• DocumentCode
    3120861
  • Title

    The accurate extraction and tracking of moving objects for video surveillance

  • Author

    Zheng, Jiang-bin ; Feng, David Dagan ; Siu, Wan-chi ; Zhang, Yan-Ning ; Wang, Xiu-Ying ; Zhao, Rong-chun

  • Author_Institution
    Dept. of EIE, Hong Kong Polytech. Univ., China
  • Volume
    4
  • fYear
    2002
  • fDate
    4-5 Nov. 2002
  • Firstpage
    1909
  • Abstract
    In this paper, an accurate extraction approach and an effective tracking algorithm for moving objects are proposed. We first describe our extraction algorithm, which can extract objects precisely by using the mixed differences between adaptive background estimation and the two adjacent frames. Then we design a tracking algorithm, in which we use several IIR filters to predict the moving objects position and improve efficiency of the objects matching by using the moving objects temporal image and extracting results. The proposed tracking algorithm can track the objects accurately even if the objects are in the process of acceleration and have slight deformations. The efficiency of the proposed algorithms is demonstrated by several experiments given in this paper.
  • Keywords
    feature extraction; motion estimation; object detection; surveillance; IIR filters; accurate extraction; adaptive background estimation; automatic surveillance; moving objects; tracking algorithm; Acceleration; Algorithm design and analysis; Computer science; Data mining; Information technology; Layout; Object detection; Prediction algorithms; Robustness; Video surveillance;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2002. Proceedings. 2002 International Conference on
  • Print_ISBN
    0-7803-7508-4
  • Type

    conf

  • DOI
    10.1109/ICMLC.2002.1175370
  • Filename
    1175370