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ResearchFormerly WizWand

Near-OOD detection on Average (CIFAR-10, CIFAR-100, ImageNet-200)

89.32AUROCOE
78.19281.08183.9786.859Nov 25, 2025
Updated 6mo ago

Evaluation results

MethodLinks
OEMethod category=Training methods with outliers2025.1189.3234.29
RankOODMethod category=Training methods without outliers2025.1185.3944.79
CRAFTMethod category=Training methods without outliers2025.1185.2246.76
LogitNormMethod category=Training methods without outliers2025.1184.4949.56
GENMethod category=Post-hoc inference methods2025.1184.454.43
TempScaleMethod category=Post-hoc inference methods2025.1184.2353.42
RMDSMethod category=Post-hoc inference methods2025.1184.1749.46
KNNMethod category=Post-hoc inference methods2025.1184.1351.8
MixOEMethod category=Training methods with outliers2025.1184.154.88
MCDMethod category=Training methods with outliers2025.1183.9146.92
MSPMethod category=Post-hoc inference methods2025.1183.8852.6
MLSMethod category=Post-hoc inference methods2025.1183.8258.85
EBOMethod category=Post-hoc inference methods2025.1183.6659.07
ExCeLMethod category=Post-hoc inference methods2025.1183.3359.89
ReActMethod category=Post-hoc inference methods2025.1183.2560.81
CIDERMethod category=Training methods without outliers2025.1181.4654.74
G-ODINMethod category=Training methods without outliers2025.1181.1861
VIMMethod category=Post-hoc inference methods2025.1180.7855.55
UDGMethod category=Training methods with outliers2025.1180.7455.22
ConfBranchMethod category=Training methods without outliers2025.1180.1854.31
ASHMethod category=Post-hoc inference methods2025.1178.6272.46