Title :
Integrating multiple scan matching results for ego-motion estimation with uncertainty
Author :
Koyasu, Hiroshi ; Miura, Jun ; Shirai, Yoshiaki
Author_Institution :
Dept. of Comput. Mech. Syst., Osaka Univ., Japan
fDate :
28 Sept.-2 Oct. 2004
Abstract :
This paper describes an ego-motion estimation method by integrating multiple scan matching results. The method considers both the uncertainty of scan matching results and that of estimated ego-motions, and not only estimates the latest ego-motion but also updates previous ego-motions. The estimation process is formulated as an iterative one using Kalman filter. We implement the method by using an omnidirectional stereo-based scan matching method. Experimental results show the effectiveness of the proposed method.
Keywords :
Kalman filters; image matching; motion estimation; stereo image processing; Kalman filter; ego-motion estimation; multiple scan matching; omnidirectional stereo-based scan matching method; Dead reckoning; Degradation; Estimation error; Feature extraction; Laser noise; Mechanical systems; Motion estimation; Robot sensing systems; Simultaneous localization and mapping; Uncertainty;
Conference_Titel :
Intelligent Robots and Systems, 2004. (IROS 2004). Proceedings. 2004 IEEE/RSJ International Conference on
Print_ISBN :
0-7803-8463-6
DOI :
10.1109/IROS.2004.1389883