首页> 外文期刊>Investigative radiology >Reducing metal artifacts in computed tomography caused by hip endoprostheses using a physics-based approach.
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Reducing metal artifacts in computed tomography caused by hip endoprostheses using a physics-based approach.

机译:使用基于物理学的方法,减少由髋关节假体造成的计算机断层扫描中的金属伪影。

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PURPOSE: Metal-induced artifacts may cause severe problems in clinical computed tomography (CT) imaging and may impair diagnosis as well as overall image quality. Many approaches for reducing these artifacts tackle the problem by simply ignoring or interpolating the metal traces in the raw data, which results in a general information loss and additional artifacts in the corrected image. It was the objective of this study to develop an approach aiming at correcting several physical artifact sources. We have also tried to minimize the impact on spatial resolution and attempted to avoid new artifacts resulting from the correction. MATERIALS AND METHODS: The algorithm works with a first volumetric reconstruction followed by threshold-based metal prostheses segmentation. The segmented metal implants are then forward projected and the resulting sinogram entries are squared and combined, followed by a second reconstruction to yield correction volumes. The resulting volumes are then combined linearly with a combination weight determined to minimize the flatness of the initial image. A directional filtering algorithm following the beam hardening correction applies a nonlinear convolution in the metal traces of the sinogram which reduces existing metal-induced noise artifacts. Phantom measurements on a polyethylene (PE) disc with different inserts and a semi-anthropomorphic hip phantom with optional bone and titanium inserts were used for evaluating the algorithm. Patient datasets containing uni- and bilateral hip endoprostheses verified the applicability and efficiency on realistic clinical cases. RESULTS: Deviations in CT values were reduced to below 3 HU on average. Image noise reduction of up to 70% was achieved (average noise reduction of 37%) with a more homogeneous CT value distribution in soft-tissue areas. A comparison to standard interpolation methods showed superior artifact suppression without producing artifacts caused by interpolation and without the general information loss in the close vicinity to the implants. The impact on spatial resolution was minimized as compared with interpolation algorithms. CONCLUSIONS: Metal artifacts caused by hip-endoprostheses were strongly reduced. Soft tissue areas and skeletal structures surrounding the implants were well restored. The correction works by postprocessing CT datasets and it is applicable to any reconstructed image without a priori knowledge.
机译:目的:金属引起的伪影可能会在临床计算机断层扫描(CT)成像中引起严重问题,并可能损害诊断以及整体图像质量。减少这些伪影的许多方法可通过简单地忽略或插值原始数据中的金属痕迹来解决该问题,这会导致一般信息丢失以及校正后的图像中出现其他伪影。这项研究的目的是开发一种旨在纠正几种物理伪影源的方法。我们还尝试将对空间分辨率的影响降到最低,并尝试避免由于校正而产生新的伪像。材料与方法:该算法首先进行体积重建,然后进行基于阈值的金属假体分割。然后将分段的金属植入物向前投影,并将所得的正弦图输入项平方并合并,然后进行第二次重构以产生校正体积。然后将生成的体积与确定的组合权重线性组合,以最小化初始图像的平坦度。光束硬化校正之后的定向滤波算法在正弦图的金属迹线中应用了非线性卷积,从而减少了现有的金属感应噪声伪影。使用在具有不同插入物的聚乙烯(PE)盘和带有可选骨骼和钛插入物的半拟人化髋关节幻影上进行幻像测量,以评估算法。包含单侧和双侧髋关节假体的患者数据集验证了在实际临床病例中的适用性和有效性。结果:CT值偏差平均降低到3 HU以下。在软组织区域中,CT值分布更加均匀,可将图像噪声降低多达70%(平均噪声降低37%)。与标准插值方法的比较显示出卓越的伪影抑制能力,而不会产生由插值引起的伪影,并且在植入物附近不会造成一般信息丢失。与插值算法相比,对空间分辨率的影响最小。结论:髋关节假体造成的金属伪影得到了大大减少。植入物周围的软组织区域和骨骼结构得到了很好的修复。校正通过对CT数据集进行后处理来进行,并且它适用于任何无需先验知识的重建图像。

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