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一种用于估计同步移动网格型锥形束计算机断层扫描(CBCT)系统中受阻投影信号的投影间传感器融合方法。

An interprojection sensor fusion approach to estimate blocked projection signal in synchronized moving grid-based CBCT system.

作者信息

Zhang Hong, Ren Lei, Kong Vic, Giles William, Zhang You, Jin Jian-Yue

机构信息

Department of Radiation Oncology, Georgia Regents University, Augusta, Georgia 30912.

Department of Radiation Oncology, Duke University, Durham, North Carolina 27710.

出版信息

Med Phys. 2016 Jan;43(1):268. doi: 10.1118/1.4937934.

Abstract

PURPOSE

A preobject grid can reduce and correct scatter in cone beam computed tomography (CBCT). However, half of the signal in each projection is blocked by the grid. A synchronized moving grid (SMOG) has been proposed to acquire two complimentary projections at each gantry position and merge them into one complete projection. That approach, however, suffers from increased scanning time and the technical difficulty of accurately merging the two projections per gantry angle. Herein, the authors present a new SMOG approach which acquires a single projection per gantry angle, with complimentary grid patterns for any two adjacent projections, and use an interprojection sensor fusion (IPSF) technique to estimate the blocked signal in each projection. The method may have the additional benefit of reduced imaging dose due to the grid blocking half of the incident radiation.

METHODS

The IPSF considers multiple paired observations from two adjacent gantry angles as approximations of the blocked signal and uses a weighted least square regression of these observations to finally determine the blocked signal. The method was first tested with a simulated SMOG on a head phantom. The signal to noise ratio (SNR), which represents the difference of the recovered CBCT image to the original image without the SMOG, was used to evaluate the ability of the IPSF in recovering the missing signal. The IPSF approach was then tested using a Catphan phantom on a prototype SMOG assembly installed in a bench top CBCT system.

RESULTS

In the simulated SMOG experiment, the SNRs were increased from 15.1 and 12.7 dB to 35.6 and 28.9 dB comparing with a conventional interpolation method (inpainting method) for a projection and the reconstructed 3D image, respectively, suggesting that IPSF successfully recovered most of blocked signal. In the prototype SMOG experiment, the authors have successfully reconstructed a CBCT image using the IPSF-SMOG approach. The detailed geometric features in the Catphan phantom were mostly recovered according to visual evaluation. The scatter related artifacts, such as cupping artifacts, were almost completely removed.

CONCLUSIONS

The IPSF-SMOG is promising in reducing scatter artifacts and improving image quality while reducing radiation dose.

摘要

目的

预物体格栅可减少并校正锥束计算机断层扫描(CBCT)中的散射。然而,每个投影中一半的信号会被格栅阻挡。已提出一种同步移动格栅(SMOG),以便在每个机架位置获取两个互补投影并将它们合并为一个完整投影。然而,该方法存在扫描时间增加以及在每个机架角度精确合并两个投影的技术难题。在此,作者提出一种新的SMOG方法,该方法在每个机架角度获取单个投影,任意两个相邻投影具有互补的格栅图案,并使用投影间传感器融合(IPSF)技术来估计每个投影中被阻挡的信号。由于格栅阻挡了一半的入射辐射,该方法可能还具有降低成像剂量的额外益处。

方法

IPSF将来自两个相邻机架角度的多对配对观测值视为被阻挡信号的近似值,并使用这些观测值的加权最小二乘回归来最终确定被阻挡信号。该方法首先在头部体模上用模拟SMOG进行测试。信噪比(SNR)代表恢复的CBCT图像与没有SMOG的原始图像之间的差异,用于评估IPSF恢复缺失信号的能力。然后,使用Catphan体模在安装在台式CBCT系统中的原型SMOG组件上测试IPSF方法。

结果

在模拟SMOG实验中,与传统插值方法(修复方法)相比,投影和重建的三维图像的SNR分别从15.1 dB和12.7 dB提高到35.6 dB和28.9 dB,这表明IPSF成功恢复了大部分被阻挡信号。在原型SMOG实验中,作者使用IPSF - SMOG方法成功重建了CBCT图像。根据视觉评估,Catphan体模中的详细几何特征大多得以恢复。与散射相关的伪影,如杯状伪影,几乎被完全消除。

结论

IPSF - SMOG在减少散射伪影、提高图像质量以及降低辐射剂量方面具有前景。

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