DocumentCode
1942342
Title
Robust optical flow estimation using B-spline image models
Author
Besnerais, Guy Le ; Champagnat, Frédéric ; Rochefort, Gilles
Author_Institution
DTIM, ONERA, Chatillon, France
Volume
1
fYear
2003
fDate
1-4 July 2003
Firstpage
645
Abstract
In this paper, we address the problem of robust estimation of the optical flow through a multiresolution energy minimization. Such process involves repeated evaluation of spatial and temporal gradients of image intensity which rely usually on bilinear interpolation and image filtering. We propose to base both computations on a single spline modelization of image intensity. We show empirically improvements in convergence speed and estimation error. Next, a spline pyramid model is used to implement the traditional coarse-to-fine estimation process, with improved results with respect to the usual Gaussian pyramid.
Keywords
image resolution; image sequences; interpolation; splines (mathematics); bilinear interpolation; error estimation; image filtering; image intensity; multiresolution energy minimization; optical flow estimation; single spline modelization; Convergence; Energy resolution; Estimation error; Filtering; Image motion analysis; Interpolation; Optical filters; Robustness; Spatial resolution; Spline;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing and Its Applications, 2003. Proceedings. Seventh International Symposium on
Print_ISBN
0-7803-7946-2
Type
conf
DOI
10.1109/ISSPA.2003.1224786
Filename
1224786
Link To Document