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 :
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