Journal of System Simulation ›› 2020, Vol. 32 ›› Issue (7): 1301-1311.doi: 10.16182/j.issn1004731x.joss.19-VR0436

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ICP Optimized B-Spline Non-Rigid Registration for 4D-CT Images

Tang Wenjie1, 2, Li Ruotong2, Deng Xuesong3, Si Weixin2, Wang Qiong2   

  1. 1. Wu Han University of Technology, Wuhan 430070, China;
    2. Shenzhen Institutes of Advanced Technology Chinese Academy of Sciences, Shenzhen 518500, China;
    3. Shenzhen second people's hospital, Shenzhen 100730, China;
  • Received:2019-08-23 Revised:2019-11-07 Online:2020-07-25 Published:2020-07-15

Abstract: In order to improve the accuracy and speed of registration between two groups of 4D-CT images under different physiological activities, based on FFD model of multi-resolution B-spline, a registration algorithm using ICP to optimize the model is proposed. The ICP algorithm is added before the traditional b-spline to realize the point cloud registration between two groups of 4D-CT images: the appropriate model is generated from the two segmented groups of 4D-CT images, then the two groups of point clouds in the model are registered with ICP. The improvement rates of similarity measurement at level 1, level 2 and level 3 are 8.68%, 10.46% and 2.39% respectively, and the speed improvement rates are -51.89%, 41.71%, 81.09% respectively.

Key words: ICP, B-spline, Non-rigid registration, CT images

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