Adaptive Matrices and Filters for Color Texture Classification

Giotis I, Bunte K, Petkov N, Biehl M (2013)
Journal Of Mathematical Imaging And Vision 47(1-2): 79-92.

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Zeitschriftenaufsatz | Veröffentlicht | Englisch
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Abstract / Bemerkung
In this paper we introduce an integrative approach towards color texture classification and recognition using a supervised learning framework. Our approach is based on Generalized Learning Vector Quantization (GLVQ), extended by an adaptive distance measure, which is defined in the Fourier domain, and adaptive filter kernels based on Gabor filters. We evaluate the proposed technique on two sets of color texture images and compare results with those other methods achieve. The features and filter kernels learned by GLVQ improve classification accuracy and they are able to generalize much better for data previously unknown to the system.
Erscheinungsjahr
Zeitschriftentitel
Journal Of Mathematical Imaging And Vision
Band
47
Zeitschriftennummer
1-2
Seite
79-92
ISSN
eISSN
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Giotis I, Bunte K, Petkov N, Biehl M. Adaptive Matrices and Filters for Color Texture Classification. Journal Of Mathematical Imaging And Vision. 2013;47(1-2):79-92.
Giotis, I., Bunte, K., Petkov, N., & Biehl, M. (2013). Adaptive Matrices and Filters for Color Texture Classification. Journal Of Mathematical Imaging And Vision, 47(1-2), 79-92. doi:10.1007/s10851-012-0356-9
Giotis, I., Bunte, K., Petkov, N., and Biehl, M. (2013). Adaptive Matrices and Filters for Color Texture Classification. Journal Of Mathematical Imaging And Vision 47, 79-92.
Giotis, I., et al., 2013. Adaptive Matrices and Filters for Color Texture Classification. Journal Of Mathematical Imaging And Vision, 47(1-2), p 79-92.
I. Giotis, et al., “Adaptive Matrices and Filters for Color Texture Classification”, Journal Of Mathematical Imaging And Vision, vol. 47, 2013, pp. 79-92.
Giotis, I., Bunte, K., Petkov, N., Biehl, M.: Adaptive Matrices and Filters for Color Texture Classification. Journal Of Mathematical Imaging And Vision. 47, 79-92 (2013).
Giotis, Ioannis, Bunte, Kerstin, Petkov, Nicolai, and Biehl, Michael. “Adaptive Matrices and Filters for Color Texture Classification”. Journal Of Mathematical Imaging And Vision 47.1-2 (2013): 79-92.