Diabetic Retinopathy Grading on GDR-Bench DG 1.0 (test)
79.9DeepDR AUCDRGen
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DRGenBackbone=ResNet-50, Evaluation Protocol=DG test2023.07 | 79.9 | 84.7 | 44.6 | 37.4 | 58.1 | 40.2 | 83 | 38.7 | 34.1 | 69.4 | 41.7 | 24.7 | 79 | 60.1 | 40.5 | 79.5 | 43.1 | 37 | 79.3 | 47.7 | 37.3 | |
| GDRNetBackbone=ResNet-50, Evaluation Protocol=DG test2023.07 | 79.9 | 84 | 40.3 | 35.9 | 66.8 | 46 | 84.7 | 53.1 | 45.3 | 80.8 | 45.3 | 39.4 | 83.2 | 63.4 | 50.9 | 82.9 | 45.8 | 43.5 | 82.6 | 52.5 | 43.5 | |
| FishrBackbone=ResNet-50, Evaluation Protocol=DG test2023.07 | 79.2 | 82.7 | 40.3 | 27.6 | 66.6 | 43.4 | 81.1 | 48.1 | 34.4 | 73.3 | 44.4 | 34.4 | 76.4 | 65.1 | 41.1 | 77.4 | 36.8 | 34.7 | 78.4 | 50.2 | 35.9 | |
| MixStyleBackbone=ResNet-50, Evaluation Protocol=DG test2023.07 | 79 | 83 | 51.4 | 39.2 | 65.8 | 39.9 | 76.9 | 32.9 | 27.9 | 71.2 | 35.8 | 22.7 | 75.2 | 62.2 | 36.5 | 75.5 | 41.1 | 31.4 | 76.8 | 48.2 | 32.9 | |
| DDAIGBackbone=ResNet-50, Evaluation Protocol=DG test2023.07 | 78 | 82.1 | 37.4 | 27 | 67.1 | 41 | 75.6 | 37.6 | 32.2 | 73.6 | 42 | 33.8 | 76.6 | 58.4 | 35.3 | 75.6 | 36.1 | 27.7 | 76.9 | 46.4 | 32.8 | |
| MDLTBackbone=ResNet-50, Evaluation Protocol=DG test2023.07 | 77.3 | 81.5 | 44.2 | 35.4 | 57.2 | 41.5 | 80 | 39.5 | 36.2 | 74.1 | 45.7 | 29 | 75.4 | 58.9 | 36.9 | 75.7 | 37.6 | 35 | 77.3 | 47.2 | 35.7 | |
| ATSBackbone=ResNet-50, Evaluation Protocol=DG test2023.07 | 77.1 | 83 | 41.5 | 34.9 | 56.9 | 38.3 | 79.4 | 36.1 | 31.6 | 74.7 | 46.7 | 33.4 | 77.2 | 64.7 | 35.8 | 76.5 | 37.4 | 34.9 | 78 | 47.2 | 34.8 | |
| CABNetBackbone=ResNet-50, Evaluation Protocol=DG test2023.07 | 75.8 | 79.2 | 44.8 | 37.3 | 55.5 | 39.4 | 75.2 | 42.7 | 31.8 | 73.2 | 43.7 | 34.8 | 74.2 | 56.1 | 34.1 | 75.8 | 37 | 35.6 | 75.6 | 46.6 | 35.5 | |
| MixupBackbone=ResNet-50, Evaluation Protocol=DG test2023.07 | 75.3 | 78.8 | 39 | 27.6 | 62.6 | 43.2 | 75.3 | 29 | 25.2 | 66.7 | 42.3 | 32.3 | 76.7 | 54.7 | 32.6 | 76.9 | 43.6 | 37.7 | 75 | 45.2 | 33.1 | |
| GREENBackbone=ResNet-50, Evaluation Protocol=DG test2023.07 | 75.1 | 79.9 | 41.3 | 32.2 | 53.8 | 38.9 | 76.4 | 28.1 | 24.9 | 69.5 | 41.3 | 31.5 | 75.8 | 52 | 36.8 | 74.8 | 34 | 34.4 | 75.3 | 41.8 | 33.1 | |
| ERMBackbone=ResNet-50, Evaluation Protocol=DG test2023.07 | 75 | 82.3 | 50 | 44.1 | 44.4 | 38.9 | 77 | 39.5 | 34.3 | 66.2 | 32 | 27.1 | 79.1 | 60.7 | 43.4 | 75.9 | 36.5 | 35.7 | 75.9 | 43.8 | 37.3 |