Table 5.
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 |
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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) |
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ISIC 2018 challenge Task3 | Dermoscopic lesion images | 10,015 images and 1 ground truth response CSV file |