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一种基于模型的跟踪方法,用于使用交替双平面X射线成像系统测量三维动态关节运动。

A model-based tracking method for measuring 3D dynamic joint motion using an alternating biplane x-ray imaging system.

作者信息

Lin Cheng-Chung, Li Jia-Da, Lu Tung-Wu, Kuo Mei-Ying, Kuo Chien-Chung, Hsu Horng-Chaung

机构信息

Department of Electrical Engineering, Fu Jen Catholic University, New Taipei City, 24205, Taiwan.

Institute of Biomedical Engineering, National Taiwan University, Taipei, 10051, Taiwan.

出版信息

Med Phys. 2018 Jun 11. doi: 10.1002/mp.13042.

Abstract

PURPOSES

To propose a new model-based tracking method for measuring three-dimensional (3D) dynamic joint kinematics using a clinical alternating biplane x-ray imaging system; and to quantify in vitro its errors in measuring ankle and knee motions at different motion speeds.

METHODS

A new model-based tracking method based on motion component partition and interpolation (MCPI) was developed for measuring 3D dynamic joint kinematics based on a clinical alternating biplane x-ray imaging system. Two detectors of the biplane imaging system placed perpendicular to each other were operated to collect alternating fluoroscopic images of the targeted joint during tasks. The CT data of the joint were also acquired for the reconstruction of volumetric and surface models of each of the associated bones. The CT-based models of the bones were first registered to the alternating images using a model-to-single-plane fluoroscopic image registration method, and the resulting bone poses were then refined using a two-level optimization with motion component partition and model vertex trajectory interpolation. The MCPI method was evaluated in vitro for measurement errors for an ankle and a knee specimen moving at different speeds against a standard reference provided by a highly accurate motion capture system. The positional and rotational errors of the measured bone poses were quantified in terms of the bias, precision, and root-mean-squared errors (RMSE), as well as the mean target registration error (mTRE), a final mTRE less than 2.5 mm indicating a successful registration.

RESULTS

The new method was found to have RMSE of bone pose measurements of less than 0.18 mm for translations and 0.72° for rotations for the ankle, and 0.33 mm and 0.74° for the knee with a high successful registration rate (>97%), and did not appear to be affected by joint motion speeds. Given the same alternating fluoroscopic images, the MCPI method outperformed the typical biplane analysis method assuming zero time offset between the two fluoroscopic views. The differences in performance between the methods were increased with increased joint motion speed. With the accurate bone pose data, the new method enabled talocrural, subtalar, and tibiofemoral kinematics measurements with submillimeter and subdegree accuracy, except for an RMSE of 1.04° for the internal/external rotation of the talocrural joint.

CONCLUSIONS

A new model-based tracking method based on MCPI has been developed for measuring dynamic joint motions using an alternating biplane x-ray imaging system widely available in medical centers. The MCPI method has been demonstrated in vitro to be highly accurate in determining the 3D kinematics of the bones of both the ankle joint complex and the knee. The current results suggest that the MCPI method would be an effective approach for measuring in vivo 3D kinematics of dynamic joint motion in a clinical setting equipped with an alternating biplane x-ray imaging system.

摘要

目的

提出一种基于模型的新跟踪方法,用于使用临床交替双平面X射线成像系统测量三维(3D)动态关节运动学;并在体外量化其在不同运动速度下测量踝关节和膝关节运动时的误差。

方法

开发了一种基于运动分量划分和插值(MCPI)的基于模型的新跟踪方法,用于基于临床交替双平面X射线成像系统测量3D动态关节运动学。操作相互垂直放置的双平面成像系统的两个探测器,在任务期间收集目标关节的交替荧光透视图像。还获取了关节的CT数据,用于重建每个相关骨骼的体积模型和表面模型。首先使用模型到单平面荧光透视图像配准方法将基于CT的骨骼模型与交替图像配准,然后使用具有运动分量划分和模型顶点轨迹插值的两级优化来细化所得的骨骼姿态。针对踝关节和膝关节标本以不同速度运动时相对于高精度运动捕捉系统提供的标准参考的测量误差,在体外对MCPI方法进行了评估。根据偏差、精度、均方根误差(RMSE)以及平均目标配准误差(mTRE)对测量的骨骼姿态的位置和旋转误差进行量化,最终mTRE小于2.5毫米表示配准成功。

结果

发现新方法对于踝关节,骨骼姿态测量的RMSE在平移方面小于0.18毫米,在旋转方面小于0.72°;对于膝关节,RMSE为0.33毫米和0.74°,配准成功率高(>97%),并且似乎不受关节运动速度的影响。在给定相同的交替荧光透视图像的情况下,MCPI方法优于假设两个荧光透视视图之间时间偏移为零的典型双平面分析方法。随着关节运动速度的增加,两种方法之间的性能差异增大。利用准确的骨骼姿态数据,新方法能够以亚毫米和亚度精度测量距小腿、距下和胫股关节运动学,除了距小腿关节内/外旋转的RMSE为1.04°。

结论

已开发出一种基于MCPI的基于模型的新跟踪方法,用于使用医疗中心广泛使用的交替双平面X射线成像系统测量动态关节运动。MCPI方法已在体外证明在确定踝关节复合体和膝关节骨骼的3D运动学方面具有高度准确性。当前结果表明,MCPI方法将是在配备交替双平面X射线成像系统的临床环境中测量动态关节运动的体内3D运动学的有效方法。

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