Title :
Performance of optical flow techniques for indoor navigation with a mobile robot
Author :
McCarthy, Chris ; Bames, N.
Author_Institution :
The University of Melbourne
fDate :
April 26 2004-May 1 2004
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;
Conference_Titel :
Robotics and Automation, 2004. Proceedings. ICRA '04. 2004 IEEE International Conference on
Conference_Location :
New Orleans, LA, USA
Print_ISBN :
0-7803-8232-3
DOI :
10.1109/ROBOT.2004.1302525