DocumentCode :
2958550
Title :
Multiframe optical flow estimation with oriented smoothness in the direction of motion
Author :
Feghali, Rosario
Author_Institution :
Commun. Res. Centre, Ottawa, Ont., Canada
Volume :
2
fYear :
2003
fDate :
18-20 Sept. 2003
Firstpage :
1147
Abstract :
A new computational method to estimate the optical flow field is considered. A multiframe approach is taken which takes into account the high temporal correlation among successive images. Given an image sequence, a global energy functional over the spatiotemporal volume of the sequence is defined. The regularization term in the energy functional is based on the assumption that the optical flow field is smooth in the direction of motion. With a motion-based smoothness criterion, the proposed method implicitly preserves spatial discontinuities of the optical flow field. A stochastic relaxation method is used as a test-bed optimization tool. Experimental results on synthetic and real image sequences show that this approach yields an optical flow field estimate that is accurate and boundary preserving.
Keywords :
correlation theory; image sequences; motion estimation; optimisation; relaxation theory; spatiotemporal phenomena; stochastic processes; global energy functional; motion direction-based smoothness; multiframe optical flow estimation; spatiotemporal volume; stochastic relaxation method; synthetic-real image sequence; temporal correlation; test-bed optimization tool; Image motion analysis; Image sequences; Motion estimation; Optical computing; Optimization methods; Relaxation methods; Spatiotemporal phenomena; Stochastic processes; Testing; Yield estimation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image and Signal Processing and Analysis, 2003. ISPA 2003. Proceedings of the 3rd International Symposium on
Print_ISBN :
953-184-061-X
Type :
conf
DOI :
10.1109/ISPA.2003.1296488
Filename :
1296488
Link To Document :
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