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15th International Conference on Pattern Recognition (ICPR'00) - Volume 3
A Comparative Study of Filter Based Texture Operators Using Mahalanobis Distance
Barcelona, Spain
September 03-September 08
ISBN: 0-7695-0750-6
S.E. Grigorescu, University of Groningenningen
N. Petkov, University of Groningenningen
P. Kruizinga, University of Groningenningen
Texture feature extraction operators, which comprise linear filtering, eventually followed by post-processing, are considered. The filters used are Laws' masks, filters derived from well-known discrete transforms, and Gabor filters. The post-processing step comprises non-linear point operations and/or local statistics computation. The performance is measured by means of the Mahalanobis distance between clusters of feature vectors derived from different textures. The results show that post-processing improves considerably the performance of filter based texture operators.
Citation:
S.E. Grigorescu, N. Petkov, P. Kruizinga, "A Comparative Study of Filter Based Texture Operators Using Mahalanobis Distance," icpr, vol. 3, pp.3897, 15th International Conference on Pattern Recognition (ICPR'00) - Volume 3, 2000
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