Skip to main content
. 2022 Jun 25;28(6):2335–2355. doi: 10.1007/s00530-022-00960-4

Table 5.

The common disease datasets

Anatomy Medical diagnosis Dataset Modality Dataset size Url
Eye Diabetic Retinopathy Messidor-2 Retinal funds images 1748 images https://www.adcis.net/en/third-party/messidor2/

Retinopathy grade

Risk of macular edema

Messidor Fundus color numerical images 1200 images https://www.adcis.net/en/third-party/messidor/

Diabetic retinopathy grade

Diabetic macular edema

IDRiD Color fundus images 516 images https://idrid.grand-challenge.org/
Diabetic Retinopathy  e-ophtha-EX Color fundus images 82 images https://www.adcis.net/en/third-party/e-ophtha/
 e-ophtha-MA Color fundus images 381 images
Diabetic retinopathy (DR) DiaRetDB1 V2.1 Digital images of eye fundus 89 images https://www.it.lut.fi/project/imageret/diaretdb1_v2_1/
Processing a retinal image STARE Retinal funds images 400 images http://cecas.clemson.edu/~ahoover/stare/
Diabetic retinopathy grade APTOS 2019 Fundus photography

3662 train_images

1928 test_images

https://www.kaggle.com/c/aptos2019-blindness-detection/overview/aptos-2019
Lung Lung nodules LIDC-IDRI CT scans 1018 images http://ncia.nci.nih.gov/
Lung cancer NIH Chest X-ray X-ray images Over 100,000 images https://nihcc.app.box.com/v/ChestXray-NIHCC
Lung nodules LUNA 16 CT scans 888 images https://luna16.grand-challenge.org/Data/

14 Common Thorax

Disease Categories

ChestX-ray14 X-ray images 112,120 images https://nihcc.app.box.com/v/ChestXray-NIHCC/file 220660789610
Brain Alzheimer’s disease ANDI1

Multi-site MRI

and PET data

Participant: 200 Normal Controls, 400 mild cognitive impairment(MCI), 200Mild AD http://adni.loni.usc.edu/study-design/#collaborative-studies-container
ADNI GO Multi-site MRI and PET data Participant: 200 the mildest symptomatic phase of AD (EMCI), 500 Normal Controls and MCI
ADNI2 Multi-site MRI and PET data Participant: 150 Normal Controls, 450–500 CN and MCI, 350 EMCI, 150 LMCI, 200 mild AD
ADNI3 Multi-site MRI and PET data

Participant:

430-830Normal Controls,

425-835 MCI, 215-335 Mild Alzheimer’s, disease dementia

Parkinson’s disease PPMI DaTscan SPECT images 642 images https://www.ppmi-info.org/
https://challenge2018.isic-archive.com/
Skin Skin lesions ISIC 2018 challenge Task1 Dermoscopic lesion images 2594 images and 2594 corresponding ground truth response masks
ISIC 2018 challenge Task2 Dermoscopic lesion images

2594 images and 12,970 corresponding ground truth response masks

(5 for each image)

ISIC 2018 challenge Task3 Dermoscopic lesion images 10,015 images and 1 ground truth response CSV file