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ResearchFormerly WizWand

OOD Detection on CIFAR100 Dfar

86.98AUROCNAC
65.160870.825476.4982.1546May 27, 2024Aug 26, 2024Nov 25, 2024Feb 24, 2025May 26, 2025Aug 25, 2025Nov 25, 2025
Updated 6mo ago

Evaluation results

MethodLinks
NACBackbone=ResNet182024.0586.98—
G-ODINLearning Setup=Training methods without outliers2025.1185.6742.68
G-ODINMethod Category=Training methods without outliers2025.1185.6742.68
RankOODLearning Setup=Training methods without outliers2025.1183.6347.44
RankOODMethod Category=Training methods without outliers2025.1183.6347.44
RMDSBackbone=ResNet182024.0582.9252.81
RMDSLearning Setup=Post-hoc inference methods2025.1182.9252.81
RMDSMethod Category=Post-hoc inference methods2025.1182.9252.81
KNNBackbone=ResNet182024.0582.453.65
KNNLearning Setup=Post-hoc inference methods2025.1182.453.65
KNNMethod Category=Post-hoc inference methods2025.1182.453.65
ExCeLLearning Setup=Post-hoc inference methods2025.1182.0452.24
ExCeLMethod Category=Post-hoc inference methods2025.1182.0452.24
CRAFTLearning Setup=Training methods without outliers2025.1182.0351.86
CRAFTMethod Category=Training methods without outliers2025.1182.0351.86
VIMBackbone=ResNet182024.0581.750.74
VIMLearning Setup=Post-hoc inference methods2025.1181.750.74
VIMMethod Category=Post-hoc inference methods2025.1181.750.74
LogitNormLearning Setup=Training methods without outliers2025.1181.5353.61
LogitNormMethod Category=Training methods without outliers2025.1181.5353.61
OELearning Setup=Training methods with outliers2025.1181.4154.82
OEMethod Category=Training methods with outliers2025.1181.4154.82
ASHBackbone=ResNet182024.0580.5859.2
ASHLearning Setup=Post-hoc inference methods2025.1180.5859.2
ASHMethod Category=Post-hoc inference methods2025.1180.5859.2
CIDERLearning Setup=Training methods without outliers2025.1180.4954.22
CIDERMethod Category=Training methods without outliers2025.1180.4954.22
ReActBackbone=ResNet182024.0580.3954.2
ReActLearning Setup=Post-hoc inference methods2025.1180.3954.2
ReActMethod Category=Post-hoc inference methods2025.1180.3954.2
WeiPer+ReActBackbone=ResNet182024.0580.3155.61
MOSMethod Category=Training methods without outliers2025.1180.1757.28
DICEMethod Category=Post-hoc inference methods2025.1180.0156.25
WeiPer+MSPBackbone=ResNet182024.0579.9557
EBOLearning Setup=Post-hoc inference methods2025.1179.7756.59
EBOMethod Category=Post-hoc inference methods2025.1179.7756.59
GENBackbone=ResNet182024.0579.6856.71
GENLearning Setup=Post-hoc inference methods2025.1179.6856.71
GENMethod Category=Post-hoc inference methods2025.1179.6856.71
MLSLearning Setup=Post-hoc inference methods2025.1179.6756.73
MLSMethod Category=Post-hoc inference methods2025.1179.6756.73
UDGLearning Setup=Training methods with outliers2025.1179.5959
UDGMethod Category=Training methods with outliers2025.1179.5959
OpenMaxMethod Category=Post-hoc inference methods2025.1179.4854.5
ODINMethod Category=Post-hoc inference methods2025.1179.2858.86
WeiPer+KLDBackbone=ResNet182024.0579.0157.96
TempScaleLearning Setup=Post-hoc inference methods2025.1178.7457.94
TempScaleMethod Category=Post-hoc inference methods2025.1178.7457.94
MSPBackbone=ResNet182024.0577.7658.7
MSPLearning Setup=Post-hoc inference methods2025.1177.7658.7
MSPMethod Category=Post-hoc inference methods2025.1177.7658.7
SHEMethod Category=Post-hoc inference methods2025.1176.9264.12
MixOELearning Setup=Training methods with outliers2025.1176.463.88
MixOEMethod Category=Training methods with outliers2025.1176.463.88
KLMMethod Category=Post-hoc inference methods2025.1176.2471.65
MCDLearning Setup=Training methods with outliers2025.1174.7254.39
MCDMethod Category=Training methods with outliers2025.1174.7254.39
ARPLMethod Category=Training methods without outliers2025.1173.6963.14
GramMethod Category=Post-hoc inference methods2025.1173.3664.44
MDSMethod Category=Post-hoc inference methods2025.1169.3972.26
GradNormMethod Category=Post-hoc inference methods2025.1169.1483.68
KLDBackbone=ResNet182024.0568.9571.7
ConfBranchLearning Setup=Training methods without outliers2025.1168.971.82
ConfBranchMethod Category=Training methods without outliers2025.1168.971.82
OpenGANMethod Category=Post-hoc inference methods2025.1167.8870.49
RPBackbone=ResNet182024.0567.2377.25
RankFeatMethod Category=Post-hoc inference methods2025.1167.169.45
CSIMethod Category=Training methods without outliers2025.1166.3176.92
MDSEnsMethod Category=Post-hoc inference methods2025.116666.74