Backdoor Defense on CIFAR-10 (AER/ERA Metrics)
10.9ERA (r=0)RAB
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RABAttack Setting=Four-pixel2025.04 | 10.9 | — | 6.8 | 3.6 | 1.2 | 0.1 | 0 | 0 | 0 | 0.04 | — | — | — | — | — | — | — | — | |
| RABAttack Setting=Blending2025.04 | 11.8 | — | 6.9 | 3.6 | 1.2 | 0 | 0 | 0 | 0 | 0.04 | — | — | — | — | — | — | — | — | |
| RABAttack Setting=One-pixel2025.04 | 12.6 | — | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.04 | — | — | — | — | — | — | — | — | |
| Cert-SSBDAttack Setting=Blending2025.04 | 47.7 | — | 36.9 | 29.5 | 21.3 | 9.65 | 0 | 0 | 0 | 0.29 | — | — | — | — | — | — | — | — | |
| Cert-SSBDAttack Setting=Four-pixel2025.04 | 48.65 | — | 42.6 | 35.05 | 19.5 | 0.1 | 0 | 0 | 0 | 0.3 | — | — | — | — | — | — | — | — | |
| Cert-SSBDAttack Setting=One-pixel2025.04 | 51.55 | — | 38.65 | 26.3 | 10.2 | 1.75 | 0.1 | 0 | 0 | 0.24 | — | — | — | — | — | — | — | — | |
| Cert-SSBDAttack Setting=Blending2025.04 | 86.15 | 0.64 | 73.4 | 61.55 | 46.55 | 27.25 | 0.05 | 0 | 0 | — | — | — | — | — | — | — | — | — | |
| Cert-SSBDAttack Setting=Four-pixel2025.04 | 86.4 | 0.65 | 70.3 | 59.5 | 43.55 | 20.9 | 1.6 | 0 | 0 | — | — | — | — | — | — | — | — | — | |
| Cert-SSBDAttack Setting=One-pixel2025.04 | 86.55 | 0.62 | 71.9 | 60.75 | 46.3 | 26.1 | 11.5 | 1.45 | 0 | — | — | — | — | — | — | — | — | — | |
| RABAttack Setting=One-pixel2025.04 | 87.8 | 0.55 | 69.7 | 56.7 | 38.3 | 16.55 | 2.6 | 0 | 0 | — | — | — | — | — | — | — | — | — | |
| RABAttack Setting=Blending2025.04 | 88 | 0.56 | 69.8 | 56.25 | 36.95 | 15 | 2.35 | 0 | 0 | — | — | — | — | — | — | — | — | — | |
| RABAttack Setting=Four-pixel2025.04 | 88.7 | 0.56 | 69.5 | 55.7 | 36.6 | 14.15 | 2.25 | 0.05 | 0 | — | — | — | — | — | — | — | — | — | |
| Cert-SSBDAttack Setting=One-pixel2025.04 | — | — | — | — | — | — | — | — | — | 0.33 | 52.65 | 41.6 | 34.65 | 21.3 | 3.5 | 0 | 0 | 0 | |
| Cert-SSBDAttack Setting=Four-pixel2025.04 | — | — | — | — | — | — | — | — | — | 0.35 | 56.55 | 44 | 35.9 | 26.3 | 10.3 | 0 | 0 | 0 | |
| Cert-SSBDAttack Setting=Blending2025.04 | — | — | — | — | — | — | — | — | — | 0.32 | 58.55 | 42.05 | 35.3 | 24.7 | 0.95 | 0 | 0 | 0 | |
| RABAttack Setting=One-pixel2025.04 | — | — | — | — | — | — | — | — | — | 0.32 | 48.3 | 39.4 | 30.4 | 20.05 | 8.35 | 0.55 | 0 | 0 | |
| RABAttack Setting=Four-pixel2025.04 | — | — | — | — | — | — | — | — | — | 0.33 | 48.9 | 41 | 32.05 | 21.35 | 9.65 | 0.65 | 0 | 0 | |
| RABAttack Setting=Blending2025.04 | — | — | — | — | — | — | — | — | — | 0.32 | 48.4 | 40.7 | 31.55 | 20.75 | 8.9 | 0.65 | 0 | 0 |