• 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