A new generalised a scale spaces quadrature filters

被引:12
作者
Belaid, Ahror [1 ,2 ]
Boukerroui, Djamal [2 ]
机构
[1] Univ Abderrahmane Mira Bejaia, Lab Informat Med LIMED, Bejaia 06000, Algeria
[2] Univ Technol Compiegne, CNRS, Heudiasyc UMR 7253, F-60205 Compiegne, France
关键词
alpha Scale spaces; Quadrature filters; Local phase information; Monogenic signal; EDGE-DETECTION; PHASE; CLASSIFICATION; DETECTOR; AXIOMS;
D O I
10.1016/j.patcog.2014.03.029
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The alpha scale spaces is a recent theory that open new possibilities of phase-based image processing. It is a parameterised class (alpha epsilon]0,1)) of linear scale space representations, which allows a continuous connection beyond the well-known Gaussian scale space (alpha = 1): In this paper, we make use of this unified representation to derive new families of band pass quadrature filters, built from derivatives and difference of the alpha scale space generating kernels. This construction leads to generalised alpha kernel filters including the commonly known families derived from the Gaussian and the Poisson kernels. The properties of each family are first studied and then experiments on one- and two-dimensional signals are shown to exemplify how the suggested filters can be used for edge detection. This work is complemented by an experimental evaluation, which demonstrates that the new proposed filters are a good alternative to the commonly used Log-Gabor filter. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:3209 / 3224
页数:16
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