首页> 外文会议>Physic of Medical Imaging pt.2; Progress in Biomedical Optics and Imaging; vol.6 no.22 >Analysis of confidence level scores from an ROC study - comparison of three mammographic systems for detection of simulated calcifications
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Analysis of confidence level scores from an ROC study - comparison of three mammographic systems for detection of simulated calcifications

机译:ROC研究的置信度得分分析-三种乳腺X线摄影系统对模拟钙化的检测的比较

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The purpose of this study is to compare the detection performance of three different mammography systems: screen/film (SF) combination, a-Si/CsI flat-panel (FP-), and charge-coupled device (CCD-) based systems. A 5-cm thick 50% adipose/50% glandular breast tissue equivalent slab phantom was used to provide an uniform background. Calcium carbonate grains of three different size groups were used to simulate microcalcifications (MCs): 112-125, 125-140, and 140-150 μm overlapping with the uniform background. Calcification images were acquired with the three mammography systems. Digital images were printed on hardcopy films. All film images were displayed on a mammographic viewer and reviewed by 5 mammographers. The visibility of the MC was rated with a 5-point confidence rating scale for each detection task, including the negative controls. Scores were averaged over all readers for various detectors and size groups. Receiver operating characteristic (ROC) analysis was performed and the areas under the ROC curves (Az's) were computed for various imaging conditions. The results shows that (1) the FP-based system performed significantly better than the SF and CCD-based systems for individual size groups using ROC analysis (2) the FP-based system also performed significantly better than the SF and CCD-based systems for individual size groups using averaged confidence scale, and (3) the results obtained from the Az's were largely correlated with these from confidence level scores. However, the correlation varied slightly among different imaging conditions.
机译:这项研究的目的是比较三种不同的乳腺摄影系统的检测性能:屏幕/胶片(SF)组合,a-Si / CsI平板(FP-)和基于电荷耦合器件(CCD-)的系统。使用5厘米厚的50%脂肪/ 50%腺乳腺组织等效的平板模型来提供均匀的背景。使用三个不同尺寸组的碳酸钙颗粒来模拟微钙化(MCs):112-125、125-140和140-150μm与均匀背景重叠。用三个乳腺X线摄影系统获取钙化图像。数字图像印在硬拷贝胶片上。所有胶片图像均在乳腺X射线摄影机上显示,并由5名乳腺X线摄影人员进行检查。对于每个检测任务(包括阴性对照),MC的可见性均以5分置信度等级进行评分。对所有检测器和大小组的所有读者平均得分。进行接收器工作特性(ROC)分析,并计算各种成像条件下ROC曲线下的面积(Az's)。结果表明(1)对于使用ROC分析的单个尺寸组,基于FP的系统的性能明显优于基于SF和CCD的系统(2)基于FP的系统的性能也明显优于基于SF和CCD的系统(3)从Az得到的结果与从置信度得分得到的结果在很大程度上相关。但是,相关性在不同的成像条件之间略有不同。

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