Image Registration Technique Based on a Fast CPD Algorithm

• 作者: Tian Wang Wei Guang Liu
• 来源期刊: 电脑和通信(英文)
• 学科: 工学
• 关键词: POINT Set REGISTRATION COHERENT POINT DRIFT Distance Threshold Constraint GAUSS Mixture Model
• 年，卷（期）: 2015,（5）
• 页码范围: 182-188
• 页数: 7页
• 分类号: TP39

摘要

The Coherent Point Drift (CPD) algorithm which based on Gauss Mixture Model is a robust point set registration algorithm. However, the selection of robustness weight which used to describe the noise may directly affect the point set registration efficiency. For resolving the problem, this paper presents a CPD registration algorithm which based on distance threshold constraint. Before the point set registration, the inaccurate template point set by resampling become the initial point set of point set matching, in order to eliminate some points that the distance to target point set is too close and too far in the inaccurate template point set, and set the weights of robustness as . In the simulation experiments, we make two group experiments: the first group is the registration of the inaccurate template point set and the accurate target point set, while the second group is the registration of the accurate template point set and the accurate target point set. The results of comparison show that our method can solve the problem of selection for the weight. And it improves the speed and precision of the original CPD registration.