Adversarial Robustness on CIFAR10 1000 images (test)
72.3Robust AccuracySquare Attack (SA)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Square Attack (SA)Target Model=Huang et al. [52], Query Budget=5002021.11 | 72.3 | — | |
| AutoAttack (AA)Target Model=Huang et al. [52], Query Budget=5002021.11 | 70.6 | — | |
| Square Attack (SA)Target Model=Wong et al. [51], Query Budget=5002021.11 | 69.7 | — | |
| AutoAttack (AA)Target Model=Wong et al. [51], Query Budget=5002021.11 | 69.5 | — | |
| Square Attack (SA)Target Model=Huang et al. [52], Query Budget=10002021.11 | 66.6 | — | |
| AutoAttack (AA)Target Model=Huang et al. [52], Query Budget=10002021.11 | 66.5 | — | |
| Meta Square Attack (MSA)Target Model=Huang et al. [52], Query Budget=5002021.11 | 66.1 | — | |
| AutoAttack (AA)Target Model=Wong et al. [51], Query Budget=10002021.11 | 63.9 | — | |
| Meta Square Attack (MSA)Target Model=Wong et al. [51], Query Budget=5002021.11 | 63.9 | — | |
| Square Attack (SA)Target Model=Wong et al. [51], Query Budget=10002021.11 | 63.5 | — | |
| Meta Square Attack (MSA)Target Model=Huang et al. [52], Query Budget=10002021.11 | 62.9 | — | |
| AutoAttack (AA)Target Model=Huang et al. [52], Query Budget=25002021.11 | 61.2 | — | |
| Square Attack (SA)Target Model=Huang et al. [52], Query Budget=25002021.11 | 60.5 | — | |
| Meta Square Attack (MSA)Target Model=Wong et al. [51], Query Budget=10002021.11 | 59.1 | — | |
| Meta Square Attack (MSA)Target Model=Huang et al. [52], Query Budget=25002021.11 | 58.7 | — | |
| AutoAttack (AA)Target Model=Huang et al. [52], Query Budget=50002021.11 | 58.5 | — | |
| AutoAttack (AA)Target Model=Wong et al. [51], Query Budget=25002021.11 | 57.4 | — | |
| Square Attack (SA)Target Model=Huang et al. [52], Query Budget=50002021.11 | 57.3 | — | |
| Meta Square Attack (MSA)Target Model=Huang et al. [52], Query Budget=50002021.11 | 56.8 | — | |
| Square Attack (SA)Target Model=Wong et al. [51], Query Budget=25002021.11 | 55.1 | — | |
| AutoAttack (AA)Target Model=Wong et al. [51], Query Budget=50002021.11 | 53.6 | — | |
| Meta Square Attack (MSA)Target Model=Wong et al. [51], Query Budget=25002021.11 | 53 | — | |
| Square Attack (SA)Target Model=Wong et al. [51], Query Budget=50002021.11 | 50.8 | — | |
| Meta Square Attack (MSA)Target Model=Wong et al. [51], Query Budget=50002021.11 | 49.8 | — |