List your company
ResearchFormerly WizWand

OOD Detection on CIFAR-10 (test) using Specialized AUROC Metrics

0.995Clean AUROCViT
0.611240.710870.81050.91013Sep 30, 2022
Updated 8mo ago

Evaluation results

MethodLinks
ViTscoring_function=MD, epsilon=4/255, attack_type=PGD2022.090.9950.260.5710.004
ViTscoring_function=OpenMax, epsilon=4/255, attack_type=PGD2022.090.9840.3390.3550.007
ViTscoring_function=MSP, epsilon=4/255, attack_type=PGD2022.090.9750.5780.280.013
OpenGAN-feaepsilon=4/255, attack_type=PGD2022.090.9710.5210.4440.318
ViTscoring_function=RMD, epsilon=4/255, attack_type=PGD2022.090.9510.5260.4930.043
ATDepsilon=4/255, attack_type=PGD2022.090.9430.9150.9190.883
HATscoring_function=RMD, epsilon=4/255, attack_type=PGD2022.090.8780.740.7640.573
ALOEscoring_function=OpenMax, epsilon=4/255, attack_type=PGD2022.090.8690.6580.6790.422
ALOEscoring_function=MSP, epsilon=4/255, attack_type=PGD2022.090.8430.6670.6120.373
ATscoring_function=RMD, epsilon=4/255, attack_type=PGD2022.090.8360.640.690.453
OSADscoring_function=OpenMax, epsilon=4/255, attack_type=PGD2022.090.8270.6960.6990.535
ALOEscoring_function=MD, epsilon=4/255, attack_type=PGD2022.090.8270.6020.6460.406
HATscoring_function=OpenMax, epsilon=4/255, attack_type=PGD2022.090.8210.7290.7410.633
OpenGAN-pixelepsilon=4/255, attack_type=PGD2022.090.8180.0010.0520
ALOEscoring_function=RMD, epsilon=4/255, attack_type=PGD2022.090.8150.5120.570.213
ATscoring_function=OpenMax, epsilon=4/255, attack_type=PGD2022.090.8050.6470.6690.489
AOEscoring_function=OpenMax, epsilon=4/255, attack_type=PGD2022.090.7970.6750.7020.559
HATscoring_function=MD, epsilon=4/255, attack_type=PGD2022.090.7890.6910.6880.579
AOEscoring_function=MSP, epsilon=4/255, attack_type=PGD2022.090.780.6580.6540.514
AOEscoring_function=RMD, epsilon=4/255, attack_type=PGD2022.090.780.5620.5950.337
OSADscoring_function=RMD, epsilon=4/255, attack_type=PGD2022.090.7760.5760.6190.384
ATscoring_function=MD, epsilon=4/255, attack_type=PGD2022.090.7710.6030.650.473
HATscoring_function=MSP, epsilon=4/255, attack_type=PGD2022.090.770.6650.6580.541
ATscoring_function=MSP, epsilon=4/255, attack_type=PGD2022.090.7350.5730.5640.394
AOEscoring_function=MD, epsilon=4/255, attack_type=PGD2022.090.7090.5150.5870.407
OSADscoring_function=MSP, epsilon=4/255, attack_type=PGD2022.090.6980.5210.5160.347
OSADscoring_function=MD, epsilon=4/255, attack_type=PGD2022.090.6260.50.5210.402