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Equating emphysema scores and segmentations across CT reconstructions: A comparison study

机译:在CT重建中等同于肺气肿评分和分割:一项比较研究

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The extent of pulmonary emphysema is commonly quantified on computed tomography (CT) as the proportion of voxels within the lung region below a fixed attenuation threshold. However, this measure is known to be sensitive to several factors, including changes in imaging protocol. The sensitivity restricts the comparison of emphysema scores between studies, between clinical scans without a standard imaging protocol, and in longitudinal data sets with evolving imaging protocols. Recently proposed image processing methods equate emphysema scores across imaging protocols. This study evaluates the performance of two state-of-the-art emphysema segmentation methods and an approach to correct emphysema scores. Emphysema scores and masks generated on sharp reconstructions are compared to ones generated by standard thresholding on smooth reconstructions, for 22 pairs of CT reconstructions.
机译:肺气肿的程度通常在计算机断层扫描(CT)上量化为低于固定衰减阈值的肺区域内体素的比例。但是,已知该措施对多种因素敏感,包括成像协议的变化。敏感性限制了研究之间,没有标准成像方案的临床扫描之间以及具有不断发展的成像方案的纵向数据集中肺气肿评分的比较。最近提出的图像处理方法使整个成像方案中的肺气肿分数相等。这项研究评估了两种最新的肺气肿分割方法和纠正肺气肿分数的方法的性能。对于22对CT重建,将在锐利重建中产生的肺气肿分数和掩膜与在平滑重建中通过标准阈值产生的肺气肿分数和掩膜进行比较。

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