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仿射变换记录小规模肺部变形。

Affine transformation registers small scale lung deformation.

作者信息

Arai Tatsuya J, Villongco Christopher T, Villongco Michael T, Hopkins Susan R, Theilmann Rebecca J

机构信息

Pulmonary Imaging Laboratory, Department of iBioengineering, Univ. of California, San Diego, La Jolla, CA 92093-0623, USA.

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2012;2012:5298-301. doi: 10.1109/EMBC.2012.6347190.

Abstract

To evaluate the nature of small scale lung deformation between multiple pulmonary magnetic resonance images, two different kinematic intensity based image registration techniques: affine and bicubic Hermite interpolation were tested. The affine method estimates uniformly distributed deformation metrics throughout the lung. The bicubic Hermite method allows the expression of heterogeneously distributed deformation metrics such as Lagrangian strain. A cardiac triggered inversion recovery technique was used to obtain 10 sequential images of pulmonary vessel structure in a sagittal plane in the right lung at FRC in 4 healthy subjects (Age: 28.5(6.2)). One image was used as the reference image, and the remaining images (target images) were warped onto the reference image using both image registration techniques. The normalized correlation between the reference and the transformed target images within the lung domain was used as a cost function for optimization, and the root mean square (RMS) of image intensity difference was used to evaluate the quality of the registration. Both image registration techniques significantly improved the RMS compared with non-registered target images (p= 0.04). The spatial mean (µE) and standard deviation (σ(E)) of Lagrangian strain were computed based on the spatial distribution of lung deformation approximated by the bicubic Hermite method, and were measured on the order of 10(-3) or less, which is virtually negligible. As a result, small scale lung deformation between FRC lung volumes is spatially uniform, and can be simply characterized by affine deformation even though the bicubic Hermite method is capable of expressing complicated spatial patterns of lung deformation.

摘要

为了评估多个肺部磁共振图像之间小尺度肺变形的性质,测试了两种基于运动强度的不同图像配准技术:仿射变换和双三次埃尔米特插值。仿射方法估计整个肺内均匀分布的变形指标。双三次埃尔米特方法允许表达非均匀分布的变形指标,如拉格朗日应变。使用心脏触发反转恢复技术,在4名健康受试者(年龄:28.5(6.2))的功能残气量(FRC)状态下,获取右肺矢状面的10幅肺血管结构连续图像。将其中一幅图像用作参考图像,其余图像(目标图像)使用两种图像配准技术映射到参考图像上。肺区域内参考图像与变换后的目标图像之间的归一化相关性用作优化的代价函数,图像强度差的均方根(RMS)用于评估配准质量。与未配准的目标图像相比,两种图像配准技术均显著改善了RMS(p = 0.04)。基于双三次埃尔米特方法近似的肺变形空间分布,计算拉格朗日应变的空间均值(µE)和标准差(σ(E)),其测量值在10^(-3)或更小的量级,几乎可以忽略不计。结果表明,FRC肺容积之间的小尺度肺变形在空间上是均匀的,即使双三次埃尔米特方法能够表达复杂的肺变形空间模式,也可以简单地用仿射变形来表征。

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