Yu Yinghuai, Wang Jinrong. High accuracy sub-pixel global motion estimation based on upsampled gradient cross-correlation algorithm[J]. Journal of Image and Graphics, 2012, 17(12): 1492-1499. DOI: 10.11834/jig.20121205.
High accuracy sub-pixel global motion estimation based on upsampled gradient cross-correlation algorithm
Motion estimation is significant in the applications of video image compression
super-resolution reconstruction
mosaic
and target detection
and so on. In this letter
we present an improved algorithm for the problem of highly accurate sub-pixel global motion estimation
which introduces an optimal filter for computing image gradient
and also adopts the method of combining upsampling with paraboloid fitting gradient cross-correlation. Experimental results show that the proposed algorithm can not only achieve good robustness to the influence of noise
but can also improve the accuracy of motion estimation significantly.