Image Classification on Waterbirds (Relative Accuracy Improvement)
16.68Relative Accuracy ImprovementEnhanced-W2S
Evaluation Results
| Method | Links | |
|---|---|---|
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=DINOv2/MAE2025.09 | 16.68 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=ResNet18/MAE2025.09 | 14.54 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=DINOv2/Clipb322025.09 | 13.86 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=DINOv2/ResNet182025.09 | 11.73 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=DINOv2/MAE2025.09 | 11.62 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=DINOv2/Clipb322025.09 | 11.29 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=DINOv2/ResNet182025.09 | 7.34 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=DINOv2/ConvNeXt2025.09 | 7.19 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=DINOv2/ConvNeXt2025.09 | 6.6 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=ConvNeXt/MAE2025.09 | 6.28 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=ConvNeXt/MAE2025.09 | 4.33 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=ConvNeXt/Clipb322025.09 | 3.79 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=ConvNeXt/Clipb322025.09 | 2.85 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=Clipb32/MAE2025.09 | 2.07 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=ConvNeXt/ResNet182025.09 | 2.05 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=ConvNeXt/ResNet182025.09 | 2.02 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=Clipb32/MAE2025.09 | 1.32 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=ResNet18/MAE2025.09 | 0.77 |