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
Link To Document