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ResearchFormerly WizWand

OOD Detection on CIFAR100 (ID) vs CIFAR100-C sev 2 (A) (OOD)

0.97AUROCERD++
0.6060.70050.7950.8895Dec 10, 2020
Updated 8mo ago

Evaluation results

MethodLinks
ERD++Backbone=ResNet20, Ensemble size=52020.120.970.86
ERDBackbone=ResNet20, Ensemble size=52020.120.940.76
Mahal.Backbone=ResNet202020.120.820.48
MCDBackbone=ResNet202020.120.720.29
Vanilla EnsemblesBackbone=ResNet20, Ensemble size=52020.120.680.2
Mahal-UBackbone=ResNet202020.120.670.22
OEBackbone=ResNet202020.120.650.19
DPNBackbone=ResNet202020.120.620.18