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An Algorithm for Designing Multiple Gabor Filters for Segmenting Multi-Textured Images - Weldon, Higgins (ResearchIndex)
An Algorithm for Designing Multiple Gabor Filters for Segmenting Multi-Textured Images (1997)  (Correct)  (2 citations)
Thomas P. Weldon Dept. of Electrical and Computer Eng. University of North...

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Abstract: We present an algorithm for the design of multiple Gabor filters for the segmentation of multi-textured images. We draw upon earlier results that provide a segmentation error measure based on the predicted vector output statistics of multiple filter channels. This segmentation error measure is used to design the filter channels for a particular segmentation task. In our approach, the filter parameters are free to vary from channel to channel and are not restricted to some predetermined decomposition of the frequency plane. Thus, our method can generate more effective filter designs and result in more effective features for image segmentation than prior methods. Finally, we present texture... (Correct Abstract)

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...amplitudes. Gabor filters are well suited if the regions have distinct peaks in their frequency spectrum (Bovik et al. 1990; Weldon Higgins, 1997). The resulting segmentations are shown in Figure 1. In simple models (first columns of Figure 1) the algorithm finds the best...

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BibTeX entry:   (Correct)

Weldon, T. P., & Higgins, W. E. (1997). Algorithm for designing multiple gabor filters for segmenting multi-textured images. unpublished. http://citeseer.nj.nec.com/weldon97algorithm.html   More

@misc{ weldon97algorithm,
  author = "T. Weldon and W. Higgins",
  title = "Algorithm for designing multiple gabor filters for segmenting multi-textured
    images",
  text = "Weldon, T. P., & Higgins, W. E. (1997). Algorithm for designing multiple
    gabor filters for segmenting multi-textured images. unpublished.",
  year = "1997",
  url = "citeseer.nj.nec.com/weldon97algorithm.html" }
Citations (may not include all citations):
Doc   196   Digital Image Processing - Pratt - 1991
Doc   119   Textures: A Photographic Album for Artists and Designers - Brodatz - 1966
Doc   115   Unsupervised texture segmentation using Gabor filters - Jain, Farrokhnia - 1991
Doc   63   Complete discrete 2-D Gabor transforms by neural networks fo.. - Daugman - 1988
Doc   47   Texture analysis and classification with tree-structured wav.. - Chang, Kuo - 1993
Doc   14   Optimal Gabor filters for texture segmentation - Dunn, Higgins - 1995
Doc   14   Texture segmentation using 2-D Gabor elementary functions - Dunn, Higgins et al. - 1994
Doc   10   Multichannel filtering for image texture segmentation - Randen, Husy - 1994
Doc   7   Integrated approach to texture segmentation using multiple G.. - Weldon, Higgins - 1996
Doc   6   Design of multiple Gabor filters for texture segmentation - Weldon, Higgins - 1996
Doc   6   Multiresolution Design of Multiple Gabor Filters for Texture.. - Weldon - 1995
Doc   5   Gabor filter design for multiple texture segmentation - Weldon, Higgins et al. - 1996
Doc   4   Efficient Gabor filter design using Rician output statistics - Weldon, Higgins et al. - 1994
Doc   4   Novel approaches to multichannel filtering for image texture.. - Randen, Husy - 1994

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