Source dataset | Training and validation set | Test set | ||||||
Normal | DR | Glaucoma | AMD | Normal | DR | Glaucoma | AMD | |
DiaretDB14 | 0 | 89 | 0 | 0 | 0 | 0 | 0 | 0 |
Drishti-GS15 | 31 | 0 | 68 | 0 | 0 | 0 | 2 | 0 |
DRIVE16 | 33 | 7 | 0 | 0 | 0 | 0 | 0 | 0 |
HRF17 | 15 | 15 | 13 | 0 | 0 | 0 | 2 | 0 |
IDRiD18 | 167 | 348 | 0 | 0 | 1 | 0 | 0 | 0 |
Kaggle-398 | 38 | 105 | 0 | 0 | 0 | 1 | 0 | 0 |
Kaggle-DR19 | 25 769 | 9278 | 0 | 0 | 21 | 20 | 0 | 0 |
ODIR20 | 2276 | 1187 | 189 | 182 | 2 | 1 | 7 | 18 |
MESSIDOR21 | 546 | 651 | 0 | 0 | 0 | 3 | 0 | 0 |
ORIGA-light22 | 482 | 0 | 158 | 0 | 0 | 0 | 10 | 0 |
REFUGE23 | 1079 | 0 | 116 | 0 | 1 | 0 | 4 | 0 |
STARE24 | 39 | 134 | 0 | 40 | 0 | 0 | 0 | 7 |
Total | 30 475 | 11 814 | 544 | 222 | 25 | 25 | 25 | 25 |
AMD, age-related macular degeneration; DR, diabetic retinopathy.