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ResearchFormerly WizWand

Out-of-Distribution Detection on FashionMNIST (ID) vs SVHN (OoD)

79AUROCDeep Ensemble
44.6853.5962.571.41Sep 23, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Deep EnsembleModel Architecture=LeNet, Parameters (p)=40K, Memory Budget=3p2024.0979
Sketched Lanczos UncertaintyModel Architecture=LeNet, Parameters (p)=40K, Memory Budget=3p2024.0976
SCODModel Architecture=LeNet, Parameters (p)=40K, Memory Budget=3p2024.0968
LLAModel Architecture=LeNet, Parameters (p)=40K, Memory Budget=3p2024.0967
LEModel Architecture=LeNet, Parameters (p)=40K, Memory Budget=3p2024.0967
LE-HModel Architecture=LeNet, Parameters (p)=40K, Memory Budget=3p2024.0966
LLA-DModel Architecture=LeNet, Parameters (p)=40K, Memory Budget=3p2024.0955
SWAGModel Architecture=LeNet, Parameters (p)=40K, Memory Budget=3p2024.0946