DocumentCode
789223
Title
Fast IIR Isotropic 2-D Complex Gabor Filters With Boundary Initialization
Author
Bernardino, Alexandre ; Santos-Victor, José
Author_Institution
Inst. de Sistemas e Robotica, Instituto Superior Tecnico, Lisbon
Volume
15
Issue
11
fYear
2006
Firstpage
3338
Lastpage
3348
Abstract
Gabor filters are widely applied in image analysis and computer vision applications. This paper describes a fast algorithm for isotropic complex Gabor filtering that outperforms existing implementations. The main computational improvement arises from the decomposition of Gabor filtering into more efficient Gaussian filtering and sinusoidal modulations. Appropriate filter initial conditions are derived to avoid boundary transients, without requiring explicit image border extension. Our proposal reduces up to 39% the number of required operations with respect to state-of-the-art approaches. A full C++ implementation of the method is publicly available
Keywords
Gabor filters; Gaussian processes; IIR filters; image processing; C++ implementation; Gaussian filtering; boundary initialization; computer vision; fast IIR isotropic 2D complex Gabor filter; image analysis; sinusoidal modulations; Anisotropic magnetoresistance; Application software; Computational efficiency; Computer vision; Convolution; Filtering algorithms; Finite impulse response filter; Gabor filters; IIR filters; Image analysis; Filter Initialization; Gabor filters; image analysis; infinite impulse response (IIR) digital filters;
fLanguage
English
Journal_Title
Image Processing, IEEE Transactions on
Publisher
ieee
ISSN
1057-7149
Type
jour
DOI
10.1109/TIP.2006.881995
Filename
1709979
Link To Document