• DocumentCode
    1191393
  • Title

    Localization and Trajectory Reconstruction in Surveillance Cameras with Nonoverlapping Views

  • Author

    Pflugfelder, Roman ; Bischof, Horst

  • Author_Institution
    Austrian Res. Centers- ARC, Vienna, Austria
  • Volume
    32
  • Issue
    4
  • fYear
    2010
  • fDate
    4/1/2010 12:00:00 AM
  • Firstpage
    709
  • Lastpage
    721
  • Abstract
    This paper proposes a method that localizes two surveillance cameras and simultaneously reconstructs object trajectories in 3D space. The method is an extension of the Direct Reference Plane method, which formulates the localization and the reconstruction as a system of linear equations that is globally solvable by Singular Value Decomposition. The method´s assumptions are static synchronized cameras, smooth trajectories, known camera internal parameters, and the rotation between the cameras in a world coordinate system. The paper describes the method in the context of self-calibrating cameras, where the internal parameters and the rotation can be jointly obtained assuming a man-made scene with orthogonal structures. Experiments with synthetic and real--image data show that the method can recover the camera centers with an error less than half a meter even in the presence of a 4 meter gap between the fields of view.
  • Keywords
    cameras; image sensors; singular value decomposition; surveillance; direct reference plane method; linear equations; localization; nonoverlapping views; self-calibrating cameras; singular value decomposition; surveillance cameras; trajectory reconstruction; Camera localization; direct reference plane method; nonoverlapping camera views; simultaneous localization and tracking.; Algorithms; Computer Simulation; Face; Humans; Image Processing, Computer-Assisted; Models, Statistical; Movement; Pattern Recognition, Automated; Video Recording;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/TPAMI.2009.56
  • Filename
    4799788