Image Classification on Tiny ImageNet (AUC)
72.7AULCBoSS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BoSSBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 72.7 | — | — | |
| BAITBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 71.2 | — | — | |
| BADGEBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 69.5 | — | — | |
| TypiClustBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 69.3 | — | — | |
| DropQueryBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 69.2 | — | — | |
| AlfaMixBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 69 | — | — | |
| MarginBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 68.7 | — | — | |
| RandomBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 68.1 | — | — | |
| CoreSetsBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 66.9 | — | — | |
| Badgeselection_strategy=Badge2024.04 | — | — | 1.21 | |
| Bait (Binary)selection_strategy=Bait (Binary)2024.04 | — | — | 3.46 | |
| Marginselection_strategy=Margin2024.04 | — | — | 0.67 | |
| Randomselection_strategy=Random2024.04 | — | 63.71 | — | |
| Typiclustselection_strategy=Typiclust2024.04 | — | — | 2.52 |