High-Speed Image Registration Algorithm with Subpixel Accuracy

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.

[1]  Manuel Guizar-Sicairos,et al.  Efficient subpixel image registration algorithms. , 2008, Optics letters.

[2]  Hassan Foroosh,et al.  Sub-pixel registration and estimation of local shifts directly in the Fourier domain , 2004, 2004 International Conference on Image Processing, 2004. ICIP '04..

[3]  Sébastien Leprince,et al.  Automatic and Precise Orthorectification, Coregistration, and Subpixel Correlation of Satellite Images, Application to Ground Deformation Measurements , 2007, IEEE Transactions on Geoscience and Remote Sensing.

[4]  Kacem Chehdi,et al.  A Precise Lower Bound on Image Subpixel Registration Accuracy , 2014, IEEE Transactions on Geoscience and Remote Sensing.

[5]  Fei Zhou,et al.  A Coarse-to-Fine Subpixel Registration Method to Recover Local Perspective Deformation in the Application of Image Super-Resolution , 2012, IEEE Transactions on Image Processing.

[6]  Hassan Foroosh,et al.  Extension of phase correlation to subpixel registration , 2002, IEEE Trans. Image Process..

[7]  Hui Deng,et al.  A subpixel registration algorithm for low PSNR images , 2018, 2012 IEEE Fifth International Conference on Advanced Computational Intelligence (ICACI).

[8]  R. A. Reed Comparison of Subpixel Phase Correlation Methods for Image Registration , 2010 .

[9]  Qi Tian,et al.  Algorithms for subpixel registration , 1986 .

[10]  C. D. Kuglin,et al.  The phase correlation image alignment method , 1975 .

[11]  Suprava Patnaik,et al.  Image Registration Using Log Polar Transform and Phase Correlation to Recover Higher Scale , 2012 .