• DocumentCode
    254569
  • Title

    Fast Target Recognition on Mobile Devices: Revisiting Gaussian Elimination for the Estimation of Planar Homographies

  • Author

    Bilaniuk, Olexa ; Bazargani, Hamid ; Laganiere, Robert

  • Author_Institution
    Sch. of EECS, Univ. of Ottawa, Ottawa, ON, Canada
  • fYear
    2014
  • fDate
    23-28 June 2014
  • Firstpage
    119
  • Lastpage
    125
  • Abstract
    This work analyzes the problem of homography estimation for robust target matching in the context of real-time mobile vision. We present a device-friendly implementation of the Gaussian Elimination algorithm and show that our optimized approach can significantly improve the homography estimation step in a hypothesize-and-verify scheme. Experiments are performed on image sequences in which both speed and accuracy are evaluated and compared with conventional homography estimation schemes.
  • Keywords
    Gaussian processes; image matching; image sequences; object detection; Gaussian elimination algorithm; fast target recognition; image sequences; mobile devices; planar homographies estimation; real-time mobile vision; robust target matching; Computational modeling; Context; Estimation; Feature extraction; Real-time systems; Robustness; Target recognition; feature matching; homography estimation; mobile vision; target recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision and Pattern Recognition Workshops (CVPRW), 2014 IEEE Conference on
  • Conference_Location
    Columbus, OH
  • Type

    conf

  • DOI
    10.1109/CVPRW.2014.23
  • Filename
    6909968