• DocumentCode
    2686154
  • Title

    3D environment reconstruction using modified color ICP algorithm by fusion of a camera and a 3D laser range finder

  • Author

    Joung, Ji Hoon ; An, Kwang Ho ; Kang, Jung Won ; Chung, Myung Jin ; Yu, Wonpil

  • Author_Institution
    Robot Res. Dept., Electron. & Telecommun. Res. Inst., Daejeon, South Korea
  • fYear
    2009
  • fDate
    10-15 Oct. 2009
  • Firstpage
    3082
  • Lastpage
    3088
  • Abstract
    In this paper, we propose a system which reconstructs the environment with both color and 3D information. We perform extrinsic calibration of a camera and a LRF (laser range finder) to fuse 3D information and color information of objects. We also formularize an equation to measure the result of the calibration. Moreover, we acquire 3D data by rotating 2D LRF with camera, and use ICP (iterative closest point) algorithm to combine data acquired in other places. We use the SIFT (scale invariant feature transform) matching for the initial estimation of ICP algorithm. It offers accurate and stable initial estimation robust to motion change compare to odometry. We also modify the ICP algorithm using color information. Computation time of ICP algorithm can be reduced by using color information.
  • Keywords
    image colour analysis; image reconstruction; iterative methods; laser ranging; sensor fusion; transforms; 3D environment reconstruction; 3D laser range finder; SIFT algorithm; camera; color ICP algorithm; extrinsic calibration; iterative closest point; scale invariant feature transform; Calibration; Cameras; Equations; Fuses; Iterative algorithms; Iterative closest point algorithm; Laser fusion; Motion estimation; Robustness; Transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Robots and Systems, 2009. IROS 2009. IEEE/RSJ International Conference on
  • Conference_Location
    St. Louis, MO
  • Print_ISBN
    978-1-4244-3803-7
  • Electronic_ISBN
    978-1-4244-3804-4
  • Type

    conf

  • DOI
    10.1109/IROS.2009.5354500
  • Filename
    5354500