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ResearchFormerly WizWand

Image Classification on Snacks (AULC)

91.9AULCBoSS
-2.9812821.6513646.28470.91664Mar 13, 2026
Updated 7mo ago

Evaluation results

MethodLinks
BoSSBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0391.9
BAITBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0390.6
DropQueryBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0390
AlfaMixBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0389.8
MarginBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0388.8
BADGEBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0388.8
TypiClustBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0388.2
RandomBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0386.9
CoreSetsBackbone=DINOv2-ViT-S/14, Features=DINOv2, Budget Regime=mid (cycles 7-14)2026.0383.5
BoSSBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.030.813
BAITBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.030.799
DropQueryBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.030.792
AlfaMixBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.030.78
TypiClustBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.030.776
BADGEBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.030.742
MarginBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.030.74
RandomBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.030.707
CoreSetsBudget Regime=low-budget, Backbone Features=DINOv2-ViT-S/142026.030.668