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非刚体图像配准中一种改进的点匹配方法
引用本文:上官晋太,党雅文,连玮.非刚体图像配准中一种改进的点匹配方法[J].系统仿真学报,2022,34(7):1482-1489.
作者姓名:上官晋太  党雅文  连玮
作者单位:1.长治学院 计算机系,山西 长治 0460112.中国科学院空天信息创新研究院,北京 100190
基金项目:国家自然科学基金(61773002);山西省高等学校教学改革创新项目(J2018181)
摘    要:为了解决在非刚体点匹配过程中,由于点集之间相对位置变化的复杂性,导致配准结果易收敛于局部最小值点的问题,提出了基于预中心配准的非刚体点匹配联合估计法。在用迭代最近点算法确定两个点集中的点之间的对应关系前,通过预先进行两个点集的中心配准的方法,可以更加合理地确定点之间的对应关系,从而使匹配结果可以最大程度地收敛于全局最优点。仿真实验表明,此方法和传统算法相比,在没有明显增加运算量的前提下,匹配效果更佳。

关 键 词:非刚体点匹配  对应关系  联合估计  中心预配准  迭代最近点  
收稿时间:2021-01-25

A Modified Point Matching Method for Non-Rigid Image Registration
Jintai Shangguan,Yawen Dang,Wei Lian.A Modified Point Matching Method for Non-Rigid Image Registration[J].Journal of System Simulation,2022,34(7):1482-1489.
Authors:Jintai Shangguan  Yawen Dang  Wei Lian
Institution:1.Dept. of Computer Science and Technology, Changzhi College, Changzhi 046011, China2.Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100190, China
Abstract:Aiming at the problem that the registration results tend to converge to local minima due to the complexity of the relative position changes between two point sets in the non-rigid body point matching process, a joint estimation method for non-rigid body point matching based on precenter alignment is proposed, a modified matching method for non-rigid image registration based on centre preregistration is proposed. To better achieve the point matching accuracy between two point sets, a centre preregistration step is applied before the iterative closest point matching algorithm, which converges to a solution more close to a global optimum and thus better matching results. The simulation results show that the proposed method achieves better matching accuracy than the traditional algorithm without significantly increased computation.
Keywords:non-rigid point matching  correspondence relationship  joint estimation  centre preregistration  iterative closest point  
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