Image Classification on CIFAR-10 (AUC Evaluation)
94.2AULCBoSS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BoSSBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 94.2 | — | — | |
| BAITBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 93 | — | — | |
| AlfaMixBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 92.2 | — | — | |
| BADGEBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 91.9 | — | — | |
| DropQueryBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 91.9 | — | — | |
| MarginBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 91.6 | — | — | |
| TypiClustBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 91.3 | — | — | |
| RandomBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 89.3 | — | — | |
| CoreSetsBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 88.6 | — | — | |
| BoSSBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 82.9 | — | — | |
| BAITBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 79.6 | — | — | |
| DropQueryBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 78.9 | — | — | |
| AlfaMixBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 78.3 | — | — | |
| TypiClustBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 77.7 | — | — | |
| BADGEBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 74.8 | — | — | |
| MarginBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 74.5 | — | — | |
| RandomBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 71.3 | — | — | |
| CoreSetsBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 69.3 | — | — | |
| Badgeselection_strategy=Badge2024.04 | — | — | 2.55 | |
| Bait (Binary)selection_strategy=Bait (Binary)2024.04 | — | — | 5.74 | |
| Bait (Exp)selection_strategy=Bait (Exp)2024.04 | — | — | 5.43 | |
| Marginselection_strategy=Margin2024.04 | — | — | 2.38 | |
| Randomselection_strategy=Random2024.04 | — | 82.05 | — | |
| Typiclustselection_strategy=Typiclust2024.04 | — | — | 3.57 |