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ResearchFormerly WizWand

OOD Detection on TinyImageNet

0.954AUROC (Clean)ViT
0.374720.525110.67550.82589Sep 30, 2022
Updated 8mo ago

Evaluation results

MethodLinks
ViTScoring Function=MD, Attack=PGD-100, Epsilon=4/2552022.090.9540.1980.2080
ViTScoring Function=RMD, Attack=PGD-100, Epsilon=4/2552022.090.9340.2040.250.001
ViTScoring Function=MSP, Attack=PGD-100, Epsilon=4/2552022.090.9240.2290.040
ViTScoring Function=OpenMax, Attack=PGD-100, Epsilon=4/2552022.090.9150.2160.0310
ATDAttack=PGD-100, Epsilon=4/2552022.090.8830.7860.7810.635
HATScoring Function=RMD, Attack=PGD-10, Epsilon=4/2552022.090.710.4790.4190.205
ALOEScoring Function=MD, Attack=PGD-10, Epsilon=4/2552022.090.6890.0830.350.002
HATScoring Function=MD, Attack=PGD-10, Epsilon=4/2552022.090.6760.4980.4950.309
ALOEScoring Function=MSP, Attack=PGD-10, Epsilon=4/2552022.090.5750.2330.080.005
HATScoring Function=OpenMax, Attack=PGD-10, Epsilon=4/2552022.090.5740.3810.3850.205
ALOEScoring Function=OpenMax, Attack=PGD-10, Epsilon=4/2552022.090.5690.1140.120.002
HATScoring Function=MSP, Attack=PGD-10, Epsilon=4/2552022.090.5630.3770.3760.2
ATScoring Function=MSP, Attack=PGD-10, Epsilon=4/2552022.090.5570.3130.3090.127
ATScoring Function=OpenMax, Attack=PGD-10, Epsilon=4/2552022.090.5360.2720.3050.112
ATScoring Function=RMD, Attack=PGD-10, Epsilon=4/2552022.090.5220.2540.2630.086
ALOEScoring Function=RMD, Attack=PGD-10, Epsilon=4/2552022.090.50.1360.0870.008
ATScoring Function=MD, Attack=PGD-10, Epsilon=4/2552022.090.3970.160.2080.055