Title :
2D analysis of Gabor-filter output signatures for texture segmentation
Author :
Dunn, Dennis ; Higgins, William ; Wakeley, Joseph
Author_Institution :
Pennsylvania State Univ., University Park, PA, USA
Abstract :
Many texture-segmentation schemes use Gabor elementary functions as filters to decompose a textured image into a joint space/spatial-frequency domain. Dunn et al. (1991, 1992) showed for a 1-D model that these filters (when properly tuned) can produce certain characteristic discontinuities (step, valley and ridge) at texture boundaries, aiding image segmentation. The authors generalize the work of Dunn et al. by providing a more general 2-D analytical development. They also show when vertical and horizontal texture-phase discontinuities produce ridge or valley discontinuities, and when asymmetric filters are beneficial
Keywords :
filtering and prediction theory; image segmentation; image texture; 2D analysis; Gabor-filter output signatures; joint space/spatial-frequency domain; ridge discontinuities; step discontinuities; texture boundaries; texture segmentation; textured image; valley discontinuities; Band pass filters; Bandwidth; Computer science; Convolution; Electronic mail; Filter bank; Fourier transforms; Frequency; Gabor filters; Image segmentation;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1992. ICASSP-92., 1992 IEEE International Conference on
Conference_Location :
San Francisco, CA
Print_ISBN :
0-7803-0532-9
DOI :
10.1109/ICASSP.1992.226275