Discrete and geometric Branch and Bound algorithms for medical image registration

被引:20
|
作者
Pfeuffer, Frank [2 ]
Stiglmayr, Michael [1 ]
Klamroth, Kathrin [1 ]
机构
[1] Univ Wuppertal, Dept Math & Informat, D-42119 Wuppertal, Germany
[2] Univ Magdeburg, Dept Math, Inst Math Optimizat, D-39106 Magdeburg, Germany
关键词
IMPLEMENTATION;
D O I
10.1007/s10479-010-0760-8
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Aiming at the development of an exact solution method for registration problems, we present two different Branch & Bound algorithms for a mixed integer programming formulation of the problem. The first B&B algorithm branches on binary assignment variables and makes use of an optimality condition that is derived from a graph matching formulation. The second, geometric B&B algorithm applies a geometric branching strategy on continuous transformation variables. The two approaches are compared for synthetic test examples as well as for 2-dimensional medical data. The results show that medium sized problem instances can be solved to global optimality in a reasonable amount of time.
引用
收藏
页码:737 / 765
页数:29
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