Health Data Science / 2022 / Article / Tab 3

Review Article

Knowledge Graph Applications in Medical Imaging Analysis: A Scoping Review

Table 3

Overview of datasets used in the disease localization and segmentation articles.

RefYearMethodDatasetDataset info

[47]2021Visual spatial convolution, dual-weighting graph convolutionCheXpert [39]224,316 chest radiographs of 65,240 patients and 14 common disease labels
NIH chest X-ray [38]112,120 X-ray images and the text-mined 14 common disease labels
[66]2021Fissure verification, surface fittingLObe and Lung Analysis 2011 (LOLA11) [68]A dataset of chest CT scans with varying abnormalities for which reference standards of lung and lobe segmentations have been established
[65, 67]2021U-Net [69]NIH chest X-ray [38]112,120 X-ray images and the text-mined 14 common disease labels