Adversarial Attack on ImageNet (MIM, PGD, Auto, SAGA, MDSE)
91.4Max MIMMax MIM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Max MIMModel 1=S-R-BP, Model 2=S-V-T52022.09 | 91.4 | — | — | — | — | |
| Max MIMModel 1=C-V, Model 2=S-V-T52022.09 | 87.7 | — | — | — | — | |
| Max MIMModel 1=C-V, Model 2=S-R-BP2022.09 | 83.6 | — | — | — | — | |
| Max MIMModel 1=V-L16, Model 2=S-R-BP2022.09 | 66.1 | — | — | — | — | |
| Max MIMModel 1=V-L16, Model 2=S-V-T52022.09 | 65.3 | — | — | — | — | |
| Max MIMModel 1=C152x4-512, Model 2=S-V-T52022.09 | 34 | — | — | — | — | |
| Max MIMModel 1=C152x4-512, Model 2=S-R-BP2022.09 | 30.8 | — | — | — | — | |
| Max AutoModel 1=C-V, Model 2=S-R-BP2022.09 | — | — | 37.4 | — | — | |
| Max AutoModel 1=C-V, Model 2=S-V-T52022.09 | — | — | 45.7 | — | — | |
| Max AutoModel 1=S-R-BP, Model 2=S-V-T52022.09 | — | — | 49.9 | — | — | |
| Max AutoModel 1=V-L16, Model 2=S-R-BP2022.09 | — | — | 21 | — | — | |
| Max AutoModel 1=V-L16, Model 2=S-V-T52022.09 | — | — | 22 | — | — | |
| Max AutoModel 1=C152x4-512, Model 2=S-R-BP2022.09 | — | — | 20.5 | — | — | |
| Max AutoModel 1=C152x4-512, Model 2=S-V-T52022.09 | — | — | 21.5 | — | — | |
| Max PGDModel 1=C-V, Model 2=S-R-BP2022.09 | — | 70.8 | — | — | — | |
| Max PGDModel 1=C-V, Model 2=S-V-T52022.09 | — | 79.2 | — | — | — | |
| Max PGDModel 1=S-R-BP, Model 2=S-V-T52022.09 | — | 85.2 | — | — | — | |
| Max PGDModel 1=V-L16, Model 2=S-R-BP2022.09 | — | 41.8 | — | — | — | |
| Max PGDModel 1=V-L16, Model 2=S-V-T52022.09 | — | 42.1 | — | — | — | |
| Max PGDModel 1=C152x4-512, Model 2=S-R-BP2022.09 | — | 23.4 | — | — | — | |
| Max PGDModel 1=C152x4-512, Model 2=S-V-T52022.09 | — | 26.8 | — | — | — | |
| MDSEModel 1=C-V, Model 2=S-R-BP2022.09 | — | — | — | — | 99.7 | |
| MDSEModel 1=C-V, Model 2=S-V-T52022.09 | — | — | — | — | 100 | |
| MDSEModel 1=S-R-BP, Model 2=S-V-T52022.09 | — | — | — | — | 100 | |
| MDSEModel 1=V-L16, Model 2=S-R-BP2022.09 | — | — | — | — | 97.3 | |
| MDSEModel 1=V-L16, Model 2=S-V-T52022.09 | — | — | — | — | 98.8 | |
| MDSEModel 1=C152x4-512, Model 2=S-R-BP2022.09 | — | — | — | — | 99.9 | |
| MDSEModel 1=C152x4-512, Model 2=S-V-T52022.09 | — | — | — | — | 99.9 | |
| SAGAModel 1=C-V, Model 2=S-R-BP2022.09 | — | — | — | 95.3 | — | |
| SAGAModel 1=C-V, Model 2=S-V-T52022.09 | — | — | — | 98.6 | — | |
| SAGAModel 1=S-R-BP, Model 2=S-V-T52022.09 | — | — | — | 99.7 | — | |
| SAGAModel 1=V-L16, Model 2=S-R-BP2022.09 | — | — | — | 73.7 | — | |
| SAGAModel 1=V-L16, Model 2=S-V-T52022.09 | — | — | — | 78.4 | — | |
| SAGAModel 1=C152x4-512, Model 2=S-R-BP2022.09 | — | — | — | 89.2 | — | |
| SAGAModel 1=C152x4-512, Model 2=S-V-T52022.09 | — | — | — | 97.3 | — |