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
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;
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
DOI :
10.1109/IROS.2009.5354500