A review of algorithms for filtering the 3D point cloud

被引:336
作者
Han, Xian-Feng [1 ]
Jin, Jesse S.
Wang, Ming-Jie
Jiang, Wei
Gao, Lei
Xiao, Liping
机构
[1] Tianjin Univ, Sch Comp Software, Tianjin 30072, Peoples R China
关键词
3D point cloud; Filtering methods; Feature-preserving; Noise reduction; OBJECT RECOGNITION; CONSOLIDATION;
D O I
10.1016/j.image.2017.05.009
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In recent years, 3D point cloud has gained increasing attention as a new representation for objects. However, the raw point cloud is often noisy and contains outliers. Therefore, it is crucial to remove the noise and outliers from the point cloud while preserving the features, in particular, its fine details. This paper makes an attempt to present a comprehensive analysis of the state-of-the-art methods for filtering point cloud. The existing methods are categorized into seven classes, which concentrate on their common and obvious traits. An experimental evaluation is also performed to demonstrate robustness, effectiveness and computational efficiency of several methods used widely in practice. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:103 / 112
页数:10
相关论文
共 84 条
[1]   Point-sampled cell complexes [J].
Adamson, Anders ;
Alexa, Marc .
ACM TRANSACTIONS ON GRAPHICS, 2006, 25 (03) :671-680
[2]   Tutorial Point Cloud Library Three-Dimensional Object Recognition and 6 DOF Pose Estimation [J].
Aldoma, Aitor ;
Marton, Zoltan-Csaba ;
Tombari, Federico ;
Wohlkinger, Walter ;
Potthast, Christian ;
Zeisl, Bernhard ;
Rusu, Radu Bogdan ;
Gedikli, Suat ;
Vincze, Markus .
IEEE ROBOTICS & AUTOMATION MAGAZINE, 2012, 19 (03) :80-91
[3]   Computing and rendering point set surfaces [J].
Alexa, M ;
Behr, J ;
Cohen-Or, D ;
Fleishman, S ;
Levin, D ;
Silva, CT .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2003, 9 (01) :3-15
[4]  
ALEXA M., 2004, Proceedings of Eurographics Symposium on Point-Based Graphics 2004, P149
[5]  
Alexander M, 2001, INTERNETWEEK, P21
[6]   Defining point-set surfaces [J].
Amenta, N ;
Kil, YJ .
ACM TRANSACTIONS ON GRAPHICS, 2004, 23 (03) :264-270
[7]  
[Anonymous], 2015, INF SYST
[8]   l1-Sparse Reconstruction of Sharp Point Set Surfaces [J].
Avron, Haim ;
Sharf, Andrei ;
Greif, Chen ;
Cohen-Or, Daniel .
ACM TRANSACTIONS ON GRAPHICS, 2010, 29 (05)
[9]  
BROWN BM, 1983, J ROY STAT SOC B MET, V45, P25
[10]   A non-local algorithm for image denoising [J].
Buades, A ;
Coll, B ;
Morel, JM .
2005 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 2, PROCEEDINGS, 2005, :60-65