Multi-Intensity Optimization-Based CT and Cone Beam CT Image Registration

被引:3
|
作者
Xie, Lisiqi [1 ]
He, Kangjian [1 ]
Gong, Jian [1 ]
Xu, Dan [1 ]
机构
[1] Yunnan Univ, Sch Informat Sci & Engn, Kunming 650500, Yunnan, Peoples R China
基金
中国国家自然科学基金;
关键词
CT; cone beam CT; registration; image-guided radiotherapy; MEAN-CURVATURE; ANTS;
D O I
10.3390/electronics11121862
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Cancer is a highly lethal disease that is mainly treated by image-guided radiotherapy. Because the low dose of cone beam CT is less harmful to patients, cone beam CT images are often used for target delineation in image-guided radiotherapy of various cancers, especially in breast and lung cancer. However, breathing and heartbeat can cause position errors in images taken during different periods, and the low dose of cone beam CT also results in insufficient imaging clarity, rendering existing registration methods unable to meet the CT and cone beam CT registration tasks. In this paper, we propose a novel multi-intensity optimization-based CT and cone beam CT registration method. First, we use a multi-weighted mean curvature filtering algorithm to preserve the multi-intensity details of the input image pairs. Then, the strong edge retention results are registered using and intensity-based method to obtain the multi-intensity registration results. Next, a novel evaluation method called intersection mutual information is proposed to evaluate the registration accuracy of the different multi-intensity registration results. Finally, we determine the optimal registration transformation by intersection mutual information and apply it to the input image pairs to obtain the final registration results. The experimental results demonstrate the excellent performance of the proposed method, meeting the requirements of image-guided radiotherapy.
引用
收藏
页数:12
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