Image Classification on Food101 (AULC)
77.9AULCBoSS
Evaluation results
| Method | Links | |
|---|---|---|
| BoSSBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 77.9 | |
| BAITBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 75 | |
| BADGEBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 74.4 | |
| AlfaMixBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 74.4 | |
| DropQueryBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 74 | |
| MarginBackbone=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 | 72.9 | |
| RandomBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 72.5 | |
| CoreSetsBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.03 | 67.1 | |
| BoSSBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 64.3 | |
| DropQueryBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 57.6 | |
| BAITBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 57.5 | |
| TypiClustBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 57.1 | |
| AlfaMixBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 56.9 | |
| BADGEBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 54.6 | |
| MarginBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 53.9 | |
| RandomBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 53.8 | |
| CoreSetsBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.03 | 50.3 |