Untargeted White-Box Attack Performance on VGG-19 Model
47Latency (s)PGD
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| PGD2025.03 | 47 | 100 | 0.031 | 8.47 | 33.23 | 0.8771 | 43.15 | 0.0508 | 53.51 | |
| AdvDrop2025.03 | 268 | 97.5 | 0.062 | 3.23 | 41.79 | 0.9867 | 5.9 | 0.0061 | 54.93 | |
| SSAH2025.03 | 948 | 85.5 | 0.027 | 2.35 | 44.62 | 0.992 | 4.25 | 0.0017 | 55.45 | |
| AdvAD-XData Type=floating-point2025.03 | 1,967 | 99.9 | 0.001 | 0.32 | 64.76 | 0.9997 | 0.27 | 0.0001 | 56.56 | |
| NCF2025.03 | 3,288 | 92.8 | 0.794 | 75.21 | 14.77 | 0.6391 | 57.45 | 0.3077 | 49.27 | |
| AdvAD2025.03 | 4,370 | 99.5 | 0.009 | 1.05 | 52.13 | 0.9979 | 2.62 | 0.0005 | 56.31 | |
| DiffPGD2025.03 | 5,770 | 93.9 | 0.246 | 11.46 | 30.93 | 0.8888 | 20.72 | 0.0317 | 55.23 | |
| PerC-AL2025.03 | 8,671 | 100 | 0.142 | 2.12 | 45.92 | 0.9885 | 10.78 | 0.0028 | 55.91 | |
| DiffAttack2025.03 | 34,163 | 97 | 0.769 | 31.92 | 22.23 | 0.6632 | 59.08 | 0.1235 | 57.22 | |
| ACA2025.03 | 83,123 | 93.4 | 0.832 | 51.22 | 18.22 | 0.5767 | 66.78 | 0.3277 | 55.61 |