The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
Br J Radiol. 2013 Jan;86(1021):42313554. doi: 10.1259/bjr/42313554. Epub 2012 May 9.
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.
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.
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.
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.
选择可接受半径或接近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。这目前是主观的,文献中几乎没有关于适当的可接受半径的指导。我们在胸部放射摄影中的结节检测任务中评估了不同的可接受半径,并提出了确定可接受半径的指南。
选择了 80 张胸部 X 光片,其中一半包含结节。我们确定了每个结节的中心。21 名放射科医生阅读了这些图像。我们创建了接受半径为<5 像素、<10 像素、<20 像素及以上直至<200 和 200+像素的箱。我们在每个箱中计数病变的定位,并与结节的边界进行视觉比较。
大多数读者的标记紧密地聚集在结节中心周围,对于较小的结节比对于较大的结节更紧密地聚集。对于小的结节,至少 70%的读者的标记被放置在<10 像素以内,对于中等大小的结节,<20 像素以内,对于大的结节,<30 像素以内。在距离结节中心小于 50 像素的 72 个检查标记中,只有 1 个标记位于结节边界之外。
可接受半径应基于较大的结节尺寸。对于我们的数据,50 像素的可接受半径将除了 2 个标记之外,所有的读者标记都捕获在结节的边界内,同时仅排除了 1 个真正的阳性标记。选择 FROC 分析观察者性能研究的可接受半径应基于较大异常的大小。