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ResearchFormerly WizWand

Out-of-Distribution Detection on CIFAR100 (AURC, FPR95, AUROC)

490.21AURCGradnorm
193.0196270.1748347.33424.4852Nov 4, 2024
Updated 8mo ago

Evaluation results

MethodLinks
GradnormArchitecture=ResNet110, Duplicate=true2024.11490.2198.1749.26
OpenMixArchitecture=ResNet1102024.11342.1687.0369.27
GradnormArchitecture=DenseNet, Duplicate=true2024.11310.3780.4573.68
GradnormArchitecture=WRNet, Duplicate=true2024.11305.2875.6175.57
MSPArchitecture=ResNet1102024.11293.4483.4174.55
SIRCArchitecture=ResNet1102024.11287.9381.0375.9
EntropyArchitecture=ResNet1102024.11287.6281.275.93
FMFPArchitecture=ResNet1102024.11284.1381.7774.98
CosineArchitecture=WRNet2024.11279.5381.677.91
MaxLogitArchitecture=ResNet1102024.11275.8582.5377.73
EnergyArchitecture=ResNet1102024.11275.3983.1877.78
CosineArchitecture=ResNet1102024.11271.1378.379.31
OpenMixArchitecture=DenseNet2024.11267.6779.778.27
MSPArchitecture=WRNet2024.11264.6780.0479.41
GradnormArchitecture=ResNet1102024.11263.4972.780.55
EntropyArchitecture=WRNet2024.11260.9279.580.26
SIRCArchitecture=WRNet2024.11259.9377.9980.5
TALArchitecture=ResNet1102024.11259.6476.3780.28
MaxLogitArchitecture=WRNet2024.11258.5779.3580.67
FMFPArchitecture=DenseNet2024.11258.0477.1179.31
EnergyArchitecture=WRNet2024.11257.7878.9380.83
MSPArchitecture=DenseNet2024.11257.6977.8679.77
OpenMixArchitecture=WRNet2024.11251.4974.3381.16
TALArchitecture=DenseNet2024.11250.7875.4681.35
EntropyArchitecture=DenseNet2024.11250.6875.5481.34
CosineArchitecture=DenseNet2024.11250.1477.0181.48
SIRCArchitecture=DenseNet2024.11249.7374.4881.58
TAL w/ FMFPArchitecture=ResNet1102024.11245.6278.6181.59
TALArchitecture=WRNet2024.11245.3679.4881.29
FMFPArchitecture=WRNet2024.11245.175.7181.42
EnergyArchitecture=DenseNet2024.11240.1175.6582.81
MaxLogitArchitecture=DenseNet2024.11240.0675.6582.86
LogitNormArchitecture=ResNet1102024.11235.573.2383.35
GradnormArchitecture=WRNet2024.11231.1661.1185.74
TAL w/ FMFPArchitecture=DenseNet2024.11224.62—86.01
TAL w/ FMFPArchitecture=WRNet2024.11224.5671.3285.31
LogitNormArchitecture=DenseNet2024.11216.6360.2187.27
GradnormArchitecture=DenseNet2024.11208.5354.8389.23
LogitNormArchitecture=WRNet2024.11204.4558.9889.1