1998
@inproceedings{WeH1998,
vgclass = {refpap},
author = {Thomas P. Weldon and William E. Higgins},
title = {An Algorithm for Designing Multiple {G}abor Filters for
Segmenting Multi-Textured Images},
booktitle = {IEEE International Conference on Image Processing (ICIP'98)},
address = {Chicago, IL, USA},
month = {October},
year = {1998},
url = {http://ws351.uncc.edu/tpw/papers/icip98.pdf},
url1 = {http://ws351.uncc.edu/tpw/papers/icip98.ps.gz},
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 segmentation results that confirm the efficacy of the proposed
procedure. These results show effective segmentation of 8 textures
using as few as 2 filters, whereas earlier approaches required 13 to 40
filters to segment 5 textures.},
}