Analysis of the α -Renyi entropy and its application for medical image registration

被引：2
作者：
Pan M. [1 ]
Zhang F. [1 ]
机构：
[1] College of Computer Science and Technology, Hunan University of Arts and Science, Changde
来源：
Biomedical Engineering - Applications, Basis and Communications | 2017年 / 29卷 / 03期
关键词：
Entropy; Image registration; Medical image; α -Renyi mutual information;
D O I：
10.4015/S101623721750020X
中图分类号：
学科分类号：
摘要：
In this paper, the α-Renyi entropy and α-Renyi-based mutual information (RMI) are first introduced. Then the influence of the parameter α on the curve of the RMI and the computational load of image registration are discussed and analyzed to explore the appropriate parameter ranges. Finally, the RMI with the appropriate parameter α is viewed as the similarity measure between the reference and floating images. In the experiments, the Simplex method is chosen as the multi-parameter optimization one. The experimental results reveal that the proposed method has low computational load, fast registration and good registration accuracy. It is adapted to both mono-modality and multi-modality image registrations. © 2017 National Taiwan University.
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  • [1] Lu Z.T., Feng Y.Q., Feng Q.J., Et al., Medical image registration based on principal phase congruency, Acta Electronica Sinica, 36, pp. 1974-1978, (2008)
  • [2] Pan M.S., Jiang J.J., Rong Q.S., A modified medical image registration, Multimed Tools Appl, 70, pp. 1585-1615, (2014)
  • [3] Maes F., Collignon A., Vandermeulen D., Et al., Multimodality image registration by maximization of mutual information, IEEE Trans Med Imaging, 16, pp. 187-198, (1997)
  • [4] Thevenaz P., Unser M., Optimization of mutual information for multiresolution image registration, IEEE Trans Image Process, 9, pp. 2083-2099, (2000)
  • [5] Kybic J., Unser M., Fast parametric elastic image registration, IEEE Trans Image Process, 12, pp. 1427-1442, (2003)
  • [6] Krucker J.F., LeCarpentier G.L., Fowlkes J.B., Et al., Rapid elastic image registration for 3-D ultrasound, IEEE Trans Med Imaging, 21, pp. 1384-1394, (2002)
  • [7] Rueckert D., Sonoda L., Hayes C., Et al., Nonrigid registration using free-form deformations: Application to breast MR images, IEEE Trans Med Imaging, 18, pp. 712-721, (1999)
  • [8] Jba M., Ma V., A survey of medical image registration, Med Image Anal, 2, pp. 1-36, (1998)
  • [9] Hyunjin P., Peyton H., Kristy K., Et al., Adaptive registration using local information measures, Med Image Anal, 8, pp. 465-473, (2004)
  • [10] Can A., Stewart C., A feature-based, robust, hierarchical algorithm for registration palm of images of the curved human retina, IEEE Trans Pattern Anal Mach Intell, 24, pp. 347-363, (2002)
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