Image Classification on ImageNet (AULC)
50AULCRandom
Evaluation results
| Method | Links | |
|---|---|---|
| RandomBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 50 | |
| CoreSetsBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 50.1 | |
| TypiClustBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 50.3 | |
| BAITBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 51.1 | |
| MarginBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 51.3 | |
| BADGEBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 51.9 | |
| AlfaMixBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 52.3 | |
| DropQueryBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 53 | |
| BoSSBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 56.9 | |
| CoreSetsBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 64.7 | |
| RandomBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 66.2 | |
| TypiClustBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 66.2 | |
| AlfaMixBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 67 | |
| MarginBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 67.4 | |
| DropQueryBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 67.5 | |
| BADGEBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 67.7 | |
| BAITBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 68 | |
| BoSSBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 70 |