Title :
Robust discontinuity-preserving model for estimating optical flow
Author :
Mémin, E. ; Pérez, P.
Author_Institution :
IRISA, Rennes, France
Abstract :
We address the problem of incremental optical flow estimation. Following Black et al., we design a cost function whose data and prior terms both involve robust M-estimators. The non-convex minimization is lead with an efficient multigrid algorithm which converges fast toward estimates of good quality while providing, at very low cost, crude estimates revealing the large discontinuity structures of the flow field
Keywords :
estimation theory; image sequences; minimisation; cost function; crude estimates; incremental optical flow estimation; large discontinuity structures; multigrid algorithm; nonconvex minimization; robust M-estimators; robust discontinuity-preserving model; Brightness; Cost function; Data models; Image motion analysis; Layout; Minimization methods; Motion estimation; Nonlinear optics; Robustness; Smoothing methods;
Conference_Titel :
Pattern Recognition, 1996., Proceedings of the 13th International Conference on
Conference_Location :
Vienna
Print_ISBN :
0-8186-7282-X
DOI :
10.1109/ICPR.1996.546158