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ResearchFormerly WizWand

Out-of-Distribution Detection on FashionMNIST (ID) vs Rotation (avg)

79AUROCDeep Ensemble
60.2865.147074.86Sep 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=3p2024.0974
SCODModel Architecture=LeNet, Parameters (p)=40K, Memory Budget=3p2024.0971
LLAModel Architecture=LeNet, Parameters (p)=40K, Memory Budget=3p2024.0970
LEModel Architecture=LeNet, Parameters (p)=40K, Memory Budget=3p2024.0970
LE-HModel Architecture=LeNet, Parameters (p)=40K, Memory Budget=3p2024.0970
SWAGModel Architecture=LeNet, Parameters (p)=40K, Memory Budget=3p2024.0970
LLA-DModel Architecture=LeNet, Parameters (p)=40K, Memory Budget=3p2024.0961