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