Robust Segmentation of Multiple Intersecting Manifolds from Unoriented Noisy Point Clouds

作者: J. Kustra , A. Jalba , A. Telea

DOI: 10.1111/CGF.12255

关键词:

摘要: We present a method for extracting complex manifolds with an arbitrary number of self- intersections from unoriented point clouds containing large amounts noise. Manifolds are formed in three-step process. First, small flat neighbourhoods all possible orientations created around points. Next, assembled into larger quasi-flat patches, whose overlaps give the global connectivity structure cloud. Finally, curved extracted patch graph via multiple-source flood fill. The can be reconstructed meshed surfaces using standard existing surface reconstruction methods. demonstrate speed and robustness our on several clouds, applications cloud segmentation, denoising medial reconstruction.

参考文章(52)
Stephen Pizer, Kaleem Siddiqi, Medial Representations: Mathematics, Algorithms and Applications Springer Publishing Company, Incorporated. ,(2008)
Raymond Ng, Ted Johnson, Ivy Kwok, Fast computation of 2-dimensional depth contours knowledge discovery and data mining. pp. 224- 228 ,(1998)
Dennie Reniers, Alexandru Telea, None, Segmenting Simplified Surface Skeletons Discrete Geometry for Computer Imagery. pp. 262- 274 ,(2008) , 10.1007/978-3-540-79126-3_24
Aarti Singh, Zhiting Xu, Xiaojin Zhu, Robert D. Nowak, Andrew B. Goldberg, Multi-Manifold Semi-Supervised Learning international conference on artificial intelligence and statistics. ,vol. 5, pp. 169- 176 ,(2009)
Robert Haralick, Rave Harpaz, Linear Manifold Clustering Machine Learning and Data Mining in Pattern Recognition. pp. 132- 141 ,(2005) , 10.1007/11510888_14
Luciano da Fontoura Costa, Roberto Marcond Cesar Jr., Shape Analysis and Classification: Theory and Practice CRC Press. ,(2000) , 10.1201/9781420037555
Dennie Reniers, Wijk Jarke van, Alexandru Telea, Computing Multiscale Curve and Surface Skeletons of Genus 0 Shapes Using a Global Importance Measure IEEE Transactions on Computers. ,(2009) , 10.1109/TC.2007.70786
Babak Taati, Michael Greenspan, Robin Harrap, Yani Ioannou, Difference of Normals as a Multi-scale Operator in Unorganized Point Clouds international conference on 3d imaging, modeling, processing, visualization & transmission. pp. 501- 508 ,(2012) , 10.1109/3DIMPVT.2012.12
Jainhua Wu, Leif Kobbelt, Optimized Sub-Sampling of Point Sets for Surface Splatting eurographics. ,vol. 23, pp. 643- 652 ,(2004) , 10.1111/J.1467-8659.2004.00796.X