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On the choice of acceptance radius in free-response observer performance studies

机译:关于自由响应观察者性能研究中接受半径的选择

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Objectives: Choosing an acceptance radius or proximity criterion is necessary to analyse free-response receiver operating characteristic (FROC) observer performance data. This is currently subjective, with little guidance in the literature about what is an appropriate acceptance radius. We evaluated varying acceptance radii in a nodule detection task in chest radiography and suggest guidelines for determining an acceptance radius.Methods: 80 chest radiographs were chosen, half of which contained nodules. We determined each nodule's centre. 21 radiologists read the images. We created acceptance radii bins of <5 pixels, <10 pixels, <20 pixels and onwards up to <200 and 200+ pixels. We counted lesion localisations in each bin and visually compared marks with the borders of nodules.Results: Most reader marks were tightly clustered around nodule centres, with tighter clustering for smaller than for larger nodules. At least 70% of readers' marks were placed within <10 pixels for small nodules, <20 pixels for medium nodules and <30 pixels for large nodules. Of 72 inspected marks that were less than 50 pixels from the centre of a nodule, only 1 fell outside the border of a nodule.Conclusion: The acceptance radius should be based on the larger nodule sizes. For our data, an acceptance radius of 50 pixels would have captured all but 2 reader marks within the borders of a nodule, while excluding only 1 true-positive mark. The choice of an acceptance radius for FROC analysis of observer performance studies should be based on the size of larger abnormalities.
机译:目标:选择接受半径或接近度标准对于分析自由响应接收器工作特性(FROC)观察者性能数据是必要的。目前这是主观的,在文献中几乎没有关于什么是合适的接收半径的指导。我们评估了胸部X光检查中结节检测任务中不同的接受半径,并提出了确定接受半径的指南。方法:选择80幅胸部X光照片,其中一半包含结节。我们确定了每个结节的中心。 21位放射科医生阅读了这些图像。我们创建了<5像素,<10像素,<20像素以及最高<200和200+像素的验收半径箱。我们计算了每个垃圾箱中的病变位置,并在视觉上将标记与结节的边界进行了比较。结果:大多数读者标记都紧密地聚集在结节中心附近,对于较小的结节,聚集点更紧密,而对于较大的结节则更紧密。对于小结节,至少70%的读者标记放置在<10像素内,对于中结节,放置在<20像素内,对于大结节,放置在<30像素内。在距离结节中心不到50个像素的72个检查标记中,只有1个落在结节边界之外。结论:接受半径应基于较大的结节尺寸。对于我们的数据,接受半径为50像素将捕获结节边界内除2个阅读器标记以外的所有标记,而仅排除1个真阳性标记。观察者性能研究的FROC分析的可接受半径的选择应基于较大异常的大小。

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