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ResearchFormerly WizWand

Near-OOD Detection on Average (CIFAR-10, CIFAR-100, TinyImageNet)

89.32AUROCOE
52.264861.884971.50581.1251Nov 25, 2025
Updated 6mo ago

Evaluation results

MethodLinks
OECategory=With outliers2025.1189.3234.29
RankOODCategory=Without outliers2025.1185.3944.79
CRAFTCategory=Without outliers2025.1185.2246.76
LogitNormCategory=Without outliers2025.1184.4949.56
GENCategory=Post-hoc inference2025.1184.454.43
TempScaleCategory=Post-hoc inference2025.1184.2353.42
RMDSCategory=Post-hoc inference2025.1184.1749.46
KNNCategory=Post-hoc inference2025.1184.1351.8
MixOECategory=With outliers2025.1184.154.88
MCDCategory=With outliers2025.1183.9146.92
MSPCategory=Post-hoc inference2025.1183.8852.6
MLSCategory=Post-hoc inference2025.1183.8258.85
EBOCategory=Post-hoc inference2025.1183.6659.07
ExCeLCategory=Post-hoc inference2025.1183.3359.89
ReActCategory=Post-hoc inference2025.1183.2560.81
ARPLCategory=Without outliers2025.1181.4752.54
CIDERCategory=Without outliers2025.1181.4654.74
OpenMaxCategory=Post-hoc inference2025.1181.4354.56
G-ODINCategory=Without outliers2025.1181.1861
ODINCategory=Post-hoc inference2025.1181.0166.95
VIMCategory=Post-hoc inference2025.1180.7855.55
UDGCategory=With outliers2025.1180.7455.22
CSICategory=Without outliers2025.1180.4851.96
SHECategory=Post-hoc inference2025.1180.2268.51
ConfBranchCategory=Without outliers2025.1180.1854.31
DICECategory=Post-hoc inference2025.1179.8363.29
KLMCategory=Post-hoc inference2025.1178.8478.68
ASHCategory=Post-hoc inference2025.1178.6272.46
MOSCategory=Without outliers2025.1173.968.79
MDSCategory=Post-hoc inference2025.1168.2770.85
RankFeatCategory=Post-hoc inference2025.1166.0977.84
GradNormCategory=Post-hoc inference2025.1165.9387.66
OpenGANCategory=Post-hoc inference2025.1159.8385.05
GramCategory=Post-hoc inference2025.1159.3389.85
MDSEnsCategory=Post-hoc inference2025.1153.6993.3