Title :
Quaternionic gabor filters for local structure classification
Author :
Bulow, Thomas ; Sommer, Gerald
Author_Institution :
Kiel Univ., Germany
Abstract :
We introduce quaternionic Gabor filters for the classification of local image structure. These filters are constructed as windowed basis functions of the quaternionic Fourier transform. We show that-in contrast to the 2D complex Gabor filters-the quaternionic Gabor filters are intrinsically 2D filters. A generalized phase concept is introduced and compared to the classical one. It is shown how local image structure can be classified by the value of the local quaternionic phase
Keywords :
Fourier transforms; algebra; filtering theory; image classification; signal representation; 2D filters; local image structure; local quaternionic phase; local structure classification; quaternionic Fourier transform; quaternionic Gabor filters; windowed basis functions; Algebra; Fourier transforms; Frequency domain analysis; Frequency estimation; Gabor filters; Image analysis; Image edge detection; Phase estimation; Quaternions; Signal processing;
Conference_Titel :
Pattern Recognition, 1998. Proceedings. Fourteenth International Conference on
Conference_Location :
Brisbane, Qld.
Print_ISBN :
0-8186-8512-3
DOI :
10.1109/ICPR.1998.711271