Image Classification on Waterbirds 95% (test)
91.8Worst-Group AccuracyDFRV
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DFRVgroup annot.=true2026.05 | 91.8 | — | — | |
| GroupDROusing group annotations=true2026.05 | 89.9 | — | 92 | |
| GroupDROgroup annotation=true2026.05 | 89.9 | — | 92 | |
| SCOREVgroup annot.=true2026.05 | 89.2 | — | — | |
| SCOREusing group annotations=false2026.05 | 85.9 | — | 89.8 | |
| SCOREgroup annot.=false2026.05 | 85.9 | — | — | |
| SCOREgroup annotation=false2026.05 | 85.9 | — | 89.8 | |
| JTTusing group annotations=false2026.05 | 83.8 | — | 89.3 | |
| JTTgroup annotation=false2026.05 | 83.8 | — | 89.3 | |
| PruSCusing group annotations=false2026.05 | 79.8 | — | 90.3 | |
| PruSCgroup annotation=false2026.05 | 79.8 | — | 90.3 | |
| ResNet50using group annotations=false2026.05 | 75.3 | — | 90.1 | |
| ResNet50group annotation=false2026.05 | 75.3 | — | 90.1 | |
| DFRTrusing group annotations=true2026.05 | 74.6 | — | 87.5 | |
| DFRTrgroup annotation=true2026.05 | 74.6 | — | 87.5 | |
| MaskTuneusing group annotations=false2026.05 | 66.6 | — | 88.1 | |
| CLIPMode=Finetune, LogisticReg.2022.02 | 56.85 | 80.58 | — | |
| CLIPMode=Zero-shot2022.02 | 43.46 | 73.18 | — |