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乳腺断层合成的三维线性系统分析

Three-dimensional linear system analysis for breast tomosynthesis.

作者信息

Zhao Bo, Zhao Wei

机构信息

Department of Radiology, State University of New York at Stony Brook, Health Sciences Center Stony Brook, New York 11794-8460, USA.

出版信息

Med Phys. 2008 Dec;35(12):5219-32. doi: 10.1118/1.2996014.

Abstract

The optimization of digital breast tomosynthesis (DBT) geometry and reconstruction is crucial for the clinical translation of this exciting new imaging technique. In the present work, the authors developed a three-dimensional (3D) cascaded linear system model for DBT to investigate the effects of detector performance, imaging geometry, and image reconstruction algorithm on the reconstructed image quality. The characteristics of a prototype DBT system equipped with an amorphous selenium flat-panel detector and filtered backprojection reconstruction were used as an example in the implementation of the linear system model. The propagation of signal and noise in the frequency domain was divided into six cascaded stages incorporating the detector performance, imaging geometry, and reconstruction filters. The reconstructed tomosynthesis imaging quality was characterized by spatial frequency dependent presampling modulation transfer function (MTF), noise power spectrum (NPS), and detective quantum efficiency (DQE) in 3D. The results showed that both MTF and NPS were affected by the angular range of the tomosynthesis scan and the reconstruction filters. For image planes parallel to the detector (in-plane), MTF at low frequencies was improved with increase in angular range. The shape of the NPS was affected by the reconstruction filters. Noise aliasing in 3D could be introduced by insufficient voxel sampling, especially in the z (slice-thickness) direction where the sampling distance (slice thickness) could be more than ten times that for in-plane images. Aliasing increases the noise at high frequencies, which causes degradation in DQE. Application of a reconstruction filter that limits the frequency components beyond the Nyquist frequency in the z direction, referred to as the slice thickness filter, eliminates noise aliasing and improves 3D DQE. The focal spot blur, which arises from continuous tube travel during tomosynthesis acquisition, could degrade DQE significantly because it introduces correlation in signal only, not NPS.

摘要

数字乳腺断层合成(DBT)几何结构与重建的优化对于这项令人振奋的新成像技术的临床应用至关重要。在本研究中,作者开发了一种用于DBT的三维(3D)级联线性系统模型,以研究探测器性能、成像几何结构和图像重建算法对重建图像质量的影响。在实现线性系统模型时,以配备非晶硒平板探测器和滤波反投影重建的DBT原型系统的特性为例。频域中信号和噪声的传播被分为六个级联阶段,包括探测器性能、成像几何结构和重建滤波器。通过三维空间频率相关的预采样调制传递函数(MTF)、噪声功率谱(NPS)和探测量子效率(DQE)来表征重建的断层合成成像质量。结果表明,MTF和NPS均受断层合成扫描的角度范围和重建滤波器的影响。对于与探测器平行的图像平面(面内),低频处的MTF随角度范围的增加而改善。NPS的形状受重建滤波器的影响。体素采样不足会在三维中引入噪声混叠,尤其是在z(切片厚度)方向,该方向的采样距离(切片厚度)可能比面内图像的采样距离大十多倍。混叠会增加高频处的噪声,从而导致DQE下降。应用一种限制z方向上超出奈奎斯特频率的频率成分的重建滤波器,即切片厚度滤波器,可以消除噪声混叠并提高三维DQE。在断层合成采集过程中,由于管的连续移动而产生的焦点模糊会显著降低DQE,因为它仅在信号中引入相关性,而不在NPS中引入相关性。

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