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ResearchFormerly WizWand

Image Classification on ImageNet (val) (Clean and AA Metrics)

77.8Clean AccuracyTRADES(base)
64.868.17571.5574.925Nov 22, 2022
Updated 8mo ago

Evaluation results

MethodLinks
TRADES(base)Backbone=ViT-L16, Perturbation Norm=l_infinity, Perturbation Radius (delta)=4/2552022.1177.840.9
TRADES(base)Backbone=ViT-L16, Perturbation Norm=l_2, Perturbation Radius (delta)=3.02022.1177.141.5
AT(TrH)Backbone=ViT-L16, Perturbation Norm=l_infinity, Perturbation Radius (delta)=4/2552022.1175.848.8
AT(base)Backbone=ViT-L16, Perturbation Norm=l_infinity, Perturbation Radius (delta)=4/2552022.1175.444.1
AT(TrH)Backbone=ViT-L16, Perturbation Norm=l_2, Perturbation Radius (delta)=3.02022.1174.247
AT(base)Backbone=ViT-L16, Perturbation Norm=l_2, Perturbation Radius (delta)=3.02022.1173.943.5
AT(base)Backbone=ViT-B16, Perturbation Norm=l_infinity, Perturbation Radius (delta)=4/2552022.1172.239
AT(TrH)Backbone=ViT-B16, Perturbation Norm=l_2, Perturbation Radius (delta)=3.02022.1171.642.4
AT(TrH)Backbone=ViT-B16, Perturbation Norm=l_infinity, Perturbation Radius (delta)=4/2552022.1171.342.2
AT(base)Backbone=ViT-B16, Perturbation Norm=l_2, Perturbation Radius (delta)=3.02022.117139.3
TRADES(TrH)Backbone=ViT-L16, Perturbation Norm=l_infinity, Perturbation Radius (delta)=4/2552022.1170.148.9
TRADES(base)Backbone=ViT-B16, Perturbation Norm=l_infinity, Perturbation Radius (delta)=4/2552022.1169.239.3
TRADES(TrH)Backbone=ViT-L16, Perturbation Norm=l_2, Perturbation Radius (delta)=3.02022.1168.947.3
TRADES(base)Backbone=ViT-B16, Perturbation Norm=l_2, Perturbation Radius (delta)=3.02022.1167.839.7
TRADES(TrH)Backbone=ViT-B16, Perturbation Norm=l_2, Perturbation Radius (delta)=3.02022.1166.441.6
TRADES(TrH)Backbone=ViT-B16, Perturbation Norm=l_infinity, Perturbation Radius (delta)=4/2552022.1165.341.9