Title :
High-Speed Image Registration Algorithm with Subpixel Accuracy
Author :
Yousef, Amr ; Jiang Li ; Karim, Mohammad
Author_Institution :
Dept. of Electron. & Commun., Univ. of Bus. & Technol., Dahban, Saudi Arabia
Abstract :
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 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.
Keywords :
Fourier transforms; image registration; matrix algebra; DFT matrix multiplications; FFT approach; Guizar-Sicairos; cross correlation matrix; high speed image registration algorithm; lateral subpixel shift registration algorithm; registration process; single step discrete Fourier transform approach; subpixel accuracy; Accuracy; Computational complexity; Correlation; Discrete Fourier transforms; Signal processing algorithms; Upper bound; Fast Fourier transform; phase correlation; subpixel registration;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2015.2437881