Image Classification on BG-COCO
24.01Relative Accuracy Improvement (%)Enhanced-W2S
Evaluation Results
| Method | Links | |
|---|---|---|
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=DINOv2/MAE2025.09 | 24.01 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=DINOv2/Clipb322025.09 | 16.99 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=ConvNeXt/MAE2025.09 | 15.25 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=DINOv2/Clipb322025.09 | 13.4 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=DINOv2/ResNet182025.09 | 12.88 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=Clipb32/MAE2025.09 | 12.43 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=DINOv2/ResNet182025.09 | 12.25 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=DINOv2/ConvNeXt2025.09 | 10.21 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=ConvNeXt/Clipb322025.09 | 9.82 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=ConvNeXt/ResNet182025.09 | 6.49 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=DINOv2/ConvNeXt2025.09 | 5.38 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=ResNet18/MAE2025.09 | 3.7 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=Clipb32/ResNet182025.09 | 3.48 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=ConvNeXt/Clipb322025.09 | 3.41 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=Clipb32/ResNet182025.09 | 3.39 | |
| Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=ResNet18/MAE2025.09 | 2.05 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=ConvNeXt/ResNet182025.09 | 1.21 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=Clipb32/MAE2025.09 | 0.31 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=ConvNeXt/MAE2025.09 | -3.07 | |
| Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=DINOv2/MAE2025.09 | -3.52 |