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 :
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