fence;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Ubiquitous Intelligence & Computing and 9th International Conference on Autonomic & Trusted Computing (UIC/ATC), 2012 9th International Conference on
  • Conference_Location
    Fukuoka
  • Print_ISBN
    978-1-4673-3084-8
  • Type

    conf

  • DOI
    10.1109/UIC-ATC.2012.64
  • Filename
    6332084