• DocumentCode
    2816726
  • Title

    Discrete infinity harmonic functions: Towards a unified interpolation framework on graphs

  • Author

    Ghoniem, Mahmoud ; Elmoataz, Abderrahim ; Lezoray, Olivier

  • fYear
    2011
  • fDate
    11-14 Sept. 2011
  • Firstpage
    1361
  • Lastpage
    1364
  • Abstract
    In this paper, we introduce fast and robust digital algorithms for solving the Dirichlet problem with ∞-harmonic functions on graphs. Several PDEs and variational techniques have been proposed for a number of interpolation problems. Our motivation for this work is to extend some of these PDEs on graphs to deal with interpolation problems with a new approach in a discrete framework using the ∞-Laplacian on weighted graphs arbitrary topology. We show the experimental results for some applications of image interpolation that demonstrate the efficiency of our method and point out the interest of the novel algorithm with p = ∞ for interpolation problems.
  • Keywords
    Laplace transforms; computer vision; graph theory; interpolation; partial differential equations; variational techniques; ∞-Laplacian; Dirichlet problem; PDE; computer vision; discrete infinity harmonic functions; image interpolation; image processing; robust digital algorithms; unified interpolation framework; variational techniques; weighted graphs arbitrary topology; Conferences; Convergence; Equations; Image segmentation; Interpolation; Topology; ∞-Laplacian; ∞-harmonic functions; in-painting; interpolation; semi-supervised segmentation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2011 18th IEEE International Conference on
  • Conference_Location
    Brussels
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4577-1304-0
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2011.6115690
  • Filename
    6115690