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ResearchFormerly WizWand

OOD Detection on CIFAR-10 (test)

0.983AUROCATOM
0.030360.277680.5250.77232Apr 30, 2021Aug 23, 2021Dec 17, 2021Apr 11, 2022Aug 5, 2022Nov 28, 2022Mar 24, 2023
Updated 8mo ago

Evaluation results

MethodLinks
ATOMAttack Scenario=Clean, Attack Type=None2022.090.983——
LINeBackbone=DenseNet2023.030.96990.1471—
DICE + ReActBackbone=DenseNet2023.030.96640.1648—
DICEBackbone=DenseNet2023.030.95240.2083—
ReActBackbone=DenseNet2023.030.94950.2645—
EnergyBackbone=DenseNet2023.030.94570.2655—
ATDAttack Scenario=Clean, Attack Type=None2022.090.943——
ODINBackbone=DenseNet2023.030.93710.2457—
MSPBackbone=DenseNet2023.030.92460.4873—
MOODArchitecture=MSDNet (dynamic exit), FLOPs=0.79e82021.040.91260.280594.13
EnergyArchitecture=MSDNet Exit@last, FLOPs=1.05e82021.040.90480.336294.09
ODINArchitecture=MSDNet Exit@last, FLOPs=1.05e82021.040.90330.29394.09
ODINArchitecture=WideResNet-40-4, FLOPs=13.00e82021.040.90110.353194.93
EnergyArchitecture=WideResNet-40-4, FLOPs=13.00e82021.040.90040.352694.93
MSPArchitecture=MSDNet Exit@last, FLOPs=1.05e82021.040.89720.498794.09
MahalanobisArchitecture=WideResNet-40-4, FLOPs=13.00e82021.040.89330.354894.93
MahalanobisBackbone=DenseNet2023.030.89150.3142—
MSPArchitecture=WideResNet-40-4, FLOPs=13.00e82021.040.88980.568194.93
ATDAttack Scenario=Out, Attack Type=PGD-100, Epsilon=8/2552022.090.862——
ATDAttack Scenario=In, Attack Type=PGD-100, Epsilon=8/2552022.090.837——
MahalanobisArchitecture=MSDNet Exit@last, FLOPs=1.05e82021.040.82840.751994.09
ATDAttack Scenario=In and Out, Attack Type=PGD-100, Epsilon=8/2552022.090.693——
ATOMAttack Scenario=Out, Attack Type=PGD-100, Epsilon=8/2552022.090.447——
ATOMAttack Scenario=In, Attack Type=PGD-100, Epsilon=8/2552022.090.156——
ATOMAttack Scenario=In and Out, Attack Type=PGD-100, Epsilon=8/2552022.090.067——