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ResearchFormerly WizWand

Out-of-distribution Detection on CIFAR-10 Corruption avg (test)

58AUROCSCOD
47.650.35355.7Sep 23, 2024
Updated 8mo ago

Evaluation results

MethodLinks
SCODMemory budget=10p2024.0958
SCODModel Architecture=ResNet, Parameters (p)=200K, Memory Budget=3p2024.0958
Sketched Lanczos UncertaintyMemory budget=10p2024.0957
LLAMemory budget=10p2024.0957
LEMemory budget=10p2024.0957
LE-HMemory budget=10p2024.0957
Sketched Lanczos UncertaintyModel Architecture=ResNet, Parameters (p)=200K, Memory Budget=3p2024.0957
LLAModel Architecture=ResNet, Parameters (p)=200K, Memory Budget=3p2024.0957
LEModel Architecture=ResNet, Parameters (p)=200K, Memory Budget=3p2024.0957
LE-HModel Architecture=ResNet, Parameters (p)=200K, Memory Budget=3p2024.0957
LLA-DMemory budget=10p2024.0952
LLA-DModel Architecture=ResNet, Parameters (p)=200K, Memory Budget=3p2024.0952
Deep EnsembleModel Architecture=ResNet, Parameters (p)=200K, Memory Budget=3p2024.0952
SWAGMemory budget=10p2024.0951
DEMemory budget=10p2024.0950
SWAGModel Architecture=ResNet, Parameters (p)=200K, Memory Budget=3p2024.0948