A multilevel method for image registration

被引:76
作者
Haber, E [1 ]
Modersitzki, J [1 ]
机构
[1] Emory Univ, Dept Math & Comp Sci, Atlanta, GA 30322 USA
关键词
image registration; multigrid; multilevel; optimization;
D O I
10.1137/040608106
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper we introduce a new framework for image registration. Our formulation is based on consistent discretization of the optimization problem coupled with a multigrid solution of the linear system which evolves in a Gauss-Newton iteration. We show that our discretization is h-elliptic independent of parameter choice, and therefore a simple multigrid implementation can be used. To overcome potential large nonlinearities and to further speed up computation, we use a multilevel continuation technique. We demonstrate the efficiency of our method on a realistic highly nonlinear registration problem.
引用
收藏
页码:1594 / 1607
页数:14
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