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首页> 外文期刊>PLoS One >Human observer performance on in-plane digital breast tomosynthesis images: Effects of reconstruction filters and data acquisition angles on signal detection
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Human observer performance on in-plane digital breast tomosynthesis images: Effects of reconstruction filters and data acquisition angles on signal detection

机译:在平面内数字乳房断层合成图像上的人类观察者性能:重建滤波器的影响和数据采集角度对信号检测

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摘要

For digital breast tomosynthesis (DBT) systems, we investigate the effects of the reconstruction filters for different data acquisition angles on signal detection. We simulated a breast phantom with a 30% volume glandular fraction (VGF) of breast anatomy using the power law spectrum and modeled the breast mass as a spherical object with a 1 mm diameter. Projection data were acquired using two different data acquisition angles and numbers of projection view pairs, and in-plane breast images were reconstructed using the Feldkamp-Davis-Kress (FDK) algorithm with three different reconstruction filter schemes. To measure the ability to detect a signal, we conducted the human observer study with a binary detection task and compared the signal detectability of human to that of channelized Hotelling observer (CHO) with Laguerre-Gauss (LG) channels and dense difference-of-Gaussian (D-DOG) channels. We also measured the contrast-to-noise ratio (CNR), signal power spectrum (SPS), and β values of the anatomical noise power spectrum (NPS) to show the association between human observer performance and these traditional metrics. Our results show that using a slice thickness (ST) filter degraded the signal detection performance of human observers at the same data acquisition angle. This could be predicted by D-DOG CHO with internal noise, but the correlation between the traditional metrics and signal detectability was not observed in this work.
机译:对于数字乳房Tomos合成(DBT)系统,我们研究了重建过滤器对信号检测的不同数据采集角度的影响。我们使用电力法谱模拟具有30%乳腺解剖(VGF)的乳房幻影,并将乳房质量模拟为球形物体,直径为1毫米。使用两种不同的数据采集角度和投影视图对的数量获取投影数据,并且使用具有三种不同的重建滤波器方案的Feldkamp-Davis-kress(FDK)算法重建面内乳房图像。为了测量检测信号的能力,我们用二进制检测任务进行人类观察者研究,并将人类的信号可检测与Laguerre-Gauss(LG)通道(LG)通道进行了与通道化的热灵位观测器(CHO)的信号可检测性和密集差异高斯(D-DUB)渠道。我们还测量了解剖噪声功率谱(NPS)的对比度 - 噪声比(CNR),信号功率谱(SPS)和β值,以显示人类观察者性能与这些传统度量之间的关联。我们的结果表明,使用切片厚度(ST)滤波器以相同的数据采集角度降低人类观察者的信号检测性能。这可以通过内部噪声的D-Dog Cho预测,但在这项工作中没有观察到传统度量和信号可检测性之间的相关性。

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