• DocumentCode
    21624
  • Title

    Directed Connected Operators: Asymmetric Hierarchies for Image Filtering and Segmentation

  • Author

    Perret, Benjamin ; Cousty, Jean ; Tankyevych, Olena ; Talbot, Hugues ; Passat, Nicolas

  • Author_Institution
    ESIEE-Paris, Univ. Paris-Est Marne-la-Vallee, Paris, France
  • Volume
    37
  • Issue
    6
  • fYear
    2015
  • fDate
    June 1 2015
  • Firstpage
    1162
  • Lastpage
    1176
  • Abstract
    Connected operators provide well-established solutions for digital image processing, typically in conjunction with hierarchical schemes. In graph-based frameworks, such operators basically rely on symmetric adjacency relations between pixels. In this article, we introduce a notion of directed connected operators for hierarchical image processing, by also considering non-symmetric adjacency relations. The induced image representation models are no longer partition hierarchies (i.e., trees), but directed acyclic graphs that generalize standard morphological tree structures such as component trees, binary partition trees or hierarchical watersheds. We describe how to efficiently build and handle these richer data structures, and we illustrate the versatility of the proposed framework in image filtering and image segmentation.
  • Keywords
    directed graphs; image filtering; image representation; image segmentation; trees (mathematics); asymmetric hierarchy; directed acyclic graph; directed connected operator; graph-based framework; image filtering; image representation model; image segmentation; morphological tree structure; Filtering; Image edge detection; Image segmentation; Level set; Standards; Vegetation; Mathematical morphology; antiextensive filtering; connected operators; hierarchical image representation; segmentation;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/TPAMI.2014.2366145
  • Filename
    6942199