Image Classification on Flowers102 (AUC Metrics)
98.9AULCBoSS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BoSSBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 98.9 | — | — | |
| BAITBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 98.8 | — | — | |
| BADGEBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 98.1 | — | — | |
| TypiClustBackbone=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 | 98 | — | — | |
| DropQueryBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 97.3 | — | — | |
| CoreSetsBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 96.7 | — | — | |
| AlfaMixBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 89.3 | — | — | |
| RandomBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 88.9 | — | — | |
| BoSSBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 74.4 | — | — | |
| TypiClustBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 72.1 | — | — | |
| BAITBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 71.7 | — | — | |
| DropQueryBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 69.3 | — | — | |
| CoreSetsBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 68 | — | — | |
| BADGEBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 64 | — | — | |
| MarginBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 63 | — | — | |
| AlfaMixBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 58 | — | — | |
| RandomBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 54.8 | — | — | |
| Badgeselection_strategy=Badge2024.04 | — | — | 10.08 | |
| Bait (Binary)selection_strategy=Bait (Binary)2024.04 | — | — | 18.23 | |
| Marginselection_strategy=Margin2024.04 | — | — | 12.05 | |
| Randomselection_strategy=Random2024.04 | — | 56 | — | |
| Typiclustselection_strategy=Typiclust2024.04 | — | — | 17.64 |