调查机器视觉和增强现实技术在经皮计算机断层扫描引导的介入治疗中的准确性:模型研究。

Bingyu Huang, Yizhi Wei, Bing Zhang, Jin Chen, Rui Guo, Steven Zhiying Zhou, Zhigang Lin, Zhengyu Lin
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引用次数: 0

摘要

研究目的本研究旨在评估基于机器视觉和增强现实技术的经皮计算机断层扫描(CT)引导穿刺在模型中的准确性:建立了手术空间坐标系,并使用分层优化框架确保准确配准。穿刺导航使用了机器视觉跟踪和增强现实显示技术。在模型上进行 CT 扫描,规划了从模型表面到金属球的三种不同长度的穿刺路径。通过测量目标定位误差(TPE)、横向误差(LE)、角度误差(AE)和基于获得的 CT 图像的首次成功率(FSR)来评估穿刺准确性:一位高水平的介入治疗主治医师使用穿刺导航共进行了 30 次穿刺。短距离(4.5-5.5 厘米)的 TPE、LE、AE 和 FSR 分别为 1.90 ± 0.62 毫米、1.23 ± 0.70 毫米、1.39 ± 0.86°和 60%。对于中距离(9.5-10.5 厘米),TPE、LE、AE 和 FSR 分别为 2.35 ± 0.95 毫米、2.00 ± 1.07 毫米、1.20 ± 0.62° 和 40%。对于长距离(14.5-15.5 厘米),TPE、LE、AE 和 FSR 分别为 2.81 ± 1.17 毫米、2.33 ± 1.34 毫米、0.99 ± 0.55° 和 30%:基于增强现实和机器视觉的 CT 引导穿刺导航系统可在模型中进行精确穿刺。还需要进一步的研究来探索其临床适用性。
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Investigating the accuracy of machine vision and augmented reality in percutaneous computed tomography-guided interventions: A phantom study.

Objectives: This study aimed to evaluate the accuracy of percutaneous computed tomography (CT)-guided puncture based on machine vision and augmented reality in a phantom.

Materials and methods: The surgical space coordinate system was established, and accurate registration was ensured using the hierarchical optimization framework. Machine vision tracking and augmented reality display technologies were used for puncture navigation. CT was performed on a phantom, and puncture paths with three different lengths were planned from the surface of the phantom to the metal ball. Puncture accuracy was evaluated by measuring the target positioning error (TPE), lateral error (LE), angular error (AE), and first success rate (FSR) based on the obtained CT images.

Results: A highly qualified attending interventional physician performed a total of 30 punctures using puncture navigation. For the short distance (4.5-5.5 cm), the TPE, LE, AE, and FSR were 1.90 ± 0.62 mm, 1.23 ± 0.70 mm, 1.39 ± 0.86°, and 60%, respectively. For the medium distance (9.5-10.5 cm), the TPE, LE, AE, and FSR were 2.35 ± 0.95 mm, 2.00 ± 1.07 mm, 1.20 ± 0.62°, and 40%, respectively. For the long distance (14.5-15.5 cm), the TPE, LE, AE, and FSR were 2.81 ± 1.17 mm, 2.33 ± 1.34 mm, 0.99 ± 0.55°, and 30%, respectively.

Conclusion: The augmented reality and machine vision-based CT-guided puncture navigation system allows for precise punctures in a phantom. Further studies are needed to explore its clinical applicability.

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