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Elliptical extrapolation of truncated 2D CT projections using Helgason-Ludwig consistency conditions

机译:使用Helgason-Ludwig一致性条件的截断2D CT投影的椭圆外推出

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Image reconstruction from truncated tomographic data is an important practical problem in CT in order to reduce the X-ray dose and to improve the resolution. The main problem with the Radon Transform is that in 2D the inversion formula globally depends upon line integrals of the object function. The standard Filtered Backprojection algorithm (FBP) does not allow any type of truncation. A typical strategy is to extrapolate the truncated projections with a smooth 1D function in order to reduce the discontinuity artefacts. The low-frequency artifact reduction however, severely depends upon the width of the extrapolation, which is unknown in practice. In this paper we develop a modified ConTraSPECT-type method for specific use on truncated 2D CT-data, when only a local area (ROI) is to be imaged. The algorithm describes the shape and structure of the region surrounding the ROI by a specific object with only few parameters, in this paper a uniform ellipse. The parameters of this ellipse are optimized by minimizing the Helgason-Ludwig consistency conditions for the sinogram completed with Radon data of the ellipse. Simulations show that the MSE of the reconstructions is reduced significantly, depending on the type of truncation.
机译:截断断层数据的图像重建是CT中的一个重要实际问题,以减少X射线剂量并提高分辨率。氡变换的主要问题是,在2D中,全局的反转公式取决于物体功能的线路积分。标准过滤的反投影算法(FBP)不允许任何类型的截断。典型的策略是用平滑的1D函数推断截断的突起,以减少不连续的伪影。然而,低频伪像减少严重取决于外推的宽度,这在实践中是未知的。在本文中,我们开发了一种修改的反向型方法,用于在截断的2D CT数据上使用特定于截断的2D CT-DATA,当仅映射局域(ROI)时。该算法描述了仅具有少量参数的特定对象围绕ROI的区域的形状和结构,在本文中,均匀椭圆形。通过最大限度地减少使用椭圆的氡数据完成的Melgason-Ludwig一致性条件来优化该椭圆的参数。仿真表明,根据截断的类型,重建的MSE显着减少。

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