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Automatic Registration of CT Volumes and Dual-Energy Digital Radiography for Detection of Cardiac and Lung Diseases

机译:自动识别CT体积并使用双能数字X射线照相术检测心脏和肺部疾病

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摘要

We are investigating image processing and analysis techniques to improve the ability of dual-energy digital radiography (DR) for the detection of cardiac calcification. Computed tomography (CT) is an established tool for the diagnosis of coronary artery diseases. Dual-energy digital radiography could be a cost-effective alternative. In this study, we use three-dimensional (3D) CT images as the “gold standard” to evaluate the DR X-ray images for calcification detection. To this purpose, we developed an automatic registration method for 3D CT volumes and two-dimensional (2D) X-ray images. We call this 3D-to-2D registration. We first use a 3D CT image volume to simulate X-ray projection images and then register them with X-ray images. The registered CT projection images are then used to aid the interpretation dual-energy X-ray images for the detection of cardiac calcification. We acquired both CT and X-ray images from patients with coronary artery diseases. Experimental results show that the 3D-to-2D registration is accurate and useful for this new application.
机译:我们正在研究图像处理和分析技术,以提高双能数字射线照相(DR)检测心脏钙化的能力。计算机断层扫描(CT)是诊断冠状动脉疾病的公认工具。双能数字射线照相术可能是一种经济高效的选择。在这项研究中,我们使用三维(3D)CT图像作为“金标准”来评估DR X射线图像的钙化检测。为此,我们开发了一种自动配准方法,用于3D CT体积和二维(2D)X射线图像。我们将此称为3D到2D注册。我们首先使用3D CT图像体积模拟X射线投影图像,然后将其与X射线图像配准。配准的CT投影图像然后用于辅助解释双能X射线图像,以检测心脏钙化。我们从冠心病患者那里获取了CT和X射线图像。实验结果表明,从3D到2D配准对于此新应用是准确且有用的。

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