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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.
Ref
Year
Method
Dataset
Dataset info
[
70
]
2019
Graph transformer
CX-CHR dataset
Private 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
]
2020
Two-level LSTM
IU X-ray [
37
]
3,955 radiology reports, 7,470 chest X-ray images
[
71
]
2020
Generative pretraining [
75
]
CX-CHR dataset
Private 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
]
2021
Multihead attention, feed-forward network
IU X-ray [
37
]
3,955 radiology reports, 7,470 X-ray images
MIMIC-CXR [
56
]
377,110 X-ray images, 227,835 reports
