DocumentCode
286376
Title
Multiscale median and morphological filters used for 2D pattern recognition
Author
Bangham, J. Andrew ; Pye, C. Jeremy ; Impey, Stephen J. ; Aldridge, Richard V.
Author_Institution
Sch. of Inf. Syst., East Anglia Univ., Norwich, UK
fYear
1993
fDate
34130
Firstpage
42491
Lastpage
513
Abstract
Rank and morphological filters are closely related. Configured as a multiscale filter bank they yield similar results. The difference between the output of each stage and its input, the granularity, is a complete characterisation of a signal that has parallels with a wavelet characterisation. By matching the granularity of an image with the granularity of a target pattern, a pattern selective system (matched sieve) can be implemented. In some ways it is a nonlinear analogue of a linear matched filter. It is shown, by example, that a matched sieve can outperform a matched linear filter for two dimensional pattern recognition problems
Keywords
digital filters; filtering and prediction theory; image recognition; mathematical morphology; 2D pattern recognition; granularity; image recognition; matched sieve; morphological filters; multiscale filter bank; multiscale median filter; pattern selective system; rank filter; target pattern;
fLanguage
English
Publisher
iet
Conference_Titel
Morphological and Nonlinear Image Processing Techniques, IEE Colloquium on
Conference_Location
London
Type
conf
Filename
243292
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