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An evaluation of iterative reconstruction strategies based on mediastinal lesion detection using hybrid Ga-67 SPECT images

机译:基于混合Ga-67 SPECT图像的纵隔病变检测的迭代重建策略评估

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摘要

Using psychophysical studies, the authors have evaluated the effectiveness of various strategies for compensating for physical degradations in SPECT imaging. The particular application was Ga-67-citrate imaging of mediastinal tumors, which was chosen because Ga-67 is a particularly challenging radionuclide for imaging. The test strategies included compensations for nonuniform attenuation, distance-dependent spatial resolution, and scatter applied in various combinations as part of iterative reconstructions with the rescaled block iterative–expectation maximization (RBI-EM) algorithm. The authors also evaluated filtered backprojection reconstructions. Strategies were compared on the basis of human-observer studies of lesion localization and detection accuracy using the localization receiver operating characteristics (LROC) paradigm. These studies involved hybrid images which were obtained by adding the projections of Monte Carlo-simulated lesions to disease-free clinical projection data. The background variability in these images can provide a more realistic assessment of the relative utility of reconstruction strategies than images from anthropomorphic digital phantoms. The clinical datasets were obtained using a GE-VG dual-detector SPECT system with CT-estimated attenuation maps. After determining a target lesion contrast, they conducted pilot LROC studies to obtain a near-optimal set of reconstruction parameters for each strategy, and then conducted the strategy comparison study. The results indicate improved detection accuracy with RBI-EM as more compensations are applied within the reconstruction. The relative rankings of the test strategies agreed in most cases with those of previous studies that employed simulated projections of digital anthropomorphic phantoms, thus confirming the findings of those studies.
机译:使用心理物理学研究,作者评估了各种策略补偿SPECT成像中物理退化的有效性。特定的应用是纵隔肿瘤的Ga-67-柠檬酸盐成像,之所以选择是因为Ga-67是一种特别具有挑战性的成像放射性核素。测试策略包括对不均匀衰减的补偿,与距离有关的空间分辨率,以及采用重缩放的块迭代期望最大化(RBI-EM)算法作为迭代重建的一部分以各种组合应用的散射。作者还评估了滤波后的反投影重建。根据人类观察者对病变定位和检测精度的研究,使用定位接收器操作特征(LROC)范式对策略进行了比较。这些研究涉及混合图像,这些图像是通过将蒙特卡罗模拟病变的投影添加到无病临床投影数据中而获得的。与来自拟人数字体模的图像相比,这些图像中的背景可变性可以提供对重建策略相对效用的更实际评估。临床数据集是使用具有CT估计衰减图的GE-VG双检测器SPECT系统获得的。在确定目标病变对比之后,他们进行了LROC试点研究,以获取每种策略的最佳重建参数集,然后进行了策略比较研究。结果表明,在重建过程中应用了更多补偿后,RBI-EM的检测精度得以提高。在大多数情况下,测试策略的相对排名与采用数字拟人化幻像的模拟投影的先前研究的相对排名一致,从而证实了这些研究的结果。

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