Algorithmic Solutions for Computing Precise Maximum Likelihood 3D Point Clouds from Mobile Laser Scanning Platforms

被引:41
作者
Elseberg, Jan [1 ]
Borrmann, Dorit [2 ]
Nuechter, Andreas [2 ]
机构
[1] Jacobs Univ Bremen gGmbH, Sch Sci & Engn, Automat Grp, D-28759 Bremen, Germany
[2] Univ Wurzburg, D-97074 Wurzburg, Germany
关键词
mobile laser scanning; non-rigid registration; calibration; mapping; algorithms; REGISTRATION; CALIBRATION; ALIGNMENT; UNITS;
D O I
10.3390/rs5115871
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Mobile laser scanning puts high requirements on the accuracy of the positioning systems and the calibration of the measurement system. We present a novel algorithmic approach for calibration with the goal of improving the measurement accuracy of mobile laser scanners. We describe a general framework for calibrating mobile sensor platforms that estimates all configuration parameters for any arrangement of positioning sensors, including odometry. In addition, we present a novel semi-rigid Simultaneous Localization and Mapping (SLAM) algorithm that corrects the vehicle position at every point in time along its trajectory, while simultaneously improving the quality and precision of the entire acquired point cloud. Using this algorithm, the temporary failure of accurate external positioning systems or the lack thereof can be compensated for. We demonstrate the capabilities of the two newly proposed algorithms on a wide variety of datasets.
引用
收藏
页码:5871 / 5906
页数:36
相关论文
共 34 条
[1]  
[Anonymous], 2007, Symposium on Geometry Processing
[2]  
[Anonymous], P INT C ADV ROB ICAR
[3]   IN-FLIGHT ALIGNMENT AND CALIBRATION OF INERTIAL MEASUREMENT UNITS .2. EXPERIMENTAL RESULTS [J].
BAZIW, J ;
LEONDES, CT .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1972, AES8 (04) :450-&
[4]   A METHOD FOR REGISTRATION OF 3-D SHAPES [J].
BESL, PJ ;
MCKAY, ND .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (02) :239-256
[5]  
Bosse M., P 2009 IEEE INT C RO, P4312, DOI [10.1109/ROBOT.2009.5152851, DOI 10.1109/ROBOT.2009.5152851]
[6]   Zebedee: Design of a Spring-Mounted 3-D Range Sensor with Application to Mobile Mapping [J].
Bosse, Michael ;
Zlot, Robert ;
Flick, Paul .
IEEE TRANSACTIONS ON ROBOTICS, 2012, 28 (05) :1104-1119
[7]  
Brown BJ, 2007, ACM T GRAPHIC, V26, DOI [10.1145/1276377.1276404, 10.1145/1239451.1239472]
[8]   A new point matching algorithm for non-rigid registration [J].
Chui, HL ;
Rangarajan, A .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2003, 89 (2-3) :114-141
[9]  
Cohen L. D., 1992, Proceedings. 1992 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.92CH3168-2), P592, DOI 10.1109/CVPR.1992.223130
[10]   Algorithm 849: A concise sparse Cholesky factorization package [J].
Davis, TA .
ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 2005, 31 (04) :587-591