Curvature based image registration

被引:189
作者
Fischer, B [1 ]
Modersitzki, J [1 ]
机构
[1] Med Univ Lubeck, Inst Math, D-23560 Lubeck, Germany
关键词
image processing; image registration; variational methods; elastic registration; non-rigid registration; curvature; pre-registration; Euler-Lagrange equations;
D O I
10.1023/A:1021897212261
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A fully automated, non-rigid image registration algorithm is presented. The deformation field is found by minimizing a suitable measure subject to a curvature based constraint. It is a well-known fact that non-rigid image registration techniques may converge poorly if the initial position is not sufficiently near to the solution. A common approach to address this problem is to perform a time consuming rigid pre-registration step. In this paper we show that the new curvature registration not only produces accurate and smooth solutions but also allows for an automatic rigid alignment. Thus, in contrast to other popular registration schemes, the new method no longer requires a pre-registration step. Furthermore, we present an implementation of the new scheme based on the numerical solution of the underlying Euler-Lagrange equations. The real discrete cosine transform is the backbone of our implementation and leads to a stable and fast O(N log N) algorithm, where N denotes the number of voxels. Finally, we report on some numerical test runs.
引用
收藏
页码:81 / 85
页数:5
相关论文
共 14 条
  • [1] A NONLINEAR VARIATIONAL PROBLEM FOR IMAGE MATCHING
    AMIT, Y
    [J]. SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1994, 15 (01) : 207 - 224
  • [2] [Anonymous], THESIS WASHINGTON U
  • [3] MULTIRESOLUTION ELASTIC MATCHING
    BAJCSY, R
    KOVACIC, S
    [J]. COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1989, 46 (01): : 1 - 21
  • [4] Broit C., 1981, OPTIMAL REGISTRATION
  • [5] BroNielsen M, 1996, LECT NOTES COMPUT SC, V1131, P267
  • [6] BRONIELSEN M, 1996, THESIS TU DENMARK
  • [7] A SURVEY OF IMAGE REGISTRATION TECHNIQUES
    BROWN, LG
    [J]. COMPUTING SURVEYS, 1992, 24 (04) : 325 - 376
  • [8] FISCHER B, 2002, UNIFIED APPROACH FAS
  • [9] HACKBUSCH W, 1987, PARTIAL DIFFERENTIAL
  • [10] KEELING LS, 2001, ANN M ISMRM INT SOC, P1