Texture-adaptive mother wavelet selection for texture analysis

Abhayaratne, G.C.K.; Jermyn, I.H.; Zerubia, J.

Abstract

Classification results obtained using wavelet-based texture analysis techniques vary with the choice of mother wavelet used in the methodology. We discuss the use of mother wavelet filters as parameters in a probabilistic approach to texture analysis based on adaptive biorthogonal wavelet packet bases. The optimal choice for the mother wavelet filters is estimated from the data, in addition to the other model parameters. The model is applied to the classification of single texture images and mosaics of Brodatz textures, the results showing improvement over the performance of standard wavelets for a given filter length.

Citation

Abhayaratne, G., Jermyn, I., & Zerubia, J. (2005). Texture-adaptive mother wavelet selection for texture analysis. In 2005 International Conference on Image Processing (ICIP) : September 11-14, 2005, Genova, Italy (1290-1293). https://doi.org/10.1109/icip.2005.1530299

• Conference Name: IEEE International Conference on Image Processing (ICIP)
• Conference Location: Genova, Italy
• Start Date: Sep 11, 2005
• End Date: Sep 14, 2005
• Publication Date: Sep 14, 2005
• Deposit Date: Aug 12, 2011
• Publicly Available Date: May 10, 2016
• Volume: 2
• Pages: 1290-1293
• Series ISSN: 1522-4880
• Book Title: 2005 International Conference on Image Processing (ICIP) : September 11-14, 2005, Genova, Italy.
• ISBN: 07803913490
• DOI: https://doi.org/10.1109/icip.2005.1530299
• Additional Information: Date of Conference: 11-14 September 2005