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ResearchFormerly WizWand

Image Classification on Waterbirds (Relative Accuracy Improvement)

16.68Relative Accuracy ImprovementEnhanced-W2S
0.13364.42938.72513.0207Sep 28, 2025
Updated 7mo ago

Evaluation results

MethodLinks
Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=DINOv2/MAE2025.0916.68
Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=ResNet18/MAE2025.0914.54
Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=DINOv2/Clipb322025.0913.86
Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=DINOv2/ResNet182025.0911.73
Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=DINOv2/MAE2025.0911.62
Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=DINOv2/Clipb322025.0911.29
Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=DINOv2/ResNet182025.097.34
Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=DINOv2/ConvNeXt2025.097.19
Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=DINOv2/ConvNeXt2025.096.6
Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=ConvNeXt/MAE2025.096.28
Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=ConvNeXt/MAE2025.094.33
Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=ConvNeXt/Clipb322025.093.79
Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=ConvNeXt/Clipb322025.092.85
Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=Clipb32/MAE2025.092.07
Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=ConvNeXt/ResNet182025.092.05
Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=ConvNeXt/ResNet182025.092.02
Enhanced-W2Sη_l=η_o, η_u=0.5, Teacher-Student pair=Clipb32/MAE2025.091.32
Enhanced-W2Sη_l=0.5, η_u=η_o, Teacher-Student pair=ResNet18/MAE2025.090.77