Title :
Fast reconstruction of implicit surface from large scatter point cloud with noises
Author :
Wang, Xiuyou ; Fan, Jianzhong
Author_Institution :
Sch. of Comput. & Inf., Fuyang Normal Coll., Fuyang, China
Abstract :
This paper addresses the problem of reconstructing implicit surface from scatter point cloud with noises. We introduce a filtering operator based on improved trilateral filter, which can reduce noise effectively, while preserving sharp feature. The filtered data points are divided into subdomains using an adaptive octree subdivision method, and a local compactly supported radial basis function is constructed at each subdomains. Finally, all the local shape functions with their weights are summed up using the method of partition of unity to approximate the global domain. Numerical experiments demonstrate robust and high quality performance of the proposed method in processing a great variety of 3D reconstruction from point clouds with noises.
Keywords :
octrees; radial basis function networks; solid modelling; 3D reconstruction; adaptive octree subdivision method; fast implicit surface reconstruction; filtering operator; large scatter point cloud; radial basis function; sharp feature; trilateral filter; Filtering; Image reconstruction; Noise; Shape; Surface reconstruction; Surface treatment; Vectors; compactly supported radial basis functions; implicit surface; partition of unity; scattered point clouds; trilateral filter;
Conference_Titel :
Computer Science and Automation Engineering (CSAE), 2012 IEEE International Conference on
Conference_Location :
Zhangjiajie
Print_ISBN :
978-1-4673-0088-9
DOI :
10.1109/CSAE.2012.6272704