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
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;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2006.881995