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Amorphous selenium flat panel detectors for digital mammography: validation of a NPWE model observer with CDMAM observer performance experiments.

机译:用于数字乳腺X射线摄影的非晶硒平板探测器:通过CDMAM观测器性能实验验证了NPWE模型观测器。

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Model observers have been developed which incorporate a specific imaging task, system performance, and human observer characteristics and can potentially overcome some of the limitations in using detective quantum efficiency for optimization and comparison of detectors. In this paper, a modified nonprewhitening matched filter (NPWE) model observer was developed and validated to predict object detectability for an amorphous selenium (a-Se) direct flat-panel imager (FPI) where aliasing is severe. A preclinical a-Se digital mammography FPI with 85 microm pixel size was used in this investigation. Its physical imaging properties including modulation transfer function (MTF), noise power spectrum, and DQE were fully characterized. An observer performance study was conducted by imaging the CDMAM 3.4 contrast-detail phantom designed specifically for digital mammography and presenting these images to a panel of seven observers. X-ray attenuation and scatter due to the phantom were determined experimentally for use in development of the model observer. The observer study results were analyzed via threshold averaging and signal detection theory (SDT) based techniques to produce contrast-detail curves where threshold contrast is plotted as a function of disk diameter. Validity of the model was established using SDT analysis of the experimental data. The effect of aliasing on the detectability of small diameter disks was determined using the NPWE model observer. The signal spectrum was calculated using the presampling MTF of the detector with and without including the aliased terms. Our results indicate that the NPWE model based on Fourier domain parameters provides reasonable prediction of object detectability for the signal-known-exactly task in uniform image noise for a-Se direct FPI.
机译:已经开发出了模型观测器,该模型观测器结合了特定的成像任务,系统性能和人类观测器特征,并且可以潜在地克服使用探测量子效率进行探测器优化和比较的某些限制。本文中,开发了一种改进的非预增白匹配滤波器(NPWE)模型观察器,并进行了验证,以预测锯齿严重的非晶硒(a-Se)直接平板成像仪(FPI)的物体可检测性。临床前a-Se数字乳腺X线摄影术FPI的像素大小为85微米。充分表征了其物理成像特性,包括调制传递函数(MTF),噪声功率谱和DQE。观察者性能研究是通过对CDMAM 3.4对比度细节体模进行成像而设计的,该体模是专门为数字乳房X线照相术设计的,并将这些图像呈现给7位观察者。实验确定了由于幻影引起的X射线衰减和散射,用于模型观察器的开发。通过基于阈值平均和信号检测理论(SDT)的技术对观察者研究结果进行了分析,以生成对比度细节曲线,其中阈值对比度被绘制为磁盘直径的函数。使用SDT分析实验数据确定了模型的有效性。使用NPWE模型观察器确定混叠对小直径圆盘可检测性的影响。信号频谱是使用检测器的预采样MTF在不包含混叠项的情况下计算的。我们的结果表明,基于傅立叶域参数的NPWE模型为a-Se直接FPI的均匀图像噪声中信号已知确切任务的目标可检测性提供了合理的预测。

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