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用于心脏导管术的实时扩展现实 (XR) 可视化的高保真姿势估计。

High-fidelity pose estimation for real-time extended reality (XR) visualization for cardiac catheterization.

机构信息

Dalio Institute of Cardiovascular Imaging, Department of Radiology, Weill Cornell Medicine, New York, NY, USA.

Englander Institute for Precision Medicine, Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA.

出版信息

Sci Rep. 2024 Nov 6;14(1):26962. doi: 10.1038/s41598-024-76384-z.

DOI:10.1038/s41598-024-76384-z
PMID:39505924
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11542031/
Abstract

Extended reality (XR) technologies are emerging as promising platforms for medical training and procedural guidance, particularly in complex cardiac interventions. This paper presents a high-fidelity methodology to perform real-time 3D catheter tracking and visualization during simulated cardiac interventions. A custom 3D-printed setup with mounted cameras enables biplane video capture of a catheter. A computer vision algorithm processes the biplane images in real-time to reconstruct the 3D catheter trajectory represented by any designated number of points along its length. This method accurately localizes the catheter tip within 1 mm and can reconstruct any arbitrary catheter configuration. The tracked catheter data is integrated into an interactive Unity-based scene rendered on the Meta Quest 3 headset. The visualization seamlessly combines a reconstructed 3D patient-specific heart model with the dynamically tracked catheter, creating an immersive extended reality training environment. Our experimental study, involving six participants, demonstrated that the 3D visualization provided by the proposed XR system significantly outperformed 2D visualization in terms of speed and user experience. This suggests that the XR system has the potential to enhance catheterization training by improving spatial comprehension and procedural skills. The proposed system demonstrates the potential of XR technologies to transform percutaneous cardiac interventions through improved visualization and interactivity.

摘要

扩展现实(XR)技术正成为医学培训和手术指导的有前途的平台,特别是在复杂的心脏介入治疗中。本文提出了一种高保真的方法,可在模拟心脏介入手术中实时进行 3D 导管跟踪和可视化。定制的 3D 打印设置配备了安装的摄像头,可实现导管的双平面视频采集。计算机视觉算法实时处理双平面图像,以重建由沿其长度指定任意数量点表示的 3D 导管轨迹。该方法可以将导管尖端精确定位在 1mm 以内,并可以重建任意导管配置。跟踪的导管数据集成到基于 Unity 的交互式场景中,并在 Meta Quest 3 耳机上呈现。可视化无缝地将重建的特定于患者的 3D 心脏模型与动态跟踪的导管相结合,创建一个沉浸式的扩展现实培训环境。我们的实验研究涉及六名参与者,结果表明,所提出的 XR 系统提供的 3D 可视化在速度和用户体验方面明显优于 2D 可视化。这表明,XR 系统有可能通过提高空间理解和手术技能来增强导管插入术培训。所提出的系统展示了 XR 技术通过改善可视化和交互性来改变经皮心脏介入治疗的潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/0ee33aa9b3eb/41598_2024_76384_Fig11_HTML.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/79ebac6cdb48/41598_2024_76384_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/2e5f43a0f09a/41598_2024_76384_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/60ef1b176183/41598_2024_76384_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/0a514efc4243/41598_2024_76384_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/f6c9b3607945/41598_2024_76384_Fig8_HTML.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/d5d19bafe9fc/41598_2024_76384_Fig10_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/0ee33aa9b3eb/41598_2024_76384_Fig11_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/b87173ae0f28/41598_2024_76384_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/3d60a7411dec/41598_2024_76384_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/b6df38d78703/41598_2024_76384_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/79ebac6cdb48/41598_2024_76384_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/2e5f43a0f09a/41598_2024_76384_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/60ef1b176183/41598_2024_76384_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/0a514efc4243/41598_2024_76384_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/f6c9b3607945/41598_2024_76384_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/4dd8de14dafd/41598_2024_76384_Fig9_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/d5d19bafe9fc/41598_2024_76384_Fig10_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/11542031/0ee33aa9b3eb/41598_2024_76384_Fig11_HTML.jpg

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