Image Classification on CIFAR-100 (AUC Metrics)
76.9AULCBoSS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BoSSBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 76.9 | — | — | |
| BAITBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 75.3 | — | — | |
| AlfaMixBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 73.8 | — | — | |
| BADGEBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 73.6 | — | — | |
| TypiClustBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 73.6 | — | — | |
| MarginBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 73.2 | — | — | |
| DropQueryBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 73.1 | — | — | |
| RandomBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 71.5 | — | — | |
| CoreSetsBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 71.1 | — | — | |
| Badgeselection_strategy=Badge2024.04 | — | — | 1.48 | |
| Bait (Binary)selection_strategy=Bait (Binary)2024.04 | — | — | 4.73 | |
| Marginselection_strategy=Margin2024.04 | — | — | 1.49 | |
| Randomselection_strategy=Random2024.04 | — | 67.2 | — | |
| Typiclustselection_strategy=Typiclust2024.04 | — | — | 3.09 |