Health Data Science / 2022 / Article / Tab 4

Review Article

Knowledge Graph Applications in Medical Imaging Analysis: A Scoping Review

Table 4

Overview of datasets used in the report generation articles.

RefYearMethodDatasetDataset info

[70]2019Graph transformerCX-CHR datasetPrivate dataset. 35,609 patients, 45,598 images and corresponding reports
IU X-ray [37]3,955 radiology reports, 7,470 chest X-ray images
[45]2020Two-level LSTMIU X-ray [37]3,955 radiology reports, 7,470 chest X-ray images
[71]2020Generative pretraining [75]CX-CHR datasetPrivate dataset. 35,609 patients, 45,598 images and corresponding reports
COVID-19 CT report [54]349 COVID-19 images, 379 non-COVID images and their corresponding Chinese reports
[43]2021Multihead attention, feed-forward networkIU X-ray [37]3,955 radiology reports, 7,470 X-ray images
MIMIC-CXR [56]377,110 X-ray images, 227,835 reports