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Validation of nonrigid image registration using finite-element methods: Application to breast MR images

机译:使用有限元方法验证非刚性图像配准:在乳腺MR图像中的应用

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摘要

This paper presents a novel method for validation of nonrigid medical image registration. This method is based on the simulation of physically plausible, biomechanical tissue deformations using finite-element methods. Applying a range of displacements to finite-element models of different patient anatomies generates model solutions which simulate gold standard deformations. From these solutions, deformed images are generated with a range of deformations typical of those likely to occur in vivo. The registration accuracy with respect to the finite-element simulations is quantified by co-registering the deformed images with the original images and comparing the recovered voxel displacements with the biomechanically simulated ones. The functionality of the validation method is demonstrated for a previously described nonrigid image registration technique based on free-form deformations using B-splines and normalized mutual information as a voxel similarity measure, with an application to contrast-enhanced magnetic resonance mammography image pairs. The exemplar nonrigid registration technique is shown to be of subvoxel accuracy on average for this particular application. The validation method presented here is an important step toward more generic simulations of biomechanically plausible tissue deformations and quantification of tissue motion recovery using nonrigid image registration. It will provide a basis for improving and comparing different nonrigid registration techniques for a diversity of medical applications, such as intrasubject tissue deformation or motion correction in the brain, liver or heart.
机译:本文提出了一种新的方法来验证非刚性医学图像配准。该方法基于使用有限元方法对物理上合理的生物力学组织变形的模拟。将位移范围应用于不同患者解剖结构的有限元模型会生成模拟金标准变形的模型解。从这些解决方案中,生成变形图像,并具有一系列可能在体内发生的变形。通过将变形后的图像与原始图像进行配准,并将恢复的体素位移与生物力学模拟的位移像素进行比较,可以量化相对于有限元模拟的配准精度。该验证方法的功能针对先前描述的非刚性图像配准技术进行了演示,该技术基于自由形式的变形,使用B样条和归一化的互信息作为体素相似性度量,并将其应用于对比度增强的磁共振乳腺摄影图像对。对于该特定应用,示例性非刚性配准技术显示平均具有亚体素精度。本文介绍的验证方法是朝着生物力学上合理的组织变形进行更通用模拟以及使用非刚性图像配准对组织运动恢复进行量化的重要一步。它将为改进和比较用于多种医学应用的不同非刚性配准技术(例如受试者体内组织变形或大脑,肝脏或心脏的运动校正)提供基础。

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