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A radial basis function for registration of local features in images

Published: 17 December 2007 Publication History

Abstract

Image registration based on landmarks and radial basis functions (e.g. thin plate splines) results in global changes and deformation spreads over the entire resampled image. This paper presents a radial basis function for registration of local changes. The proposed research was based on study/analysis of profile for different radial basis functions, supporting local changes. The proposed function was designed to overcome the weaknesses, observed in other radial basis functions. The results are analyzed/compared on the basis of different properties and parameters discussed in this paper. Experimental results show that the proposed function improves the registration accuracy.

References

[1]
Bookstein, F.L.: Principal warps: thin-plate splines and the decomposition of deformations. IEEE Trans. Pattern Anal. Mach. Intell 11(6), 567-585 (1989).
[2]
Evans, A.C., Dai, W., Collins, L., Neelin, P., Marrett, S.: Warping of a computerized 3-D atlas to match brain image volumes for quantitative neuroanatomical and functional analysis. In: Proc. SPIE, vol. 1445, pp. 236-246 (1991).
[3]
Goshtasby, A.: Ragistration of images with geometric distortions. IEEE Trans. Geosci. Remote Sens. 26(1), 60-64 (1988).
[4]
Goshtasby, A.: Image registration by local approximation methods. Image and Vision Computing 6, 255-261 (1988).
[5]
Wendland, H.: Piecewise polynomial, positive definite and compactly supported radial functions of minimal degree. Advances in Computational Mathematics 4, 389-396 (1995).
[6]
Soligon, O., Mehaute, A.L., Roux, C.: Facial expressions simulation with Radial Basis Functions. International Workshop on Synthetic-Natural Hybrid Coding and Three Dimensional Imaging, 233-236 (1997).
[7]
Fornefett, M., Rohr, K., Stiehl, H.S.: Radial basis function with compact support for elastic registration of medical images. Image and Vision Computing 19, 87-96 (2001).
[8]
Arad, N., Reisfled, D.: Image Warping using few anchor points and radial functions. Computer Graphics Forum 14(1), 35-46 (1995).
[9]
Fornberg, B., Larsson, E., Wright, G.: A new class of oscillatory radial basis functions. Comput. Math. Appl. 51, 1209-1222 (2006).
[10]
Eickhoff, R., Ruckert, U.: Enhancing Fault Tolerance of Radial Basis Functions. IEEE Transactions on systems, Man and Cybernetics 35, 928-947 (2005).
[11]
Golberg, M.A., Chen, C.S., Bowman, H.: Some recent results and proposals for the use of radial basis functions in the BEM. Engineering Analysis with Boundary Elements 23, 285-296 (1999).
[12]
Šarler, B.: A radial basis function collocation approach in computational fluid dynamics. Computer Modeling in Engineering & Sciences 7, 185-193 (2005).
[13]
Peng, W., Tong, R., Qian, G., Dong, J.: A Local Registration Approach of Medical Images with Niche Genetic Algorithm. In: 10th International Conference on Computer Supported Cooperative Work in Design, pp.1-6 (2006).
[14]
Little, J.A., Hill, D.L.G., Hawkes, D.J.: Deformations incorporating rigid structures. Computer Vision and Image Understanding 66(2), 223-232 (1997).
[15]
Ruprecht, D., Muller, H.: Free form deformation with scattered data interpolation method. Computing Supplementum 8, 261-281 (1993).

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Published In

cover image Guide Proceedings
PSIVT'07: Proceedings of the 2nd Pacific Rim conference on Advances in image and video technology
December 2007
960 pages
ISBN:354077128X
  • Editors:
  • Domingo Mery,
  • Luis Rueda

Sponsors

  • IEEE
  • PUC: Pontificia Universidad Católica de Chile
  • AChiRP: The Chilean Association for Pattern Recognition
  • The Chilean Society for Computer Science
  • Microsoft Research: Microsoft Research

Publisher

Springer-Verlag

Berlin, Heidelberg

Publication History

Published: 17 December 2007

Author Tags

  1. compact support
  2. image registration
  3. landmarks
  4. radial basis function

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