Fusion of Zernike moments and Fourier-Mellin transform for invariant image resolution

被引：2
|
作者：
Saad, Elsayed M. [1 ]
Hadhoud, Mohiy M. [2 ]
Dessouky, Moawad I. [3 ]
Elhalawany, Mohamed E. [3 ]
Abbas, Alaa M. [3 ]
机构：
[1] Helwan Univ, Fac Engn, Dept Commun & Elect, Cairo 11795, Egypt
[2] Menoufia Univ, Fac Comp & Informat, Dept Informat Technol, Shibin Al Kawm 32511, Egypt
[3] Menoufia Univ, Fac Elect Engn, Dept Elect & Elect Commun, Menoufia 32952, Egypt
来源：
OPTICAL ENGINEERING | 2008年 / 47卷 / 01期
关键词：
pattern recognition; Zernike moments; Fourier-Mellin transform; log-polar transform;
D O I：
10.1117/1.2835689
中图分类号：
O43 [光学];
学科分类号：
070207 ; 0803 ;
摘要：
We consider the use of Zernike moments (ZMs) for rotation-and scale-invariant classification of images. It is well known that ZMs are rotation-invariant only. We make use of the major benefit of the Fourier-Mellin (FM) transformation, which changes the rotation and the scale into translation. We introduce a new algorithm, which fuses the ZMs with the FM transform and is invariant under both rotation and scaling. Two sets of images were used to test the proposed algorithm. Experimental results reveal that the proposed algorithm has much better recognition rate than using ZMs within a variation of rotation between 0 and 360 deg, and scaling down and up between 25% and 400% of the original size. (C) 2008 Society of Photo-Optical Instrumentation Engineers.
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收藏
页数：12
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