High-Speed Image Registration Algorithm with Subpixel Accuracy

被引:27
|
作者
Yousef, Amr [1 ,2 ]
Li, Jiang [3 ]
Karim, Mohammad [4 ]
机构
[1] Univ Business & Technol, Dept Elect & Commun, Dahban, Saudi Arabia
[2] Univ Alexandria, Dept Engn Math, Alexandria, Egypt
[3] Old Dominion Univ, Dept Elect & Comp Engn, Norfolk, VA 23505 USA
[4] Univ Massachusetts Dartmouth, Dartmouth, MA 02747 USA
关键词
Fast Fourier transform; phase correlation; subpixel registration;
D O I
10.1109/LSP.2015.2437881
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A new, fast and computationally efficient lateral subpixel shift registration algorithm is presented. It is limited to register images that differ by small subpixel shifts otherwise its performance degrades. This algorithm significantly improves the performance of the single-step discrete Fourier transform approach proposed by Guizar-Sicairos et al. and can be applied efficiently on large dimension images. It reduces the dimension of Fourier transform of the cross correlation matrix and reduces the discrete Fourier transform (DFT) matrix multiplications to speed up the registration process. Simulations show that our algorithm reduces computation time and memory requirements without sacricing the accuracy associated with the usual FFT approach accuracy.
引用
收藏
页码:1796 / 1800
页数:5
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