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使用小波减少X射线CT金属伪影:在全髋关节假体成像中的应用

X-ray CT metal artifact reduction using wavelets: an application for imaging total hip prostheses.

作者信息

Zhao S, Robertson D D, Wang G, Whiting B, Bae K T

机构信息

Department of Mathematics and Computer Science, University of Missouri-St Louis, USA.

出版信息

IEEE Trans Med Imaging. 2000 Dec;19(12):1238-47. doi: 10.1109/42.897816.

Abstract

Traditional computed tomography (CT) reconstructions of total joint prostheses are limited by metal artifacts from corrupted projection data. Published metal artifact reduction methods are based on the assumption that severe attenuation of X-rays by prostheses renders corresponding portions of projection data unavailable, hence the "missing" data are either avoided (in iterative reconstruction) or interpolated (in filtered backprojection with data completion; typically, with filling data "gaps" via linear functions). In this paper, we propose a wavelet-based multiresolution analysis method for metal artifact reduction, in which information is extracted from corrupted projection data. The wavelet method improves image quality by a successive interpolation in the wavelet domain. Theoretical analysis and experimental results demonstrate that the metal artifacts due to both photon starving and beam hardening can be effectively suppressed using our method. As compared to the filtered backprojection after linear interpolation, the wavelet-based reconstruction is significantly more accurate for depiction of anatomical structures, especially in the immediate neighborhood of the prostheses. This superior imaging precision is highly advantageous in geometric modeling for fitting hip prostheses.

摘要

传统的全关节假体计算机断层扫描(CT)重建受到来自损坏投影数据的金属伪影的限制。已发表的金属伪影减少方法基于这样的假设:假体对X射线的严重衰减使得投影数据的相应部分不可用,因此“缺失”的数据要么被避免(在迭代重建中),要么被插值(在具有数据补全的滤波反投影中;通常,通过线性函数填充数据“间隙”)。在本文中,我们提出了一种基于小波的多分辨率分析方法来减少金属伪影,该方法从损坏的投影数据中提取信息。小波方法通过在小波域中的连续插值来提高图像质量。理论分析和实验结果表明,使用我们的方法可以有效抑制由于光子饥饿和束硬化导致的金属伪影。与线性插值后的滤波反投影相比,基于小波的重建在解剖结构描绘方面明显更准确尤其是在假体紧邻区域。这种卓越的成像精度在髋关节假体拟合的几何建模中非常有利。

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