| Title |
Link |
Comments |
cost / license |
total # observations |
# no DR |
# Mild non-proliferative retinopathy |
# Moderate DR |
# Severe DR |
Proliferative DR |
resolution (width) |
resolution (height) |
encoding |
| Diaretdb0 |
https://www.it.lut.fi/project/imageret/diaretdb0/index.html |
Calibration Level 0 (Level of Retinopathy no-specified) |
Free |
130 |
20 |
110 |
|
|
|
1,152 |
1,500 |
PNG |
| Diaretdb1 |
http://www2.it.lut.fi/project/imageret/diaretdb1/ |
Calibration Level 1 |
Free |
89 |
5 |
84 |
|
|
|
1,152 |
1,500 |
PNG |
| DRIVE |
https://drive.grand-challenge.org |
7 Mild non-proliferative retinopathy + 33 healthy eye images |
Free |
40 |
33 |
7 |
|
|
|
768 |
584 |
TIFF |
| High Resolution Fundus (HRF) |
https://www5.cs.fau.de/research/data/fundus-images/ |
15 Mild non-proliferative retinopathy + 15 healthy eye images |
Free |
30 |
15 |
15 |
|
|
|
2,336 |
3,504 |
JPG |
| Eyepacs |
https://www.kaggle.com/c/diabetic-retinopathy-detection/data |
Major Kaggle competation (NIH); Metadata post (describes 35 Gb of 83 Gb) |
Free |
35,126 |
25,806 |
2,443 |
5,292 |
873 |
708 |
3,636 |
2,473 |
JPEG |
| APTOS 2019 |
https://www.kaggle.com/c/aptos2019-blindness-detection/overview |
Encoded in PNG, use original JPEG could improve the dataset? |
Free |
5,590 |
1,805 |
370 |
999 |
193 |
295 |
3,216 |
2,136 |
PNG |
| Diabetic Retinopathy Classification |
https://www.kaggle.com/c/retinopathy-classification-sai/overview |
|
Free |
2,086 |
|
|
|
|
|
224 |
224 |
JPEG |
| Indian Diabetic Retinopathy Image Dataset (IDRiD) |
https://idrid.grand-challenge.org/ |
|
Free |
516 |
|
|
|
|
|
4,288 |
2,848 |
JPEG |
| DeepDRiD |
https://isbi.deepdr.org/ (cached page) |
Regular images |
Free |
2,400 |
|
|
|
|
|
1,956 |
2,256 |
JPG |
| DeepDRiD |
https://isbi.deepdr.org/ (cached page) |
Ultra Wide-field images |
Free |
296 |
|
|
|
|
|
3,900 |
3,072 |
JPG |
| Messidor |
https://archive.ics.uci.edu/ml/datasets/Diabetic+Retinopathy+Debrecen+Data+Set |
800 images with dilatation + 400 no dilatation (3 sets) |
Free |
1,200 |
|
|
|
|
|
1,440 |
960 |
TIFF |
| Messidor Extension |
https://www.adcis.net/es/descargas-de-software-de-terceros/messidor2-es/ |
|
Free upon request |
690 |
|
|
|
|
|
|
|
JPG |
| Messidor 2 |
https://www.adcis.net/es/descargas-de-software-de-terceros/messidor2-es/ |
L + R eye = 1748 |
Free upon request |
874 |
684 |
190 |
|
|
|
|
|
JPG |
| Retinopathy Online Challenge |
http://webeye.ophth.uiowa.edu/ROC/ |
|
Free |
100 |
|
|
|
|
|
|
|
|
| AIcrowd |
https://www.aicrowd.com/challenges/dibrd |
|
Free |
920 |
|
|
|
|
|
|
|
|
| Diabetic Retinopathy Organized |
https://www.kaggle.com/dola1507108/diabetic-retinopathy-organized |
Training Set |
Free |
31,619 |
23,239 |
2,195 |
4,760 |
786 |
639 |
1,024 |
1,024 |
JPEG |
| DR_15 |
https://www.kaggle.com/nawa393/dr15_test |
|
Free |
34,043 |
20,000 |
3,762 |
7,861 |
1,214 |
1,206 |
512 |
512 |
PNG |
| Diabetic Retinopathy Level Detection |
