• DocumentCode
    2116899
  • Title

    Anisotropic Laplace-Beltrami eigenmaps: Bridging Reeb graphs and skeletons

  • Author

    Shi, Yonggang ; Lai, Rongjie ; Krishna, Sheila ; Sicotte, Nancy ; Dinov, Ivo ; Toga, Arthur W.

  • Author_Institution
    Lab. of Neuro Imaging, UCLA Sch. of Med., Los Angeles, CA
  • fYear
    2008
  • fDate
    23-28 June 2008
  • Firstpage
    1
  • Lastpage
    7
  • Abstract
    In this paper we propose a novel approach of computing skeletons of robust topology for simply connected surfaces with boundary by constructing Reeb graphs from the eigen-functions of an anisotropic Laplace-Beltrami operator. Our work brings together the idea of Reeb graphs and skeletons by incorporating a flux-based weight function into the Laplace-Beltrami operator. Based on the intrinsic geometry of the surface, the resulting Reeb graph is pose independent and captures the global profile of surface geometry. Our algorithm is very efficient and it only takes several seconds to compute on neuroanatomical structures such as the cingulate gyrus and corpus callosum. In our experiments, we show that the Reeb graphs serve well as an approximate skeleton with consistent topology while following the main body of conventional skeletons quite accurately.
  • Keywords
    computational geometry; eigenvalues and eigenfunctions; graph theory; mathematical operators; Reeb graphs; anisotropic Laplace-Beltrami eigenmap; anisotropic Laplace-Beltrami operator; cingulate gyrus; corpus callosum; eigenfunctions; flux-based weight function; intrinsic geometry; neuroanatomical structures; robust topology; simply connected surfaces; surface geometry; Anisotropic magnetoresistance; Biomedical computing; Biomedical imaging; Eigenvalues and eigenfunctions; Geometry; Neuroimaging; Robustness; Shape; Skeleton; Topology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision and Pattern Recognition Workshops, 2008. CVPRW '08. IEEE Computer Society Conference on
  • Conference_Location
    Anchorage, AK
  • ISSN
    2160-7508
  • Print_ISBN
    978-1-4244-2339-2
  • Electronic_ISBN
    2160-7508
  • Type

    conf

  • DOI
    10.1109/CVPRW.2008.4563018
  • Filename
    4563018