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High-Performance Soft-Tissue Imaging in Extremity Cone-Beam CT

机译:肢体锥形束CT的高性能软组织成像

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Purpose: Clinical performance studies of an extremity cone-beam CT (CBCT) system indicate excellent bone visualization, but point to the need for improvement of soft-tissue image quality. To this end, a rapid Monte Carlo (MC) scatter correction is proposed, and Penalized Likelihood (PL) reconstruction is evaluated for noise management. Methods: The accelerated MC scatter correction involved fast MC simulation with low number of photons implemented on a GPU (10~7 photons/sec), followed by Gaussian kernel smoothing in the detector plane and across projection angles. PL reconstructions were investigated for reduction of imaging dose for projections acquired at ~2 mGy. Results: The rapid scatter estimation yielded root-mean-squared-errors of scatter projections of ~15% of peak scatter intensity for 5·10~6 photons/projection (runtime ~0.5 sec/projection) and 25% improvement in fat-muscle contrast in reconstructions of a cadaveric knee. PL reconstruction largely restored soft-tissue visualization at 2 mGy dose to that of 10 mGy FBP image. Conclusion: The combination of rapid (5-10 minutes/scan) MC-based, patient-specific scatter correction and PL reconstruction offers an important means to overcome the current limitations of extremity CBCT in soft-tissue imaging.
机译:目的:四肢锥形束CT(CBCT)系统的临床性能研究显示出出色的骨骼可视性,但指出需要改善软组织图像质量。为此,提出了一种快速的蒙特卡洛(MC)散射校正,并评估了惩罚似然(PL)重建以进行噪声管理。方法:加速的MC散射校正涉及在GPU上以较少的光子数量(10〜7个光子/秒)进行快速的MC模拟,然后在检测器平面和整个投影角度进行高斯核平滑。对PL重建物进行了研究,以减少在〜2 mGy处获得的投影的成像剂量。结果:对于5·10〜6个光子/投影(运行时间〜0.5 sec /投影),快速散射估计产生的散射投影的均方根误差为峰值散射强度的〜15%(运行时间〜0.5 sec /投影),脂肪肌肉改善了25%尸体膝关节重建中的对比。 PL重建可将2 mGy剂量的软组织可视化恢复到10 mGy FBP图像的显着恢复。结论:基于MC的快速(5-10分钟/扫描),特定于患者的散点校正和PL重建相结合,为克服当前肢体CBCT在软组织成像中的局限性提供了重要的手段。

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