DocumentCode :
2106998
Title :
Efficiency Improvements for RBF Based Surface Measurement from 3D Point Cloud
Author :
Ding, Yihua ; Zhao, Jianhui ; Zhang, Yuanyuan ; Long, Chengjiang ; Yuan, Zhiyong
Author_Institution :
Comput. Sch., Wuhan Univ., Wuhan
fYear :
2008
fDate :
21-22 Dec. 2008
Firstpage :
733
Lastpage :
736
Abstract :
RBF based surface recovery provides good implicit representation of 3D object´s shapes, but it has the disadvantage of time consuming. To apply automatic surface measurement from scanned 3D points in industry, this paper presents several techniques for efficiency improvements of RBF method. Partial surface recovery, octree division and combination, inverse power method and improved Cholesky factorization can either avoid unnecessary computing or speed up recovery procedure. The experiments on girth measurements of human foot have proved that the proposed methods are helpful.
Keywords :
computational geometry; octrees; radial basis function networks; solid modelling; surface fitting; 3D object shape representation; 3D point cloud; RBF; inverse power method; octree combination; octree division; partial surface reconstruction; radial basis function; surface measurement; surface recovery; Application software; Clouds; Foot; Humans; Image reconstruction; Interpolation; Scattering; Shape measurement; Surface fitting; Surface reconstruction; 3D points; Efficiency improvement; RBF; Surface reconstruction;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Information Technology Application Workshops, 2008. IITAW '08. International Symposium on
Conference_Location :
Shanghai
Print_ISBN :
978-0-7695-3505-0
Type :
conf
DOI :
10.1109/IITA.Workshops.2008.73
Filename :
4732041
Link To Document :
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