• DocumentCode
    1268664
  • Title

    A comparison of algorithms for connected set openings and closings

  • Author

    Meijster, Arnold ; Wilkinson, Michael H F

  • Author_Institution
    Centre for High Performance Comput. & Visualization, Groningen Univ., Netherlands
  • Volume
    24
  • Issue
    4
  • fYear
    2002
  • fDate
    4/1/2002 12:00:00 AM
  • Firstpage
    484
  • Lastpage
    494
  • Abstract
    The implementation of morphological connected set operators for image filtering and pattern recognition is discussed. Two earlier algorithms based on priority queues and hierarchical queues, respectively, are compared to a more recent union-find approach. Unlike the earlier algorithms which process regional extrema in the image sequentially, the union-find method allows simultaneous processing of extrema. In the context of area openings, closings, and pattern spectra, the union-find algorithm outperforms the previous methods on almost all natural and synthetic images tested. Finally, extensions to pattern spectra and the more general class of attribute operators are presented for all three algorithms, and memory usages are compared
  • Keywords
    computational complexity; filtering theory; image processing; mathematical morphology; set theory; tree data structures; area closings; area openings; attribute filters; connected set closings; connected set openings; extrema; hierarchical queues; image filtering; memory usages; morphological connected set operators; multiscale analysis; natural images; pattern recognition; pattern spectra; priority queues; synthetic images; union-find approach; Filtering; Pattern recognition; Testing;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/34.993556
  • Filename
    993556