Image Classification on STL-10 (AUC)
98.6AUCBoSS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BoSSBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 98.6 | — | — | |
| BAITBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 98.4 | — | — | |
| DropQueryBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 98.1 | — | — | |
| MarginBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 97.9 | — | — | |
| BADGEBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 97.9 | — | — | |
| AlfaMixBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 97.6 | — | — | |
| TypiClustBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 96.1 | — | — | |
| CoreSetsBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 94.9 | — | — | |
| RandomBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 93.1 | — | — | |
| Randomselection_strategy=Random2024.04 | 85.79 | — | — | |
| AlfaMixBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | — | — | 83.6 | |
| Badgeselection_strategy=Badge2024.04 | — | 3.91 | — | |
| BADGEBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | — | — | 81 | |
| BAITBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | — | — | 85.7 | |
| Bait (Binary)selection_strategy=Bait (Binary)2024.04 | — | 6.45 | — | |
| Bait (Exp)selection_strategy=Bait (Exp)2024.04 | — | 6.19 | — | |
| BoSSBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | — | — | 87.5 | |
| CoreSetsBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | — | — | 75.9 | |
| DropQueryBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | — | — | 86.2 | |
| Marginselection_strategy=Margin2024.04 | — | 4.42 | — | |
| MarginBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | — | — | 81.3 | |
| RandomBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | — | — | 76.3 | |
| Typiclustselection_strategy=Typiclust2024.04 | — | 3.7 | — | |
| TypiClustBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | — | — | 82.5 |