DocumentCode :
1169802
Title :
A grouping principle and four applications
Author :
Desolneux, Agnè S. ; Moisan, Lionel ; More, J.-M.
Volume :
25
Issue :
4
fYear :
2003
fDate :
4/1/2003 12:00:00 AM
Firstpage :
508
Lastpage :
513
Abstract :
Wertheimer\´s theory suggests a general perception law according to which objects having a quality in common get perceptually grouped. The Helmholtz principle is a quantitative version of this general grouping law. It states that a grouping is perceptually "meaningful" if its number of occurrences would be very small in a random situation: geometric structures are then characterized as large deviations from randomness. In two previous works, we have applied this principle to the detection of orientation alignments and boundaries in a digital image. In this paper, we show that the method is fully general and can be extended to a grouping by any quality. We treat as an illustration the alignments of objects, their grouping by color and by size, and the vicinity gestalt (clusters). Collaboration of the gestalt grouping laws and their pyramidal structure are illustrated in a case study.
Keywords :
computer vision; image colour analysis; image matching; visual perception; Helmholtz principle; case study; edge detection; general perception law; geometric structures; gestalt grouping laws; grouping principle; histogram modes; object alignments; orientation alignments; visual perception; Collaboration; Computer vision; Detectors; Digital images; Histograms; Image segmentation; Parallel processing; Shape; Visual perception;
fLanguage :
English
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher :
ieee
ISSN :
0162-8828
Type :
jour
DOI :
10.1109/TPAMI.2003.1190576
Filename :
1190576
Link To Document :
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