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Orientation Dependent Detectability of Fiber-Like Signals in Linear Iterative Image Reconstruction for Breast Tomosynthesis

机译:纤维迭代图像重建中纤维状信号的取向依赖性可检测性

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We characterize the detectability of fiber-like signals in digital breast tomosynthesis (DBT) for linear iterative image reconstruction (IIR) algorithms. The detectability is investigated as a function of signal orientation and IIR regularization strength. The detectability is computed with a region-of-interest (ROI) Hotelling observer (HO) and applied to two linear IIR algorithms. Trends in detectability are compared with conspicuity of signals reconstructed in both simulation and real data studies. A common trend is observed with both algorithms in which signals oriented parallel to the detector and the plane containing the source-trajectory have lower detectability than their orthogonal counterparts at low regularization strengths. The orientation dependence is gradually reduced with increasing regularization strength. These trends in detectability are seen to match well with trends in the conspicuity of reconstructed signals in both simulation and real data studies.
机译:我们的表征在数字乳房断层合成(DBT)中的光纤样信号的可检测性,用于线性迭代图像重建(IIR)算法。作为信号方向和IIR正则化强度的函数研究了可检测性。通过兴趣区域(ROI)热灵位观测器(HO)计算可检测性并应用于两个线性IIR算法。将可检测性的趋势与模拟和实际数据研究中重建的信号的阴部进行比较。通过两种算法观察到共同的趋势,其中与检测器平行定向的信号和包含源轨迹的平面具有比在低正式化强度下的正交对应力的可检测性较低。随着正则化强度的增加,取向依赖性逐渐​​减少。可以看到这些可检测性的趋势与模拟和真实数据研究中重建信号的趋势相匹配。

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