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Total variation minimization-based spiral CT reconstruction in a dental panoramic imaging system for cost-effective, low-dose dental X-ray imaging

机译:在牙科全景成像系统中基于总变化最小化的螺旋CT重建,以实现经济高效的低剂量牙科X射线成像

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摘要

In the paper, we proposed a pragmatic method capable of implementing a cost-effective, low-dose CT reconstruction directly onto a dental panoramic X-ray imaging system by adopting a spiral source trajectory. In the proposed geometry, a linear-type panoramic imaging sensor is rotated 90° from the orientation for panoramic imaging to imitate fan-beam image acquisition. For image reconstruction, we considered a total variation (TV) minimization-based algorithm that exploited the sparsity of the image gradient and was capable of reconstructing CT images with substantially high image accuracy against the image artifacts from sparse-view data. We implemented the algorithm for the proposed geometry and performed systematic simulation works to demonstrate its feasibility for dental imaging applications. CT images were successfully reconstructed from the proposed geometry, and the reconstruction quality was evaluated quantitatively by using an image similarity metric. We expect the proposed method to be applicable to developing a cost-effective, low-dose, all-in-one dental imaging system.
机译:在本文中,我们提出了一种实用的方法,该方法能够通过采用螺旋源轨迹直接在牙科全景X射线成像系统上实现经济高效的低剂量CT重建。在提出的几何形状中,将线性全景成像传感器从定向旋转90度,以模仿扇形光束图像采集。对于图像重建,我们考虑了基于总变化量(TV)最小化的算法,该算法利用了图像梯度的稀疏性,并且能够针对稀疏视图数据中的图像伪像,以相当高的图像精度重建CT图像。我们对提出的几何形状实施了该算法,并进行了系统的仿真工作,以证明其在牙科成像应用中的可行性。从所提出的几何结构成功地重建了CT图像,并使用图像相似性度量定量评估了重建质量。我们希望所提出的方法适用于开发具有成本效益的低剂量多合一牙科成像系统。

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