Title :
An experimental study on using visual odometry for short-run self localization of field robot
Author :
Piyathilaka, Lasitha ; Munasinghe, Rohan
Author_Institution :
Dept. of Electron. & Telecommun. Eng., Univ. of Moratuwa, Moratuwa, Sri Lanka
Abstract :
One of the most challenging problems of field robots is self-localization, which involves incremental update of position while in motion. Though wheel based odometry is cheaper to implement its accuracy degrades when wheels slip. In this paper performance of low-cost visual odometry approach is experimented as a feasibility test for field robot localization. We have used a downward-facing camera and tested localization error in view of various parameters such as frame size, frame rate, etc. A FFT-based image registration techniques was utilized to determine the precise translation distances and heading between consecutive frames captured from ground surface. Basic navigation experiments, including a loop-closing test and error propagation were conducted and interesting numerical results have been reported.
Keywords :
distance measurement; image registration; robots; FFT-based image registration; downward facing camera; error propagation; experimental study; field robot localization; frame rate; frame size; incremental update; localization error; loop-closing test; low-cost visual odometry; navigation experiments; numerical results; short-run self localization; translation distance; wheel based odometry; wheels slip; Accuracy; Cameras; Image registration; Pixel; Robots; Visualization; Wheels; Out-door localization; downward faced camera; image registration; visual odometry;
Conference_Titel :
Information and Automation for Sustainability (ICIAFs), 2010 5th International Conference on
Conference_Location :
Colombo
Print_ISBN :
978-1-4244-8549-9
DOI :
10.1109/ICIAFS.2010.5715651