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Proceedings Paper

RPBS: Rotational Projected Binary Structure for point cloud representation
Author(s): Bin Fang; Zhiwei Zhou; Tao Ma; Fangyu Hu; Siwen Quan; Jie Ma
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Paper Abstract

In this paper, we proposed a novel three-dimension local surface descriptor named RPBS for point cloud representation. First, points cropped form the query point within a predefined radius is regard as a local surface patch. Then pose normalization is done to the local surface to equip our descriptor with the invariance to rotation transformation. To obtain more information about the cropped surface, multi-view representation is formed by successively rotating it along the coordinate axis. Further, orthogonal projections to the three coordinate plane are adopted to construct two-dimension distribution matrixes, and binarization is applied to each matrix by following the rule that whether the grid is occupied, if yes, set the grid one, otherwise zero. We calculate the binary maps from all the viewpoints and concatenate them together as the final descriptor. Comparative experiments for evaluating our proposed descriptor is conducted on the standard dataset named Bologna with several state-of-the-art 3D descriptors, and results show that our descriptor achieves the best performance on feature matching experiments.

Paper Details

Date Published: 8 March 2018
PDF: 8 pages
Proc. SPIE 10609, MIPPR 2017: Pattern Recognition and Computer Vision, 1060913 (8 March 2018); doi: 10.1117/12.2285459
Show Author Affiliations
Bin Fang, Huazhong Univ. of Science and Technology (China)
Zhiwei Zhou, Tianjin Jinhang Institute of Technical Physics (China)
Tao Ma, Huazhong Univ. of Science and Technology (China)
Fangyu Hu, Huazhong Univ. of Science and Technology (China)
Siwen Quan, Huazhong Univ. of Science and Technology (China)
Jie Ma, Huazhong Univ. of Science and Technology (China)

Published in SPIE Proceedings Vol. 10609:
MIPPR 2017: Pattern Recognition and Computer Vision
Zhiguo Cao; Yuehuang Wang; Chao Cai, Editor(s)

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