Registration and Integration of Automobile-Bodies Scattered Point Cloud Based on K-D Tree

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Abstract:

As the automobile-bodies point cloud had the traits of large geometric dimension, huge data and rigor reverse precision, the improved iterative closet point algorithm (ICP) is put forward. The searching structure is generated using k-D tree. The closet points are searched by k-Dimensional sphere. The mapped relationship between points is generated. The matched points are filtered by the principle of geometric similarity. The solving of ICP algorithm is speeded and the registration precision of ICP algorithm is improved. The registration algorithm based on least-square and quaternion is used to calculate accurate registration result. The algorithm has certain theoretical and practical significance for improving of the efficiency and precision of registration. The reliability and accuracy of the algorithm are proved by experimentation.

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Periodical:

Advanced Materials Research (Volumes 201-203)

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846-851

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Online since:

February 2011

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© 2011 Trans Tech Publications Ltd. All Rights Reserved

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[1] Langis C., Greenspan M. Proceedings of Int. conf. on Recent Advances in 3-D Digital Imaging and Modelling. 2001: 195-204.

Google Scholar

[2] Vasiliki E. Markakia, Pantelis A. Asvestasb, George K. Matsopoulos. Computer Methods and Programs in Biomedicine. 2009, 93 (1): 61-72.

Google Scholar

[3] Xie Zexiao, Xu Shang, Li Xuyong. Image and Vision Computing. 2010, 28(4): 563-570.

Google Scholar

[4] Du Shaoyi, Zheng Nanning, Ying Shihui, Liu Jianyi. Pattern Recognition Letters. 2010, 31(9): 791-799.

Google Scholar

[5] Águila J.J., Arias.E., Artigao M.M. Procedia Computer Science, 2010, 1(1): 2573-2581.

Google Scholar

[6] Zeng Luchuan, Tamaki Tanaka, Yao Jen-Chih. Journal of Computational and Applied Mathematic. 2007, 206(2): 814-825.

Google Scholar

[7] Jiang T. S., Wei M. S. Equality Constrained Least Squares Problem over Quaterniobn Field[M]. Applied Mathematics Letters. 2003: 134-180.

DOI: 10.1016/s0893-9659(03)90012-7

Google Scholar

[8] Xie Z. X., Wang J. G., Zhang Q. M. International Journal of Machine Tools and Manufacture. 2005, 37(5): 1474-1486.

Google Scholar