Dense estimation of fluid flows

被引:246
作者
Corpetti, T [1 ]
Mémin, É
Pérez, P
机构
[1] Univ Rennes 1, IRISA, F-35042 Rennes, France
[2] Microsoft Res, Cambridge CB2 3NH, England
关键词
fluid motion; continuity equation; div-curl regularization; nonconvex minimization; trajectories; vorticity; and divergence concentration;
D O I
10.1109/34.990137
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we address the problem of estimating and analyzing the motion of fluids in image sequences. Due to the great deal of spatial and temporal distortions that intensity patterns exhibit in images of fluids, the standard techniques from Computer Vision, originally designed for quasi-rigid motions with stable salient features, are not well adapted in this context. We thus investigate a dedicated minimization-based motion estimator. The cost function to be minimized includes a novel data term relying on an integrated version of the continuity equation of fluid mechanics, which is compatible with large displacements. This term is associated with an original second-order div-curl regularization which prevents the washing out of the salient vorticity and divergence structures. The performance of the resulting fluid flow estimator is demonstrated on meteorological satellite images. In addition, we show how the sequences of dense motion fields we estimate can be reliably used to reconstruct trajectories and to extract the regions of high vorticity and divergence.
引用
收藏
页码:365 / 380
页数:16
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