• 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