• DocumentCode
    2094631
  • Title

    Gait Recognition via Flexible Measurement

  • Author

    Xue, Hongmin ; Zhang, Hao ; Zhao, Haiyong ; Liu, Zhijing ; Du, Libin

  • Author_Institution
    Sch. of Comput. Sci. & Technol., Xidian Univ., Xi´´an, China
  • fYear
    2012
  • fDate
    11-13 May 2012
  • Firstpage
    960
  • Lastpage
    964
  • Abstract
    We present a new gait identification method based on dynamic time warping (DTW), as video surveillance system requires high accuracy and precision. It could reduce computational cost of gait recognition, significantly improve the recognition rate for gait and meet the demand of video surveillance. The characters of human appearance have been utilized to extract entire binary image of human silhouette from video sequences, herein the centroid of silhouette is obtained. As the contour is unfolded clockwise, every video sequence could be converted to a normalized 1D (one-dimension) distance. The DTW-based distance between probe sequences and standard ones has been calculated to compare with the threshold. Finally, the similarity is induced to identify human gait by DTW distance. The average accuracy improves to 92.8% in gait recognition. Therefore, it is applicable for video surveillance in different scenarios.
  • Keywords
    image recognition; image sequences; video surveillance; binary image; dynamic time warping; flexible measurement; gait identification; gait recognition; human appearance; human silhouette; video sequences; video surveillance; Biological system modeling; Computer vision; Databases; Feature extraction; Humans; Legged locomotion; Pattern recognition; dynamic time warping (DTW); feature extraction; gait recognition; video surveillance;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communication Systems and Network Technologies (CSNT), 2012 International Conference on
  • Conference_Location
    Rajkot
  • Print_ISBN
    978-1-4673-1538-8
  • Type

    conf

  • DOI
    10.1109/CSNT.2012.204
  • Filename
    6200606