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基于三次 B 样条的混合配准算法在动态气道几何模型中对大变形肺 CT 图像的应用

A cubic B-spline-based hybrid registration of lung CT images for a dynamic airway geometric model with large deformation.

机构信息

Department of Mechanical and Industrial Engineering, University of Iowa, Iowa City, IA 52242, USA.

出版信息

Phys Med Biol. 2011 Jan 7;56(1):203-18. doi: 10.1088/0031-9155/56/1/013. Epub 2010 Dec 9.

Abstract

The goal of this study is to develop a matching algorithm that can handle large geometric changes in x-ray computed tomography (CT)-derived lung geometry occurring during deep breath maneuvers. These geometric relationships are further utilized to build a dynamic lung airway model for computational fluid dynamics (CFD) studies of pulmonary air flow. The proposed algorithm is based on a cubic B-spline-based hybrid registration framework that incorporates anatomic landmark information with intensity patterns. A sequence of invertible B-splines is composed in a multiresolution framework to ensure local invertibility of the large deformation transformation and a physiologically meaningful similarity measure is adopted to compensate for changes in voxel intensity due to inflation. Registrations are performed using the proposed approach to match six pairs of 3D CT human lung datasets. Results show that the proposed approach has the ability to match the intensity pattern and the anatomical landmarks, and ensure local invertibility for large deformation transformations. Statistical results also show that the proposed hybrid approach yields significantly improved results as compared with approaches using either landmarks or intensity alone.

摘要

本研究的目标是开发一种匹配算法,以处理在深吸气运动过程中在 X 射线计算机断层扫描(CT)衍生的肺几何形状中发生的大的几何变化。这些几何关系进一步用于构建用于肺气流计算流体动力学(CFD)研究的动态肺气道模型。所提出的算法基于基于三次 B 样条的混合配准框架,该框架将解剖标志信息与强度模式结合在一起。一系列可互换的 B 样条在多分辨率框架中组合,以确保大变形变换的局部可逆性,并采用生理上有意义的相似性度量来补偿由于膨胀而导致的体素强度变化。使用所提出的方法对六对 3D CT 人体肺数据集进行配准。结果表明,所提出的方法具有匹配强度模式和解剖标志的能力,并确保大变形变换的局部可逆性。统计结果还表明,与仅使用地标或强度的方法相比,所提出的混合方法产生了显著改善的结果。

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