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ResearchFormerly WizWand

OOD Detection on CIFAR-10 (AUROC and FPR@95)

8.32FPR@95DAVIS(µ, σ) + DICE
4.976827.543450.1172.6766Sep 30, 2023Feb 19, 2024Jul 10, 2024Nov 29, 2024Apr 20, 2025Sep 9, 2025Jan 30, 2026
Updated 6mo ago

Evaluation results

MethodLinks
DAVIS(µ, σ) + DICEBackbone=DenseNet-1012026.018.3298.32
DAVIS(m) + DICEBackbone=DenseNet-1012026.018.3398.3
ReAct+DICEBackbone=DenseNet-1012026.0110.3297.94
DAVIS(m) + DICEBackbone=ResNet-182026.0110.4697.94
DAVIS(m) + DICEBackbone=ResNet-342026.0110.6797.97
DAVIS(µ, σ) + DICEBackbone=ResNet-342026.0112.0997.75
SCALEModel=DenseNet-1012023.0912.5797.27
OEMethod Category=Training methods with outliers2025.1113.1396
DAVIS(µ, σ) + DICEBackbone=ResNet-182026.0113.4997.54
LogitNormMethod Category=Training methods without outliers2025.1113.8196.74
DICEBackbone=DenseNet-1012026.0114.5196.74
ASHBackbone=DenseNet-1012026.0114.8896.9
ASH-SModel=DenseNet-1012023.0915.0596.61
DAVIS(µ, σ)Backbone=DenseNet-1012026.0116.4396.91
DAVIS(m)Backbone=ResNet-342026.0117.1296.81
ReActBackbone=DenseNet-1012026.0117.2196.59
DAVIS(m) + DICEBackbone=MobileNet-v22026.0118.196.44
DAVIS(m)Backbone=ResNet-182026.0118.2196.69
DAVIS(µ, σ)Backbone=ResNet-342026.0118.396.69
DAVIS(m)Backbone=DenseNet-1012026.0118.9696.41
ODINBackbone=DenseNet-1012026.0119.3796.06
CRAFTMethod Category=Training methods without outliers2025.1119.493.94
ASHBackbone=ResNet-342026.0119.5796.34
ReAct+DICEBackbone=ResNet-182026.0120.2296.4
UDGMethod Category=Training methods with outliers2025.1120.3594.06
CIDERMethod Category=Training methods without outliers2025.1120.7294.71
DICEModel=DenseNet-1012023.0920.8395.24
RankOODMethod Category=Training methods without outliers2025.1120.9693.19
DAVIS(µ, σ)Backbone=ResNet-182026.0121.0996.4
G-ODINMethod Category=Training methods without outliers2025.1121.4595.51
ConfBranchMethod Category=Training methods without outliers2025.1121.4892.85
ReAct+DICEBackbone=ResNet-342026.0121.7596.17
ASHBackbone=ResNet-182026.0121.8396.02
ReAct+DICEBackbone=MobileNet-v22026.0122.2195.88
EnergyBackbone=DenseNet-1012026.0122.5495.42
DICEBackbone=MobileNet-v22026.0122.6795.78
ASHBackbone=MobileNet-v22026.0122.6995.59
DICEBackbone=ResNet-342026.012395.84
ODINBackbone=ResNet-342026.0123.0695.53
KNNMethod Category=Post-hoc inference methods2025.1124.2792.96
DAVIS(µ, σ) + DICEBackbone=MobileNet-v22026.0124.3895.31
VIMMethod Category=Post-hoc inference methods2025.1125.0593.48
RMDSMethod Category=Post-hoc inference methods2025.1125.3592.2
EnergyBackbone=ResNet-342026.0126.0495.29
ReActBackbone=ResNet-342026.0126.3695.37
CSIMethod Category=Training methods without outliers2025.1126.4292
ReActModel=DenseNet-1012023.0926.4594.95
EBOModel=DenseNet-1012023.0926.5594.57
ReActBackbone=MobileNet-v22026.0127.894.84
EnergyBackbone=MobileNet-v22026.0128.3394.89
ODINBackbone=ResNet-182026.0128.9895.16
DAVIS(m)Backbone=MobileNet-v22026.0129.2294.59
OpenMaxMethod Category=Post-hoc inference methods2025.1129.6989.62
ReActBackbone=ResNet-182026.0130.1495.15
DICEBackbone=ResNet-182026.0130.9294.69
MSPMethod Category=Post-hoc inference methods2025.1131.7290.73
MCDMethod Category=Training methods with outliers2025.1132.0391
MDSMethod Category=Post-hoc inference methods2025.1132.2289.72
ARPLMethod Category=Training methods without outliers2025.1132.3989.31
DAVIS(µ, σ)Backbone=MobileNet-v22026.0132.8594.2
TempScaleMethod Category=Post-hoc inference methods2025.1133.4890.97
MixOEMethod Category=Training methods with outliers2025.1133.8491.93
GENMethod Category=Post-hoc inference methods2025.1134.7391.35
ODINBackbone=MobileNet-v22026.0135.2593.37
EnergyBackbone=ResNet-182026.0135.6194.14
ExCeLMethod Category=Post-hoc inference methods2025.1140.0391.69
MLSMethod Category=Post-hoc inference methods2025.1141.6891.1
EBOMethod Category=Post-hoc inference methods2025.1141.6991.21
ReActMethod Category=Post-hoc inference methods2025.1144.990.42
MSPBackbone=DenseNet-1012026.0145.3692.43
MSPModel=DenseNet-1012023.0948.7392.46
DICEMethod Category=Post-hoc inference methods2025.1151.7684.23
MSPBackbone=ResNet-342026.0154.8691.96
RankFeatMethod Category=Post-hoc inference methods2025.1157.4475.87
ODINMethod Category=Post-hoc inference methods2025.1157.6287.96
MSPBackbone=ResNet-182026.0158.4391.23
MSPBackbone=MobileNet-v22026.0159.8890.82
MDSEnsMethod Category=Post-hoc inference methods2025.1161.4773.9
MOSMethod Category=Training methods without outliers2025.1162.976.41
SHEMethod Category=Post-hoc inference methods2025.1166.4885.32
GramMethod Category=Post-hoc inference methods2025.1172.3471.73
KLMMethod Category=Post-hoc inference methods2025.1178.3182.68
ASHMethod Category=Post-hoc inference methods2025.1179.0378.49
OpenGANMethod Category=Post-hoc inference methods2025.1183.5254.61
GradNormMethod Category=Post-hoc inference methods2025.1191.957.55