• DocumentCode
    584675
  • Title

    Error Propagation in Multi-Camera Tracking

  • Author

    Kayumbi, G. ; Mazzeo, P.L. ; Cavallaro, Andrea

  • Author_Institution
    Sch. of Comput. Sci. & Inf., Cardiff Univ., Cardiff, UK
  • fYear
    2012
  • fDate
    25-29 Nov. 2012
  • Firstpage
    343
  • Lastpage
    350
  • Abstract
    Multi-camera tracking often involve the projection of image data onto a ground plane. In this paper, we analyze the propagation of object tracking errors after trajectory transformation from multiple views onto the ground plane. In particular, we contrast a deterministic and a probabilistic algorithm and present an empirical study of their multiple object tracking results on dataset of $18000$ frames. By measuring tracking accuracy, we highlight the processes that generate the most significant errors and how these errors impact the estimation of the final object location. Ultimately, the propagation of these errors from the image plane to the ground plane trajectories gives insights for future enhancement of the algorithms employed.
  • Keywords
    deterministic algorithms; image processing; object tracking; probability; deterministic algorithm; ground plane; image data projection; multicamera tracking; object tracking error propagation; probabilistic algorithm; trajectory transformation; Cameras; Heuristic algorithms; Image color analysis; Probabilistic logic; Trajectory; Multi-camera; tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Image Technology and Internet Based Systems (SITIS), 2012 Eighth International Conference on
  • Conference_Location
    Naples
  • Print_ISBN
    978-1-4673-5152-2
  • Type

    conf

  • DOI
    10.1109/SITIS.2012.57
  • Filename
    6395115