Title :
Stereo Vision Based Robot Controller
Author :
Ganapathy, Velappa ; Oon-Ee, Ng
Author_Institution :
Sch. of Eng., Monash Univ., Sunway
Abstract :
This paper presents the stereo vision component of the stereo vision based robot controller (SVBRC). The SVBRC is a multi-component project, integrating a stereo vision component (presented here) with a basic mapping and path-finding component on a mobile robot base. The stereo vision component is a winner-take-all (WTA) method. It implements various error-filters to explicitly deal with various types of stereo correspondence errors. However, overly stringent error filtering leads to very sparse depth map output; conversely, lenient filtering provides a dense output map with a high percentage of pixels in error. In this paper, error filtering techniques from various research papers are examined and implemented concurrently in two stages, a stringent stage and a lenient stage. A unique match-pixel-growing method is then utilized with the aim of using stringent error filters as a base from which to dasiagrowpsila a dense depth map. The SVBRC has been implemented and tested in the laboratories of Monash University Malaysia for stereo-vision based obstacle avoidance and target-finding. The results of the SVBRC´s stereo vision component are presented here.
Keywords :
filtering theory; image matching; mobile robots; path planning; robot vision; stereo image processing; dense depth map; error filtering technique; match-pixel-growing method; mobile robot controller; multicomponent project; path mapping; path-finding component; stereo vision component; winner-take-all method; Computational complexity; Computer vision; Eyes; Filtering; Humans; Matched filters; Retina; Robot control; Robot vision systems; Stereo vision; error filtering; match-pixel-growing; stereo vision;
Conference_Titel :
Systems, Man and Cybernetics, 2008. SMC 2008. IEEE International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-2383-5
Electronic_ISBN :
1062-922X
DOI :
10.1109/ICSMC.2008.4811558