A penalized weighted least-squares image reconstruction based on scatter correction methods for X-ray CT

Long Chen, T. Rodet, N. Gac
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引用次数: 2

Abstract

For metal artifact reduction (MAR) in X-ray cone-beam computed tomography (CBCT), we propose a penalized weighted least-squares (PWLS) image reconstruction method [1] based on scatter correction (SC) method. Our main contribution is to incorporate the inaccuracy of the scatter correction data in PWLS method, and to accelerate the PWLS image reconstruction with a preconditioned conjugate gradient (PCG) method [2]. The reconstruction results of both the simulation and experimental data show that our proposed method effectively reduces the metal artifacts (MA). Compared to the state of art, normalized metal artifact reduction (NMAR) method [3], our method prevents the introduction of some new artifacts due to an inappropriate interpolation possible used in NMAR.
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基于散射校正方法的x射线CT惩罚加权最小二乘图像重建
为了减少x射线锥束计算机断层扫描(CBCT)中的金属伪影(MAR),我们提出了一种基于散射校正(SC)方法的惩罚加权最小二乘(PWLS)图像重建方法[1]。我们的主要贡献是将散射校正数据的不准确性纳入PWLS方法,并使用预条件共轭梯度(PCG)方法加速PWLS图像重建[2]。仿真和实验数据的重建结果表明,该方法有效地降低了金属伪影(MA)。与目前最先进的归一化金属伪影减少(NMAR)方法[3]相比,我们的方法防止了由于NMAR中可能使用的不适当的插值而引入一些新的伪影。
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