Diabetic Retinopathy Classification on Messidor (test)
86.8AUCDual-IFM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Dual-IFMLocal interpretability=Yes, Global interpretability=Yes, In-Domain training=Yes, Evaluation protocol=Linear probing2026.03 | 86.8 | — | — | |
| SimCLRLocal interpretability=Yes, Global interpretability=No, In-Domain training=Yes, Evaluation protocol=Linear probing2026.03 | 86.7 | — | — | |
| ImageNetLocal interpretability=Yes, Global interpretability=No, In-Domain training=No, Evaluation protocol=Linear probing2026.03 | 80.2 | — | — | |
| DECOBackbone=ResNet-502024.06 | 79.8 | 70.1 | 44.9 | |
| RETFoundLocal interpretability=No, Global interpretability=No, In-Domain training=Yes, Evaluation protocol=Linear probing2026.03 | 79.7 | — | — | |
| GDRNetBackbone=ResNet-502024.06 | 78.1 | 65.7 | 40.5 | |
| DRGenBackbone=ResNet-502024.06 | 77 | 64.5 | 37.4 | |
| VAE-DGBackbone=ResNet-502024.06 | 75.8 | 59.9 | 35.7 | |
| FishrBackbone=ResNet-502024.06 | 74.3 | 52 | 33.8 | |
| DDAIGBackbone=ResNet-502024.06 | 73.5 | 69.1 | 35.6 | |
| ATSBackbone=ResNet-502024.06 | 73.4 | 64.8 | 32.4 | |
| MDLTBackbone=ResNet-502024.06 | 73.4 | 58.9 | 34.1 | |
| CABNetBackbone=ResNet-502024.06 | 72.3 | 63.8 | 35.3 | |
| MixupBackbone=ResNet-502024.06 | 71.5 | 63 | 32.6 | |
| GREENBackbone=ResNet-502024.06 | 71.3 | 54.5 | 33.1 | |
| ERMBackbone=ResNet-502024.06 | 70.6 | 51.3 | 33.7 | |
| MixStyleBackbone=ResNet-502024.06 | 51.4 | 57.6 | 16.8 |