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
Link To Document :
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