Abstract: This paper
demonstrates that when a bank of Gabor filters
is applied to an image, there are strong relationships
between the outputs of the different filters.
These relationships are used to devise a new texture
feature which is capable of describing texture
information in a concise manner. Information about
the distributions of filter responses is also encoded
in the new feature. Performance of the feature is
assessed by applying it to an image region classification
task and comparing results to those obtained
using features which do not utilise the relationships
between filter outputs. It is shown that the distribution
information aids the classification task. The new
feature performs... (Correct Abstract)
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BibTeX entry: (Correct)
@inproceedings{ setchell99using,
author = "C J Setchell and N W Campbell",
title = "Using Colour Gabor Texture Features for Scene Understanding",
booktitle = "7th. International Conference on Image Processing and its Applications",
publisher = "Institution of Electrical Engineers",
pages = "372--376",
year = "1999",
url = "citeseer.nj.nec.com/217908.html" }
Citations (may not include all citations):
Doc
168
Theory of communication - Gabor - 1946
Doc
115
Unsupervised texture segmentation using Gabor filters - Jain, Farrokhnia - 1991
Doc
92
Preattentive texture discrimination with early vision mechan.. - Malik, Perona - 1990
Doc
84
Markov random field texture models - Cross, Jain - 1983
Doc
47
Texture analysis and classification with tree-structured wav.. - Chang, Kuo - 1993
Doc
43
Uncertainty relation for resolution in space, spatial freque.. - Daugman - 1985
Doc
29
High confidence visual recognition of persons by a test of s.. - Daugman - 1993
Doc
26
A theoretical comparison of texture algorithms - Conners, Harlow - 1980
Doc
16
Texture descriptors based on co-occurrence matrices - Gotlieb, Kreyszig - 1990
Doc
15
Interpreting image databases by region classification - Campbell, Mackeown et al. - 1997
Doc
14
Optimal Gabor filters for texture segmentation - Dunn, Higgins - 1995
Doc
7
Automatic interpretation of outdoor scenes - Campbell, Mackeown et al. - 1995
Doc
7
Integrated approach to texture segmentation using multiple G.. - Weldon, Higgins - 1996
Doc
2
Object detection using Gabor filters - Jain, Ratha et al. - 1997
Doc
1
Principle of digital image synthesis, Vol 1 - Glassner - 1995
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1
Image region labelling by humans and by an artificial neural.. - Clark, Troscianko et al. - 1996
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