Table 5.
Differences in data augmentation
| RK | Mirroring | Rotation | Color | Other |
|---|---|---|---|---|
| Sub-challenge 1: DR grading | ||||
| 1 | N | N | N | N |
| 2 | H/V/HV | R: −30, +30 | N | N |
| 3 |
H/V | R: −20, +20 | ID/N | R/ET/ |
| /HV | GT/AT | |||
| Sub-challenge 2: image quality assessment | ||||
| 1 | N | N | CM/RC/MU | N |
| 2 | N | N | N | N |
| 3 | N | N | N | N |
| Sub-challenge 3: DR grading based on UWF fundus | ||||
| 1 | H/V | R: −20, +20 | ID/N | R/ET/ |
| /HV | GT/AT | |||
| 2 | N | N | N | N |
| 3 | N | N | N | RCC |
H, horizontal flip; V, vertical flip; HV, horizontal and vertical flip; R, min degree, max degree:rotation angle; ID, image disturbance; N, noise; R, resize; ET, elastic transformation; GT, grid transformation; AT, affine transformation; RCC, random center cut; CM,36 RC,37 and MU,38 preprocessing method in reference; RK, rank.