A unified approach to fast image registration and a new curvature based registration technique

被引:106
作者
Fischer, B [1 ]
Modersitzki, J [1 ]
机构
[1] Med Univ Lubeck, Inst Math, D-23560 Lubeck, Germany
关键词
image registration; variational approach; fast linear solvers;
D O I
10.1016/j.laa.2003.10.021
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Image registration is central to many challenges in medical imaging today. It has a vast range of applications. The purpose of this note is twofold. First, we review some of the most promising non-linear registration strategies currently used in medical imaging. We show that all these techniques may be phrased in terms of a variational problem and allow for a unified treatment. Second, we introduce, within the variational framework, a new non-linear registration model based on a curvature type smoother. We show that affine linear transformations belong to the kernel of this regularizer. As a result, the approach becomes more robust against poor initializations of a pre-registration step. Furthermore, we develop a stable and fast implementation of the new scheme based on a real discrete cosine transformation. We demonstrate the advantages of the new technique for synthetic data sets and present an application of the algorithm for registering MR-mammography images. (C) 2003 Elsevier Inc. All rights reserved.
引用
收藏
页码:107 / 124
页数:18
相关论文
共 36 条
[1]   A NONLINEAR VARIATIONAL PROBLEM FOR IMAGE MATCHING [J].
AMIT, Y .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1994, 15 (01) :207-224
[2]  
[Anonymous], COMPUTATIONAL IMAGIN
[3]   MULTIRESOLUTION ELASTIC MATCHING [J].
BAJCSY, R ;
KOVACIC, S .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1989, 46 (01) :1-21
[5]  
Broit C., 1981, OPTIMAL REGISTRATION
[6]  
BroNielsen M, 1996, LECT NOTES COMPUT SC, V1131, P267
[7]   A SURVEY OF IMAGE REGISTRATION TECHNIQUES [J].
BROWN, LG .
COMPUTING SURVEYS, 1992, 24 (04) :325-376
[8]  
CHRISTENSEN GE, 1994, THESIS SEVER I TECHN
[9]  
COLLIGNON A, 1989, P 14 INT C IPMI 95, P263
[10]  
DAGOSTINO E, 2003, A0305 U LUB I MATH