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ResearchFormerly WizWand

Near-OOD Detection on TinyImageNet

85.3AUROCRankOOD
53.080861.445469.8178.1746Nov 25, 2025
Updated 6mo ago

Evaluation results

MethodLinks
RankOODCategory=Without outliers2025.1185.350.05
OECategory=With outliers2025.1184.8452.3
TempScaleCategory=Post-hoc inference2025.1183.6954.82
GENCategory=Post-hoc inference2025.1183.6855.2
CRAFTCategory=Without outliers2025.1183.6554.62
MCDCategory=With outliers2025.1183.6254.71
MSPCategory=Post-hoc inference2025.1183.3454.82
MLSCategory=Post-hoc inference2025.1182.959.76
LogitNormCategory=Without outliers2025.1182.6656.46
MixOECategory=With outliers2025.1182.6257.97
RMDSCategory=Post-hoc inference2025.1182.5754.02
EBOCategory=Post-hoc inference2025.1182.560.24
ExCeLCategory=Post-hoc inference2025.1182.457.9
ASHCategory=Post-hoc inference2025.1182.3864.89
ARPLCategory=Without outliers2025.1182.0255.74
ReActCategory=Post-hoc inference2025.1181.8762.49
DICECategory=Post-hoc inference2025.1181.7861.88
KNNCategory=Post-hoc inference2025.1181.57—
KLMCategory=Post-hoc inference2025.1180.7670.26
CIDERCategory=Without outliers2025.1180.58—
OpenMaxCategory=Post-hoc inference2025.1180.2763.48
ODINCategory=Post-hoc inference2025.1180.2766.76
SHECategory=Post-hoc inference2025.1180.1866.8
ConfBranchCategory=Without outliers2025.1179.161.44
VIMCategory=Post-hoc inference2025.1178.6859.19
G-ODINCategory=Without outliers2025.1177.2869.87
UDGCategory=With outliers2025.1174.368.89
GradNormCategory=Post-hoc inference2025.1172.7582.67
MOSCategory=Without outliers2025.1169.8471.6
GramCategory=Post-hoc inference2025.1167.6786.4
MDSCategory=Post-hoc inference2025.1161.9379.11
OpenGANCategory=Post-hoc inference2025.1159.7984.15
RankFeatCategory=Post-hoc inference2025.1156.9292.06
MDSEnsCategory=Post-hoc inference2025.1154.3291.75