Title :
Performance Study of Gabor Filters and Rotation Invariant Gabor Filters
Author :
Ng, C. B Richard ; Lu, Guojun ; Zhang, Dengsheng
Author_Institution :
Monash University
Abstract :
Gabor filters have been proven to be very useful for texture retrieval and are widely adopted (1, 2, 3, 4, 5, 6). However, the original Gabor texture features are rotation variant. Recently, Zhang et al proposed rotation normalization using circular shift. They have shown the proposed rotation normalization is effective through some examples, but did not comprehensively study its performance. The purpose of this paper is to study the performance of the rotation normalization on a good size texture database. Our experimental results show that the proposed rotation normalization is effective in retrieving rotated textures and has some adverse effect on retrieving non-rotated texture.
Keywords :
CBIR; Gabor filter; texture and rotation invariance; Australia; Discrete wavelet transforms; Distance measurement; Gabor filters; Image databases; Image retrieval; Information retrieval; Information technology; Spatial databases; Wavelet transforms;
Conference_Titel :
Multimedia Modelling Conference, 2005. MMM 2005. Proceedings of the 11th International
Print_ISBN :
0-7695-2164-9
DOI :
10.1109/MMMC.2005.59