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ResearchFormerly WizWand

Classification on SUN397

67.7AccuracyZero-Shot Accuracy
58.485660.877863.2765.6622Jun 30, 2026Jul 1, 2026Jul 2, 2026Jul 3, 2026Jul 4, 2026
Updated 3mo ago

Evaluation results

MethodLinks
Zero-Shot AccuracyBackbone=ViT-L/142026.0667.7——
USEBackbone=ResNet50, Optim.=true2026.0761.55——
TPTBackbone=ResNet50, Optim.=true2026.0761.38——
C-TPTBackbone=ResNet50, Optim.=true2026.0760.94——
R-TPTBackbone=ResNet50, Optim.=true2026.0760.79——
SEBackbone=ResNet50, Optim.=false2026.0760.76——
MTABackbone=ResNet50, Optim.=false2026.0760.75——
RLCFBackbone=ResNet50, Optim.=true2026.0760.67——
ZEROBackbone=ResNet50, Optim.=false2026.0760.46——
TPSBackbone=ResNet50, Optim.=true2026.0760.36——
STSBackbone=ResNet50, Optim.=true2026.0759.91——
CLIPBackbone=ResNet50, Optim.=false2026.0758.84——
APSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06—0.080.27
L-APSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06—0.080.29
L-APS (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06—0.080.28
L-LACBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06—0.090.13
L-LAC (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06—0.090.14
L-RAPSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06—0.080.15
L-RAPS (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06—0.080.15
L-TOPKBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06—0.090.05
L-TOPK (naive)Backbone=ViT-L/14, Alpha=0.1, Folds=102026.06—0.090.06
LACBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06—0.090.13
RAPSBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06—0.080.15
TOPKBackbone=ViT-L/14, Alpha=0.1, Folds=102026.06—0.090.07