• DocumentCode
    2105759
  • Title

    On the performance of color tracking algorithms for underwater robots under varying lighting and visibility

  • Author

    Sattar, Junaed ; Dudek, Gregory

  • Author_Institution
    Centre for Intelligent Machines, McGill Univ., Montreal, Que.
  • fYear
    2006
  • fDate
    15-19 May 2006
  • Firstpage
    3550
  • Lastpage
    3555
  • Abstract
    We consider the use of visual target tracking for autonomous steering of an underwater robot. In this context, we consider a performance comparison for three key visual tracking algorithms used for servo control. We present a comparative study of the performance in underwater environments of three tracking algorithms that are widely used in vision applications. Variations in illumination, suspended particles and a resulting reduction in visibility hinders vision systems from performing satisfactorily in marine environments; at least not as well as they do in terrestrial (Le. non-underwater) surroundings. Our work focuses on quantitatively measuring the performance of three color-based tracking algorithms- color blob tracker, color histogram tracker and mean-shift tracker, in tracking objects underwater in different levels lighting and visibility. We also present results demonstrating the effect of suspended particles underwater, and in conclusion we summarize the three tracking algorithms by comparing their pros and cons
  • Keywords
    image colour analysis; marine systems; mobile robots; position control; robot vision; autonomous steering; color blob tracker; color histogram tracker; color tracking algorithms; mean-shift tracker; servo control; underwater robots; visual target tracking; Biosensors; Infrared sensors; Light scattering; Optical refraction; Optical scattering; Robots; Robustness; Sonar navigation; Target tracking; Underwater tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robotics and Automation, 2006. ICRA 2006. Proceedings 2006 IEEE International Conference on
  • Conference_Location
    Orlando, FL
  • ISSN
    1050-4729
  • Print_ISBN
    0-7803-9505-0
  • Type

    conf

  • DOI
    10.1109/ROBOT.2006.1642244
  • Filename
    1642244