Fast computation of Krawtchouk moments

被引:36
|
作者
Asli, Barmak Honarvar Shakibaei [1 ]
Flusser, Jan [2 ]
机构
[1] Univ Malaya, Fac Engn, Dept Elect, Integrated Lightwave Res Grp, Kuala Lumpur 50603, Malaysia
[2] Acad Sci Czech Republ, Inst Informat Theory & Automat, Prague 18208 8, Czech Republic
关键词
Krawtchouk polynomial; Krawtchouk moment; Geometric moment; Impulse response; Fast computation; Digital filter; IMAGE-ANALYSIS; PATTERN-RECOGNITION; ZERNIKE MOMENTS; RECURSIVE COMPUTATION; INVARIANTS; WATERMARKING; BINARY; FACE;
D O I
10.1016/j.ins.2014.07.046
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The paper describes the calculation of the Krawtchouk Moments (KMs) from an image, which is a computationally demanding task. We present two original methods that use the outputs of cascaded digital filters in deriving KMs. The first approach uses the digital filter outputs to form geometric moments (GMs) and the KMs are obtained via GMs. The second method uses a direct relationship to obtain KMs from the digital filter outputs. This is possible thanks to the formulation of Krawtchouk polynomials in terms of binomial functions, which are equivalent to the digital filter outputs. In this study, the performance of the proposed techniques is compared with other existing methods of KMs calculation. The experimental study shows that the first and the second proposed techniques perform 57% and 87% faster than the recurrence method for a real image of a size 128 x 128 pixels, which performs a significant improvement. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:73 / 86
页数:14
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