• DocumentCode
    2481595
  • Title

    Nonlocal morphological levelings by partial difference equations over weighted graphs

  • Author

    Ta, Vinh-Thong ; Elmoataz, Abderrahim ; Lézoray, Olivier

  • Author_Institution
    GREYC CNRS UMR 6072, Univ. of Caen Basse-Normandie, Caen
  • fYear
    2008
  • fDate
    8-11 Dec. 2008
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    In this paper, a novel approach to mathematical morphology operations is proposed. Morphological operators based on partial differential equations (PDEs) are extended to weighted graphs of the arbitrary topologies by considering partial difference equations. We focus on a general class of morphological filters, the levelings; and propose a novel approach of such filters. Indeed, our methodology recovers classical local PDEs-based levelings in image processing, generalizes them to nonlocal configurations and extends them to process any discrete data that can be represented by a graph. Experimental results show applications and the potential of our levelings to textured image processing, region adjacency graph based multiscale leveling and unorganized data set filtering.
  • Keywords
    graph theory; image texture; partial differential equations; image processing; image texture; mathematical morphology operations; morphological operators; multiscale leveling; nonlocal configurations; nonlocal morphological levelings; partial difference equations; partial differential equations; unorganized data set filtering; weighted graphs; Application software; Data processing; Difference equations; Filtering; Filters; Image processing; Mathematical model; Morphology; Partial differential equations; Topology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition, 2008. ICPR 2008. 19th International Conference on
  • Conference_Location
    Tampa, FL
  • ISSN
    1051-4651
  • Print_ISBN
    978-1-4244-2174-9
  • Electronic_ISBN
    1051-4651
  • Type

    conf

  • DOI
    10.1109/ICPR.2008.4761413
  • Filename
    4761413