A novel dynamic multilevel technique for image registration

被引：14
作者：
Jia, Yue [1 ]
Zhang, Yongjie [2 ]
Rabczuk, Timon [1 ]
机构：
[1] Bauhaus Univ Weimar, Inst Struct Mech, Weimar, Germany
[2] Carnegie Mellon Univ, Dept Mech Engn, Pittsburgh, PA 15213 USA
来源：
COMPUTERS & MATHEMATICS WITH APPLICATIONS | 2015年 / 69卷 / 09期
基金：
美国国家科学基金会;
关键词：
Image registration; Dynamical multilevel modeling; Large deformation; Cubic B-splines; Bio-medical images; MESHLESS METHODS;
D O I：
10.1016/j.camwa.2015.02.010
中图分类号：
O29 [应用数学];
学科分类号：
070104 ;
摘要：
We present a novel dynamic multilevel technique for solving image registration problems. The development is carried out to construct a spatial transformation based on cubic B-spline basis functions and determine the control points dynamically. Unlike FEM-based image registration methods, we do not have the difficulty of solving a complicated matrix system. In addition, the presented method is enhanced by a multilevel technique, which makes it more efficient and flexible. The numerical results and several comparison studies on real bio-medical images show our technique is stable, accurate and fast, especially for large deformation registration problems. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码：909 / 925
页数：17
相关论文
共 31 条
  • [1] [Anonymous], 2009, ISOGEOMETRIC ANAL
  • [2] An automatic image registration for applications in remote sensing
    Bentoutou, Y
    Taleb, N
    Kpalma, K
    Ronsin, J
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2005, 43 (09): : 2127 - 2137
  • [3] Bookstein F. L., 1993, Journal of Mathematical Imaging and Vision, V3, P231, DOI 10.1007/BF01248355
  • [4] Brown L.G., 1992, ACM COMPUT SURV, V24, P326
  • [5] Farin G., 1999, CURVES SURFACES CAGD, VFifth
  • [6] Rigid, affine and locally affine registration of free-form surfaces
    Feldmar, J
    Ayache, N
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 1996, 18 (02) : 99 - 119
  • [7] Ferrant M, 1999, LECT NOTES COMPUT SC, V1679, P202
  • [8] Goshtasby A., 2005, 2D 3D IMAGE REGISTRA
  • [9] Gower J. C., 2004, Procrustes Problems
  • [10] Guoliang Xu, 2010, Proceedings 3rd International Congress on Image and Signal Processing (CISP 2010), P2565, DOI 10.1109/CISP.2010.5648172
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