DocumentCode :
2398794
Title :
Optical flow estimation using Fourier Mellin Transform
Author :
Ho, Huy Tho ; Goecke, Roland
Author_Institution :
Sch. of EEE, Adelaide Univ., Adelaide, SA
fYear :
2008
fDate :
23-28 June 2008
Firstpage :
1
Lastpage :
8
Abstract :
In this paper, we propose a novel method of computing the optical flow using the Fourier Mellin Transform (FMT). Each image in a sequence is divided into a regular grid of patches and the optical flow is estimated by calculating the phase correlation of each pair of co-sited patches using the FMT. By applying the FMT in calculating the phase correlation, we are able to estimate not only the pure translation, as limited in the case of the basic phase correlation techniques, but also the scale and rotation motion of image patches, i.e. full similarity transforms. Moreover, the motion parameters of each patch can be estimated to sub-pixel accuracy based on a recently proposed algorithm that uses a 2D esinc function in fitting the data from the phase correlation output. We also improve the estimation of the optical flow by presenting a method of smoothing the field by using a vector weighted average filter. Finally, experimental results, using publicly available data sets are presented, demonstrating the accuracy and improvements of our method over previous optical flow methods.
Keywords :
Fourier transforms; correlation methods; image sequences; motion estimation; smoothing methods; 2D esinc function; Fourier Mellin transform; image patch motion; image sequence; optical flow estimation; phase correlation; vector weighted average filter; Correlation; Fourier transforms; Image motion analysis; Image registration; Image sequences; Motion estimation; Optical computing; Optical filters; Phase estimation; Smoothing methods;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Vision and Pattern Recognition, 2008. CVPR 2008. IEEE Conference on
Conference_Location :
Anchorage, AK
ISSN :
1063-6919
Print_ISBN :
978-1-4244-2242-5
Electronic_ISBN :
1063-6919
Type :
conf
DOI :
10.1109/CVPR.2008.4587553
Filename :
4587553
Link To Document :
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