Certified Robustness on CIFAR-100 (test)
54.3Clean AccuracyL2 (0.25)
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| L2 (0.25)Training Norm=L2 (0.25)2024.10 | 54.3 | 2.4 | 37.4 | 47.4 | 2.4 | — | — | |
| CURE-Joint2024.10 | 42.5 | 28 | 26.8 | 32.4 | 26 | — | — | |
| CURE-Random2024.10 | 41.3 | 28.4 | 27.2 | 34 | 27 | — | — | |
| CURE-MAX2024.10 | 40.7 | 26.8 | 22.8 | 29.4 | 22.6 | — | — | |
| CURE-Scratch2024.10 | 40.4 | 30.6 | 31.4 | 36.2 | 30.4 | — | — | |
| Linf (2/255)Training Norm=Linf (2/255)2024.10 | 39.7 | 26.4 | 16 | 18.6 | 14.8 | — | — | |
| Baseline 22026.06 | 34.82 | — | — | — | 15.25 | 0.03 | 17.66 | |
| Baseline 32026.06 | 34.78 | — | — | — | 14.85 | 0.03 | 19.65 | |
| Baseline 12026.06 | 34.75 | — | — | — | 14.68 | 0.03 | 19.67 | |
| RRISE2026.06 | 33.91 | — | — | — | 20.99 | 0.03 | 24.16 | |
| Baseline 42026.06 | 17.76 | — | — | — | — | — | 0 |