Table 1.
Datasets for diabetic retinopathy (DR) detection, segmentation, and grading.
| Dataset | No. of images | No. of subjects | Device used | Access | Country | Year | Type | Remarks | ||
|---|---|---|---|---|---|---|---|---|---|---|
| DRIVE ( 32 ) | 40 | 400 | Canon CR5 non-mydriatic 3CCD camera with a 45° FOV | OA | Netherlands | 2004 | CFP | Retinal vessel segmentation and ophthalmic diseases | ||
| DIARETDB0 ( 33 ) | 130 | NA | 50° FOV DFC | OA | Finland | 2006 | CFP | DR detection and grading | ||
| DIARETDB1 ( 34 ) | 89 | NA | 50° FOV DFC | OA | Finland | 2007 | CFP | DR detection and grading | ||
| HEI-MED ( 35 ) | 169 | 910 | Visucam PRO fundus camera (Zeiss, Germany) | OA | USA | 2010 | CFP | DR detection and grading | ||
| DRiDB ( 36 ) | 50 | NA | Zeiss Visucam 200 DFC at a 45° FOV | OA | Croatia | 2013 | CFP | DR grading | ||
| E-Ophtha ( 37 ) | 463 | NA | NA | OA | France | 2013 | CFP | Lesion detection | ||
| DRIMDB ( 38 ) | 216 | NA | CF-60UVi fundus camera (Canon) | OA | Turkey | 2014 | CFP | DR detection and grading | ||
| MESSIDOR 1 ( 39 ) | 1,200 | NA | Topcon TRC NW6 non-mydriatic at a 45° FOV | OA | France | 2014 | CFP | DR and DME grading | ||
| Srinivasan ( 40 ) | 3,231 | 45 | SD-OCT (Heidelberg Engineering, Germany) | OA | USA | 2014 | OCT | DR detection and grading, DME, and AMD | ||
| EyePACS ( 41 ) | 88,702 | NA | Centervue DRS (Italy), Optovue iCam (USA), Canon CR1/DGi/CR2 and Topcon NW | OA | USA | 2015 | CFP | DR grading | ||
| JICHI DR ( 42 ) | 9,939 | 2,740 | AFC-230 fundus camera (Nidek) | OA | Japan | 2017 | CFP | DR grading | ||
| Rotterdam Ophthalmic Data Repository DR ( 43 ) | 1,120 | 70 | TRC-NW65 non-mydriatic DFC (Topcon) | OA | Netherlands | 2017 | CFP | DR detection | ||
| IDRID ( 44 ) | 516 | NA | NA | OA | India | 2018 | CFP | DR grading and lesion | ||
| OCTID ( 45 ) | 500 | NA | Cirrus HD-OCT machine (Carl Zeiss Meditec) | OA | Multiethnic | 2018 | OCT | DR, AMD, and hypertension | ||
| APTOS ( 46 ) | 5,590 | NA | DFC | OA | India | 2019 | CFP | DR grading | ||
| OCTAGON ( 47 ) | 213 | 213 | DRI OCT Triton (Topcon) | AUR | Spain | 2019 | OCTA | DR detection | ||
| ODIR-2019 ( 48 ) | 8,000 | 5,000 | DFC (Canon, ZEISS, Kowa) | OA | China | 2019 | CFP | DR, AMD, glaucoma, and hypertension | ||
| OIA-DDR ( 49 ) | 13,673 | 9,598 | NA | OA | China | 2019 | CFP | DR grading and lesion segmentation | ||
| FGADR ( 50 ) | 2,842 | NA | NA | OA | UAE | 2021 | CFP | DR and DME grading | ||
| MESSIDOR 2 ( 26 ) | 1,748 | 874 | Topcon TRC NW6 non-mydriatic at a 45° FOV | AUR | France | Update | CFP | DR and DME grading | ||
DFC, digital fundus camera; OA, open access; FOV, field of view; DR, diabetic retinopathy; DME, diabetic macular edema; AMD, age-related macular degeneration; AUR, access upon request; CFP, color fundus photography; OCT, optical coherence tomography; OCTA, OCT angiography; NA, not available.