[Development of a Head Radiography Simulator System Using Pose Estimation Techniques].

Nihon Hoshasen Gijutsu Gakkai zasshi Pub Date : 2024-08-20 Epub Date: 2024-07-11 DOI:10.6009/jjrt.2024-1477
Michihiro Eto, Yasushi Ono, Tomofumi Nakawatari, Daisuke Hanamiya, Yuji Hatanaka
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Abstract

Purpose: This study proposes a system that can simulate head radiography by combining a technique for estimating human posture from moving images (hereafter referred to as "pose estimation technique") and use of two cameras capable of acquiring RGB images to determine body position during positioning.

Methods: The angles of the median sagittal plane (MS), axial plane (AX), and orbitomeatal baseline (OM) were obtained using the pose estimation technique from frontal and lateral images captured after positioning. The resulting radiographs were displayed according to the results.

Results: The head tilt during positioning could be determined based on the coordinate data of feature points acquired using the pose estimation technique. In an imaging experiment using a simulated human patient, errors increased as head tilt increased; however, the mean error values in each axis were 0.9° for MS, 0.8° for AX, and 1.5°for OM, when the patient was correctly positioned.

Conclusion: The pose estimation technique can assist in evaluating positioning accuracy in radiography and is expected to be used as a potential simulator system.

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[利用姿势估计技术开发头部放射摄影模拟系统]。
目的:本研究提出了一种可以模拟头部放射摄影的系统,该系统结合了从移动图像中估计人体姿势的技术(以下简称 "姿势估计技术"),并使用两台能够获取 RGB 图像的摄像机来确定定位时的身体位置:方法: 利用姿势估计技术,从定位后拍摄的正面和侧面图像中获取中线矢状面(MS)、轴面(AX)和眶骨基线(OM)的角度。结果显示:定位过程中的头部倾斜度可以被确定:结果:定位过程中的头部倾斜可根据使用姿势估计技术获取的特征点坐标数据确定。在使用模拟人类患者进行的成像实验中,随着头部倾斜度的增加,误差也随之增加;然而,当患者定位正确时,各轴的平均误差值分别为:MS 0.9°、AX 0.8°、OM 1.5°:姿势估计技术有助于评估放射摄影中的定位精度,有望用作潜在的模拟系统。
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