Fast IIR isotropic 2-D complex Gabor filters with boundary initialization

被引:14
|
作者
Bernardino, Alexandre [1 ]
Santos-Victor, Jose [1 ]
机构
[1] Univ Tecn Lisboa, Inst Sist & Robot, Inst Super Tecn, P-1049001 Lisbon, Portugal
关键词
filter initialization; Gabor filters; image analysis; infinite impulse response (IIR) digital filters;
D O I
10.1109/TIP.2006.881995
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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.
引用
收藏
页码:3338 / 3348
页数:11
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