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ResearchFormerly WizWand

Image Classification on Dopanim

79.3AULCBoSS
51.42858.66465.973.136Mar 13, 2026
Updated 7mo ago

Evaluation results

MethodLinks
BoSSBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0379.3
MarginBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0376.5
BAITBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0376.3
BADGEBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0376
DropQueryBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0375.6
AlfaMixBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0375.3
TypiClustBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0374.8
RandomBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0374.7
BoSSBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.0367.7
CoreSetsBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0365.8
BAITBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.0363.8
TypiClustBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.0362.9
DropQueryBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.0362.9
MarginBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.0362.8
BADGEBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.0362.6
AlfaMixBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.0361.7
RandomBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.0361.2
CoreSetsBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.0352.5