https://www.kaggle.com/arbethi/diabetic-retinopathy-level-detection |
Training Set |
Free |
4,396 |
1,805 |
370 |
999 |
193 |
295 |
1,050 |
1,050 |
PNG |
| Diabetic Retinopathy Modified |
https://www.kaggle.com/tahmina011/diabetic-retinopathy-modified |
|
Free |
125 |
25 |
25 |
25 |
25 |
25 |
1,024 |
768 |
JPEG |
| DDR |
https://github.com/nkicsl/DDR-dataset |
Labels available in downloaded images |
Free |
13,673 |
|
|
|
|
|
|
|
|
| AIforEye |
https://www.aiforeye.cn/#/; https://figshare.com/articles/dataset/The\_SUSTech-SYSU\_dataset\_for\_automated\_exudate\_detection\_and\_diabetic\_retinopathy\_grading/12570770/1 |
The webpage is in Chinese (classifications on the csv file) |
Free |
1,219 |
|
|
|
|
|
|
|
JPG |
| STARE |
http://cecas.clemson.edu/~ahoover/stare/probing/index.html |
Level of retinopathy no-specified |
Free |
20 |
10 |
10 |
|
|
|
605 |
700 |
PPM |
| ORIGA |
https://oar.a-star.edu.sg/jspui/bitstream/123456789/1060/1/EMBC10_ZhangZ_Apr12_v2.pdf |
Singapore Malay Eye Study (We need to contact the authors) |
Free upon request |
650 |
|
|
|
|
|
|
|
|
| RC-RGB-MA |
http://www.retinacheck.org/datasets |
Microaneurysm annotation tool. Labels on the csv file) |
Free |
250 |
|
|
|
|
|
2,595 |
1,944 |
|
| RC-LO-MA |
http://www.retinacheck.org/datasets |
Using G-channel |
Free |
58 |
|
|
|
|
|
1,024 |
1,024 |
|
| E-OPHTHA X |
https://www.adcis.net/en/third-party/e-ophtha/ |
Exudates only |
Free |
82 |
35 |
47 |
|
|
|
|
|
JPEG |
| E-OPHTHA MA |
https://www.adcis.net/en/third-party/e-ophtha/ |
Microaneurysm only |
Free |
381 |
233 |
148 |
|
|
|
|
|
JPEG |
| CLEOPATRA |
https://arxiv.org/pdf/1812.07101.pdf |
Not available online |
Private |
298 |
|
|
|
|
|
|
|
|
| IOSTAR |
http://www.retinacheck.org/datasets |
Used for vessel segmentation. |
Free |
30 |
|
|
|
|
|
1,024 |
1,024 |
|
| DR1 |
http://www.recod.ic.unicamp.br/site/asdr. |
Labels available on the csv file |
Free |
5,776 |
|
|
|
|
|
640 |
480 |
|
| DR2 |
http://www.recod.ic.unicamp.br/site/asdr. |
Labels available on the csv file |
Free |
920 |
|
|
|
|
|
867 |
575 |
|
| FAZ |
https://www.openicpsr.org/openicpsr/project/117543/version/V2/view?path=/openicpsr/117543/fcr:versions/V2/Diabetic.zip&type=file |
Only works under the foveal zone |
Free |
60 |
25 |
35 |
|
|
|
420 |
420 |
JPG |
| Tianjin |
- |
|
Not available |
414 |
|
|
|
|
|
|
|
|
| Moorfields |
https://ieeexplore.ieee.org/document/7500108 |
Different datasets in different resolutions |
Private |
21,536 |
|
|
|
|
|
|
|
|
| LOTUS |
- |
|
Not available |
122 |
28 |
94 |
|
|
|
|
|
|
| KASTURBA |
- |
|
Not available |
340 |
170 |
|
|
|
|
|
|
|
| HUPM |
- |
|
Not available |
250 |
50 |
|
|
|
|
|
|
|
| AGAR 3000 |
https://ieee-dataport.org/open-access/diabetic-retinopathy-fundus-image-datasetagar300 |
|
Free |
28 |
|
|
|
|
|
2,448 |
3,264 |
JPEG |
| Diabetic Retinopathy Eye Screen Program |
http://www.diabeticretinopathy.org.uk/gradingretinopathy.htm |
|
|
|
|
|
|
|
|
|
|
|