September 16, 2024
Datasets for Fairness in Foundation Models for Medical Imaging
Dilermando Queiroz
Dataset
Model
Region
Modality
Images
Demographics
Origin
License
Moorfields BioResource 001
Vision
Ocular
Multimodal
26,548,820
A
UK
Restricted
MedTrinity-25M
Multimodal
Multiple
Multimodal
25,000,000
--
Multiple
Group
PMC-15M
Multimodal
Multiple
Multimodal
15,000,000
--
Multiple
CC BY-SA
BRATS24-MICCAI
Vision
Cerebral
MRI
2,535,132
--
USA
CC BY 4.0
PMC-OA
Multimodal
Multiple
Multimodal
1,600,000
A
Multiple
OpenRAIL
RadImageNet
Vision
Multiple
Multimodal
1,350,000
--
USA
CC BY 4.0
ISIC
Vision
Dermal
Dermoscopy
1,162,456
A, S
Multiple
CC BY-NC-SA
TCGA
Vision
Dermal
Histology
1,142,221
A, R, S
USA
CC BY-NC-SA
HyperKvasir
Vision
Colon
Endoscopy
1,000,000
--
Norway
CC BY 4.0
BRATS-ISBI
Vision
Cerebral
MRI
987,340
--
Multiple
CC BY 4.0
BHX
Vision
Cerebral
MRI
973,908
--
India
CC BY 4.0
LDPolypVideo
Vision
Colon
Endoscopy
901,666
--
China
--
MIMIC-CXR-JPG
Multimodal
Pulmonary
Radiograph
370,955
A, R, S
USA
PHDL
CheXpert
Multimodal
Pulmonary
Radiograph
222,793
A, R, S
USA
RUA
PadChest
Multimodal
Pulmonary
Radiograph
160868
A, S
Spain
RUA
SUN-SEG
Vision
Colon
Endoscopy
158,690
A, S
Japan
MIT
NIH-CXR14
Vision
Pulmonary
Radiograph
112,120
A, S
USA
CC0
Kermany et al.
Vision
Ocular
OCT
108,312
--
USA
CC BY 4.0
EyePACS
Vision
Ocular
Fundus
92,501
--
India
CC BY 4.0
BRAX
Vision
Pulmonary
Radiograph
40,967
A, S
Brazil
PHDL
MURA
Vision
Multiple
Radiograph
40,561
--
USA
CC BY 4.0
ASU-Mayo
Vision
Colon
Endoscopy
19,400
--
USA
--
BRSET
Vision
Ocular
Fundus
16,266
A, S, N
Brazil
PHDL
Harvard-FairVLMed
Multimodal
Ocular
SLO
10,000
A, R, S, E
USA
CC BY-NC-SA
Demographics: A, Age; R, Race; S, Sex; N, Nationality; E, Ethnicity; --, None reported
Licenses: CC, Creative Commons (BY, Attribution; NC, NonCommercial; SA, ShareAlike); PHDL, PhysioNet Health Data License; RUA, Research Use Agreement