Image Classification on ImageNet (val) (Clean and AA Metrics)
77.8Clean AccuracyTRADES(base)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TRADES(base)Backbone=ViT-L16, Perturbation Norm=l_infinity, Perturbation Radius (delta)=4/2552022.11 | 77.8 | 40.9 | |
| TRADES(base)Backbone=ViT-L16, Perturbation Norm=l_2, Perturbation Radius (delta)=3.02022.11 | 77.1 | 41.5 | |
| AT(TrH)Backbone=ViT-L16, Perturbation Norm=l_infinity, Perturbation Radius (delta)=4/2552022.11 | 75.8 | 48.8 | |
| AT(base)Backbone=ViT-L16, Perturbation Norm=l_infinity, Perturbation Radius (delta)=4/2552022.11 | 75.4 | 44.1 | |
| AT(TrH)Backbone=ViT-L16, Perturbation Norm=l_2, Perturbation Radius (delta)=3.02022.11 | 74.2 | 47 | |
| AT(base)Backbone=ViT-L16, Perturbation Norm=l_2, Perturbation Radius (delta)=3.02022.11 | 73.9 | 43.5 | |
| AT(base)Backbone=ViT-B16, Perturbation Norm=l_infinity, Perturbation Radius (delta)=4/2552022.11 | 72.2 | 39 | |
| AT(TrH)Backbone=ViT-B16, Perturbation Norm=l_2, Perturbation Radius (delta)=3.02022.11 | 71.6 | 42.4 | |
| AT(TrH)Backbone=ViT-B16, Perturbation Norm=l_infinity, Perturbation Radius (delta)=4/2552022.11 | 71.3 | 42.2 | |
| AT(base)Backbone=ViT-B16, Perturbation Norm=l_2, Perturbation Radius (delta)=3.02022.11 | 71 | 39.3 | |
| TRADES(TrH)Backbone=ViT-L16, Perturbation Norm=l_infinity, Perturbation Radius (delta)=4/2552022.11 | 70.1 | 48.9 | |
| TRADES(base)Backbone=ViT-B16, Perturbation Norm=l_infinity, Perturbation Radius (delta)=4/2552022.11 | 69.2 | 39.3 | |
| TRADES(TrH)Backbone=ViT-L16, Perturbation Norm=l_2, Perturbation Radius (delta)=3.02022.11 | 68.9 | 47.3 | |
| TRADES(base)Backbone=ViT-B16, Perturbation Norm=l_2, Perturbation Radius (delta)=3.02022.11 | 67.8 | 39.7 | |
| TRADES(TrH)Backbone=ViT-B16, Perturbation Norm=l_2, Perturbation Radius (delta)=3.02022.11 | 66.4 | 41.6 | |
| TRADES(TrH)Backbone=ViT-B16, Perturbation Norm=l_infinity, Perturbation Radius (delta)=4/2552022.11 | 65.3 | 41.9 |