• DocumentCode
    3035384
  • Title

    Performance of optical flow techniques for indoor navigation with a mobile robot

  • Author

    McCarthy, Chris ; Bames, N.

  • Author_Institution
    The University of Melbourne
  • Volume
    5
  • fYear
    2004
  • fDate
    April 26 2004-May 1 2004
  • Firstpage
    5093
  • Lastpage
    5098
  • Abstract
    We present a comparison of four optical flow methods and three spatio-temporal filters for mobile robot navigation in corridor-like environments. Previous comparisons of optical flow methods have evaluated performance only in terms of accuracy and/or efficiency, and typically in isolation. These comparisons are inadequate for addressing applicability to continuous, real-time operation as part of a robot control loop. We emphasise the need for comparisons that consider the context of a system, and that are confirmed by in-system results. To this end, we give results for on and off-board trials of two biologically inspired behaviours: corridor centring and visual odometry. Our results show the best in-system performances are achieved using Lucas and Kanade´s gradient-based method in combination with a recursive temporal filter. Results for traditionally used Gaussian filters indicate that long latencies significantly impede performance for real-time tasks in the control loop.
  • Keywords
    Australia; Biomedical optical imaging; Computer science; Image motion analysis; Image sequences; Mobile robots; Navigation; Optical filters; Optical sensors; Software engineering;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robotics and Automation, 2004. Proceedings. ICRA '04. 2004 IEEE International Conference on
  • Conference_Location
    New Orleans, LA, USA
  • ISSN
    1050-4729
  • Print_ISBN
    0-7803-8232-3
  • Type

    conf

  • DOI
    10.1109/ROBOT.2004.1302525
  • Filename
    1302525