• DocumentCode
    666121
  • Title

    Multiple players tracking and identification using group detection and player number recognition in sports video

  • Author

    Yamamoto, Takayuki ; Kataoka, Haruno ; Hayashi, Mariko ; Aoki, Yuya ; Oshima, K. ; Tanabiki, Masamoto

  • Author_Institution
    Grad. Sch. of Sci. & Technol., Keio Univ., Yokohama, Japan
  • fYear
    2013
  • fDate
    10-13 Nov. 2013
  • Firstpage
    2442
  • Lastpage
    2446
  • Abstract
    We are interested in the problem of automatically tracking and identifying players in sports video. While there are many automatic multi-target tracking methods, in sports video, it is difficult to track multiple players due to frequent occlusions, quick motion of players and camera, and camera position. We propose tracking method that associates tracklets of a same player using results of player number recognition. To deal with frequent occlusions, we detect human region by level set method and then estimates if it is occluded group region or unoccluded individual one. Moreover, we associate tracklets using the results of player number recognition at each frame by keypoints-based matching with templates from multiple viewpoints, so that final tracklets include occluded region.
  • Keywords
    Kalman filters; image matching; object detection; object tracking; sport; target tracking; video signal processing; camera position; frequent occlusion; group detection; keypoints-based matching; level set method; multiple players identification; multiple players tracking; multitarget tracking method; player number recognition; sports video; Accuracy; Cameras; Feature extraction; Image recognition; Solid modeling; Target tracking; Affin Warp; SIFT; data association; level set method; multiple target tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Electronics Society, IECON 2013 - 39th Annual Conference of the IEEE
  • Conference_Location
    Vienna
  • ISSN
    1553-572X
  • Type

    conf

  • DOI
    10.1109/IECON.2013.6699514
  • Filename
    6699514