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Comparison of multi-slice CHO-HO models and human observers in defect detection with SPECT myocardial images

机译:多层CHO-HO模型与人类观察者在SPECT心肌图像缺陷检测中的比较

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The objective of this study was to compare defect detection performance using a multi-slice CHO-HO (Channelized Hotelling Observer - Hotelling Observer) model with performance found in two previously reported human observer receiver operating characteristic (ROC) studies. The tasks were left-ventricular myocardial perfusion lesion detection, with simulated projection data reconstructed using ordered subsets expectation maximization (OSEM) without attenuation and scatter correction (ASC) (ROC study one), and with experimental phantom data reconstructed using OSEM with ASC (ROC study two). Both simulated and experimental data modeled female and male anatomy. The projections were setup to simulate equal time dual-head anterior 180/spl deg/ and triple-head 360/spl deg/ scans. The multi-slice lesion detectability indices for the CHO-HO were calculated and compared to the A/sub z/'s for the human observers. Multiple channel setups for the CHO were investigated. Positive correlations were found between these results for some channel setups. Further investigation of channel models is needed to improve performance correlation with human observers.
机译:这项研究的目的是比较使用多层CHO-HO(通道化Hotelling观察者-Hotelling观察者)模型的缺陷检测性能与先前两次报道的人类观察者接收器操作特性(ROC)研究中发现的性能。任务是左心室心肌灌注病变的检测,使用无衰减和散射校正的有序子集期望最大化(OSEM)重建模拟投影数据(ASC)(ROC研究之一),并使用OSEM和ASC(ROC)重建实验幻像数据。研究二)。模拟和实验数据均模拟了女性和男性的解剖结构。设置投影以模拟等时双头前180 / spl度/扫描和三头360 / spl度/扫描。计算出CHO-HO的多层病变可检测性指数,并将其与人类观察者的A / sub z /进行比较。研究了CHO的多通道设置。在某些通道设置的这些结果之间发现正相关。需要进一步研究信道模型,以改善与人类观察者的性能相关性。

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