DocumentCode :
3635261
Title :
Robust multiresolution computation of optical flow
Author :
E.P. Ong;M. Spann
Author_Institution :
Sch. of Electron. & Electr. Eng., Birmingham Univ., UK
Volume :
4
fYear :
1996
Firstpage :
1938
Abstract :
This paper presents an algorithm that provides good estimates of the optical flow at motion discontinuities and occlusion regions based on the least-median-squares robust estimator. The use of a multiresolution scheme enables optical flow to be computed for objects with large motions. A movable overlapping neighbourhood strategy eliminates block-effects and also deals with cases of the local neighbourhood straddling regions of two or three motions. Results for both synthetic and real image sequences are presented. A quantitive comparison with the matching technique of Anandan (1989) and the differential technique of Odobez and Bouthemy (see Proceedings of 7th European Conference on Signal Processing, 1994) shows that the proposed algorithm gives much lower angular and absolute errors.
Keywords :
"Optical computing","Robustness","Image motion analysis","Motion estimation","Energy resolution","Equations","Least squares approximation","Image sequences","Image processing","Markov random fields"
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1996. ICASSP-96. Conference Proceedings., 1996 IEEE International Conference on
ISSN :
1520-6149
Print_ISBN :
0-7803-3192-3
Type :
conf
DOI :
10.1109/ICASSP.1996.544831
Filename :
544831
Link To Document :
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