Medical Image Registration Based on Renyi's Quadratic Mutual Information

被引:5
|
作者
Pan, Meisen [1 ]
Zhang, Fen [1 ]
机构
[1] Hunan Univ Arts & Sci, Coll Comp Sci & Technol, Changde 415000, Peoples R China
关键词
Entropy; Image registration; Medical image; Renyi's quadratic mutual information; MAXIMIZATION;
D O I
10.1080/03772063.2020.1787873
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, a medical image registration based on Renyi's quadratic mutual information is proposed. Firstly, the initial values (i.e. the translation and rotation parameters) for aligning the floating image with the reference image are obtained by computing the medical image centroids and moments. Then, when exploring the optimal geometric transformation parameters, the Renyi's quadratic mutual information is taken as the similarity criterion between the reference and floating images. Finally, the Simplex method, as multi-parameter optimization one, is used to search the optimal registering values in the experiments. The experimental results reveal that, the proposed method has a lower computational load, faster registration and better registration accuracy compared with the registration method based on the Shannon mutual information. It can cater to both mono-modality and multi-modality image registrations.
引用
收藏
页码:4100 / 4108
页数:9
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