DocumentCode
426333
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
Volume
3
fYear
2004
fDate
28 Sept.-2 Oct. 2004
Firstpage
3104
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Robots and Systems, 2004. (IROS 2004). Proceedings. 2004 IEEE/RSJ International Conference on
Print_ISBN
0-7803-8463-6
Type
conf
DOI
10.1109/IROS.2004.1389883
Filename
1389883
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