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
Link To Document