Untargeted White-Box Attack on WideResNet-50
42Time (s)PGD
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| PGD2025.03 | 42 | 96 | 0.031 | 8.2 | 33.5 | 0.883 | 35.594 | 0.0521 | 52.43 | |
| AdvDrop2025.03 | 353 | 96.5 | 0.062 | 3.28 | 41.64 | 0.9863 | 6.21 | 0.006 | 54.917 | |
| SSAH2025.03 | 738 | 95.7 | 0.028 | 2.21 | 45.21 | 0.9933 | 3.95 | 0.0015 | 55.88 | |
| AdvAD-XData Type=floating-point2025.03 | 1,477 | 100 | 0.002 | 0.38 | 62.54 | 0.9996 | 0.33 | 0.0001 | 56.58 | |
| NCF2025.03 | 2,971 | 89.7 | 0.777 | 74.05 | 14.98 | 0.6473 | 56.01 | 0.2965 | 49.45 | |
| AdvAD2025.03 | 3,845 | 99.9 | 0.01 | 1.1 | 51.54 | 0.9979 | 2.84 | 0.0006 | 56.33 | |
| DiffPGD2025.03 | 5,965 | 91.4 | 0.245 | 11.44 | 30.95 | 0.8905 | 21.24 | 0.0317 | 55.16 | |
| PerC-AL2025.03 | 6,655 | 97.8 | 0.133 | 1.91 | 46.8 | 0.9906 | 9.28 | 0.0025 | 56.07 | |
| DiffAttack2025.03 | 34,072 | 95.1 | 0.747 | 30.61 | 22.6 | 0.6737 | 54.71 | 0.1137 | 55.68 | |
| ACA2025.03 | 84,163 | 88 | 0.838 | 53.17 | 17.89 | 0.5619 | 68.27 | 0.3442 | 55.47 |