Diabetic Retinopathy Classification on DeepDR (test)
0.61AccuracyFishr
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FishrBackbone=ResNet-502024.06 | 0.61 | 0.721 | 0.301 | |
| Fishrprotocol=Cross-domain evaluation2025.11 | 0.61 | — | 0.301 | |
| CABNetBackbone=ResNet-502024.06 | 0.554 | 0.7 | 0.32 | |
| CABNetprotocol=Cross-domain evaluation2025.11 | 0.554 | — | 0.32 | |
| VAE-DGBackbone=ResNet-502024.06 | 0.536 | 0.754 | 0.334 | |
| HAPMprotocol=Cross-domain evaluation2025.11 | 0.527 | — | 0.419 | |
| ATSBackbone=ResNet-502024.06 | 0.524 | 0.727 | 0.335 | |
| ATSprotocol=Cross-domain evaluation2025.11 | 0.524 | — | 0.335 | |
| MDLTBackbone=ResNet-502024.06 | 0.502 | 0.731 | 0.337 | |
| MDLTprotocol=Cross-domain evaluation2025.11 | 0.502 | — | 0.337 | |
| MixupBackbone=ResNet-502024.06 | 0.497 | 0.707 | 0.333 | |
| Mixupprotocol=Cross-domain evaluation2025.11 | 0.497 | — | 0.333 | |
| ERMBackbone=ResNet-502024.06 | 0.473 | 0.707 | 0.312 | |
| CLIP-DRprotocol=Cross-domain evaluation2025.11 | 0.458 | — | 0.326 | |
| LGPNprotocol=Cross-domain evaluation2025.11 | 0.457 | — | 0.343 | |
| GREENBackbone=ResNet-502024.06 | 0.446 | 0.712 | 0.311 | |
| GREENprotocol=Cross-domain evaluation2025.11 | 0.446 | — | 0.311 | |
| DECOBackbone=ResNet-502024.06 | 0.403 | 0.782 | 0.358 | |
| GDRNetBackbone=ResNet-502024.06 | 0.4 | 0.761 | 0.35 | |
| GDRNetprotocol=Cross-domain evaluation2025.11 | 0.4 | — | 0.35 | |
| ProtoNetprotocol=Cross-domain evaluation2025.11 | 0.398 | — | 0.274 | |
| DRGenBackbone=ResNet-502024.06 | 0.394 | 0.785 | 0.316 | |
| DRGenprotocol=Cross-domain evaluation2025.11 | 0.394 | — | 0.316 | |
| DDAIGBackbone=ResNet-502024.06 | 0.385 | 0.732 | 0.297 | |
| DDAIGprotocol=Cross-domain evaluation2025.11 | 0.385 | — | 0.297 | |
| MIL-ViTprotocol=Cross-domain evaluation2025.11 | 0.382 | — | 0.363 | |
| SemFewprotocol=Cross-domain evaluation2025.11 | 0.352 | — | 0.238 | |
| MixStyleBackbone=ResNet-502024.06 | 0.32 | 0.533 | 0.146 | |
| MixStyleprotocol=Cross-domain evaluation2025.11 | 0.32 | — | 0.146 | |
| ViT-B/16protocol=Cross-domain evaluation2025.11 | 0.301 | — | 0.205 |