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地标约束的 genus-one 曲面 Teichmüller 映射在医学成像中的曲面配准中的应用。

Landmark constrained genus-one surface Teichmüller map applied to surface registration in medical imaging.

机构信息

Department of Mathematics, The Chinese University of Hong Kong, Shatin, Hong Kong.

Department of Computer Science, State University of New York at Stony Brook, Stony Brook, New York 11794-4400, United States.

出版信息

Med Image Anal. 2015 Oct;25(1):45-55. doi: 10.1016/j.media.2015.04.006. Epub 2015 Apr 18.

Abstract

We address the registration problem of genus-one surfaces (such as vertebrae bones) with prescribed landmark constraints. The high-genus topology of the surfaces makes it challenging to obtain a unique and bijective surface mapping that matches landmarks consistently. This work proposes to tackle this registration problem using a special class of quasi-conformal maps called Teichmüller maps (T-Maps). A landmark constrained T-Map is the unique mapping between genus-1 surfaces that minimizes the maximal conformality distortion while matching the prescribed feature landmarks. Existence and uniqueness of the landmark constrained T-Map are theoretically guaranteed. This work presents an iterative algorithm to compute the T-Map. The main idea is to represent the set of diffeomorphism using the Beltrami coefficients (BC). The BC is iteratively adjusted to an optimal one, which corresponds to our desired T-Map that matches the prescribed landmarks and satisfies the periodic boundary condition on the universal covering space. Numerical experiments demonstrate the effectiveness of our proposed algorithm. The method has also been applied to register vertebrae bones with prescribed landmark points and curves, which gives accurate surface registrations.

摘要

我们解决了具有预定地标约束的一型曲面(如脊椎骨)的配准问题。曲面的高型拓扑使得很难获得一致匹配地标且唯一的曲面映射。这项工作提出使用一种称为泰希米勒映射(T-Map)的特殊拟共形映射类来解决这个配准问题。地标约束的 T-Map 是在匹配预定特征地标时最小化最大共形扭曲的一型曲面之间的唯一映射。地标约束的 T-Map 的存在性和唯一性在理论上得到保证。本文提出了一种计算 T-Map 的迭代算法。主要思想是使用 Beltrami 系数(BC)来表示微分同胚集。BC 被迭代地调整到最佳值,这对应于我们期望的 T-Map,它匹配预定的地标,并满足通用覆盖空间上的周期边界条件。数值实验证明了我们提出的算法的有效性。该方法还应用于注册具有预定地标点和曲线的脊椎骨,得到了准确的曲面配准。

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