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On Limitations of 1D Interpolation-Based Metal Artefact Reduction Approaches -A Comparison of FBP versus MLEM

机译:基于一维插值的金属伪影减少方法的局限性-FBP与MLEM的比较

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In computed tomography (CT) metal objects cause nonlinear variations of the acquired Radon data. During image reconstruction the inconsistencies introduce star shaped artefacts around the metal objects extending over the entire image. Due to this data deterioration, the acquired image is often unusable for diagnostic assistance or, at worst, causes a false diagnosis.In this work, metal artefact reduction (MAR) is performed in Radon space, in order to reduce the inconsistencies of the raw data. One-dimensional MAR-methods are considered, where two are based on polynomial interpolation and one uses a non-equispaced fast Fourier transform (NFFT) for interpolation. Since the common CT reconstruction, the filtered back-projection (FBP), is highly susceptible to inconsistent Radon data, a weighted, regularized Maximum Likelihood method can be used as alternative. The results of this reconstruction strategy are presented based on an anthropomorphic torso phantom (assigned with two steel markers). A comparison concerning the enhancement of the image quality and a discussion of principal limitations of the methods is given by means of the relative errors with respect to a ground truth (torso phantom without steel markers).
机译:在计算机断层扫描(CT)中,金属物体会导致采集的Radon数据发生非线性变化。在图像重建过程中,不一致之处会在围绕整个图像的金属物体周围引入星形伪影。由于该数据恶化,所获取的图像通常不能用于诊断辅助,或者最坏的情况是导致错误的诊断。 在这项工作中,在Radon空间中执行了金属伪影减少(MAR),以减少原始数据的不一致性。考虑一维MAR方法,其中两种基于多项式插值,一种使用非等距快速傅立叶变换(NFFT)进行插值。由于常见的CT重建(滤波后的反投影(FBP))非常容易受到Radon数据不一致的影响,因此可以使用加权正则化的最大似然法作为替代方法。基于拟人化的躯干体模(分配了两个钢笔),提出了此重建策略的结果。通过相对于地面真实情况(没有钢笔的躯干体模)的相对误差,进行了有关提高图像质量的比较并讨论了该方法的主要局限性。

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