实时三维超声可快速扫描整根脊柱,精度媲美X光。
Real-time volumetric free-hand ultrasound imaging for large-sized organs: A study of imaging the whole spine
- 采用增量式成像与算法加速,实现大器官实时三维成像。
- 2分钟完成从肩到胯的脊柱扫描,曲率相关系数达0.96。
- 适用于脊柱侧弯诊断,未来或可推广至其他大器官。
三维超声成像可克服传统二维超声在结构观察与测量上的局限。然而,对大尺寸器官进行体积成像仍面临采集时间长、患者移动干扰及三维特征识别难等问题。本研究提出一种面向上述问题优化的实时自由手三维超声成像系统,并应用于脊柱侧弯的临床诊断。采用增量式成像结合算法加速,实现大范围扫描数据的实时处理与可视化。针对图像特征识别难题,提出两种组织分割算法,通过估算骨结构深度并分层分割超声图像,重建并可视化三维脊柱解剖结构。系统在多种超声设备和探头下验证了适应性,并对6名脊柱侧弯患者及10名正常志愿者进行了实验评估。对志愿者脊柱(肩至胯,超过500 mm)的超声扫描耗时仅2分钟,实时生成的3D图像与对应X射线图像的脊柱曲率相关系数达0.96。所提系统具备向其他大尺寸器官临床应用的潜力。
原文摘要 · Abstract (English)
Three-dimensional (3D) ultrasound imaging can overcome the limitations of conventional two dimensional (2D) ultrasound imaging in structural observation and measurement. However, conducting volumetric ultrasound imaging for large-sized organs still faces difficulties including long acquisition time, inevitable patient movement, and 3D feature recognition. In this study, we proposed a real-time volumetric free-hand ultrasound imaging system optimized for the above issues and applied it to the clinical diagnosis of scoliosis. This study employed an incremental imaging method coupled with algorithmic acceleration to enable real-time processing and visualization of the large amounts of data generated when scanning large-sized organs. Furthermore, to deal with the difficulty of image feature recognition, we proposed two tissue segmentation algorithms to reconstruct and visualize the spinal anatomy in 3D space by approximating the depth at which the bone structures are located and segmenting the ultrasound images at different depths. We validated the adaptability of our system by deploying it to multiple models of ultra-sound equipment and conducting experiments using different types of ultrasound probes. We also conducted experiments on 6 scoliosis patients and 10 normal volunteers to evaluate the performance of our proposed method. Ultrasound imaging of a volunteer spine from shoulder to crotch (more than 500 mm) was performed in 2 minutes, and the 3D imaging results displayed in real-time were compared with the corresponding X-ray images with a correlation coefficient of 0.96 in spinal curvature. Our proposed volumetric ultrasound imaging system might hold the potential to be clinically applied to other large-sized organs.
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