Robustness Verification on CIFAR-10 (test)
1.5Verified ErrorSECURECROWN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SECURECROWNModel=7 × [100], Avg. Rob.=0.0013, epsilon=0.001, Result=U (14)2026.07 | 1.5 | — | 100 | |
| SECURECROWNModel=10 × [200], Avg. Rob.=0.0010, epsilon=0.001, Result=U (24)2026.07 | 1.67 | — | 100 | |
| SECURECROWNModel=10 × [200], Avg. Rob.=0.0010, epsilon=0.001, Result=R (28)2026.07 | 1.73 | — | 100 | |
| SECURECROWNModel=7 × [100], Avg. Rob.=0.0013, epsilon=0.001, Result=R (32)2026.07 | 2.82 | — | 100 | |
| SECURECROWNModel=5 × [100], Avg. Rob.=0.0021, epsilon=0.002, Result=R (24)2026.07 | 5.23 | — | 100 | |
| SECURECROWNModel=5 × [100], Avg. Rob.=0.0021, epsilon=0.0078, Result=All U (45)2026.07 | 5.65 | — | 100 | |
| SECURECROWNModel=5 × [100], Avg. Rob.=0.0021, epsilon=0.002, Result=U (21)2026.07 | 7.78 | — | 100 | |
| ABSCERTmodel_scale=DM-large, epsilon=16/2552023.03 | 14.12 | 81.9 | — | |
| ABSCERTmodel_scale=DM-medium, epsilon=8/2552023.03 | 16.93 | 76 | — | |
| ABSCERTmodel_scale=DM-small, epsilon=2/2552023.03 | 25.52 | 49.91 | — | |
| LossLandscapeMattersmodel_scale=DM-small, epsilon=2/2552023.03 | 50.95 | — | — | |
| AdvIBPmodel_scale=DM-small, epsilon=2/2552023.03 | 57.2 | — | — | |
| LossLandscapeMattersmodel_scale=DM-medium, epsilon=8/2552023.03 | 70.54 | — | — | |
| LossLandscapeMattersmodel_scale=DM-large, epsilon=16/2552023.03 | 78.03 | — | — |