基于容积超声参数的无标记 4D 运动跟踪的系统分析。

Systematic analysis of volumetric ultrasound parameters for markerless 4D motion tracking.

机构信息

Institute of Medical Technology and Intelligent Systems, Hamburg University of Technology, Hamburg, Germany.

出版信息

Int J Comput Assist Radiol Surg. 2022 Nov;17(11):2131-2139. doi: 10.1007/s11548-022-02665-5. Epub 2022 May 21.

Abstract

OBJECTIVES

Motion compensation is an interesting approach to improve treatments of moving structures. For example, target motion can substantially affect dose delivery in radiation therapy, where methods to detect and mitigate the motion are widely used. Recent advances in fast, volumetric ultrasound have rekindled the interest in ultrasound for motion tracking. We present a setup to evaluate ultrasound based motion tracking and we study the effect of imaging rate and motion artifacts on its performance.

METHODS

We describe an experimental setup to acquire markerless 4D ultrasound data with precise ground truth from a robot and evaluate different real-world trajectories and system settings toward accurate motion estimation. We analyze motion artifacts in continuously acquired data by comparing to data recorded in a step-and-shoot fashion. Furthermore, we investigate the trade-off between the imaging frequency and resolution.

RESULTS

The mean tracking errors show that continuously acquired data leads to similar results as data acquired in a step-and-shoot fashion. We report mean tracking errors up to 2.01 mm and 1.36 mm on the continuous data for the lower and higher resolution, respectively, while step-and-shoot data leads to mean tracking errors of 2.52 mm and 0.98 mm.

CONCLUSIONS

We perform a quantitative analysis of different system settings for motion tracking with 4D ultrasound. We can show that precise tracking is feasible and additional motion in continuously acquired data does not impair the tracking. Moreover, the analysis of the frequency resolution trade-off shows that a high imaging resolution is beneficial in ultrasound tracking.

摘要

目的

运动补偿是一种提高运动结构治疗效果的有趣方法。例如,目标运动可显著影响放射治疗中的剂量传递,在放射治疗中广泛使用了检测和减轻运动的方法。快速、容积式超声的最新进展重新激发了人们对超声运动跟踪的兴趣。我们提出了一种评估基于超声的运动跟踪的设置,并研究了成像率和运动伪影对其性能的影响。

方法

我们描述了一种实验设置,用于从机器人采集具有精确真实数据的无标记 4D 超声数据,并评估不同的真实轨迹和系统设置,以实现准确的运动估计。我们通过与步进式采集数据进行比较来分析连续采集数据中的运动伪影。此外,我们还研究了成像频率和分辨率之间的权衡。

结果

平均跟踪误差表明,连续采集的数据与步进式采集的数据产生相似的结果。我们报告了在较低和较高分辨率下连续采集数据的平均跟踪误差分别高达 2.01 毫米和 1.36 毫米,而步进式采集数据的平均跟踪误差分别为 2.52 毫米和 0.98 毫米。

结论

我们对 4D 超声运动跟踪的不同系统设置进行了定量分析。我们可以证明精确跟踪是可行的,并且连续采集数据中的额外运动不会影响跟踪。此外,对频率分辨率权衡的分析表明,超声跟踪中高成像分辨率是有益的。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2e22/9515030/ad4297b6f680/11548_2022_2665_Fig1_HTML.jpg

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