Certified Robustness on CIFAR-10 (test)
94.5Accuracy (Standard)
Diffusion Calibration
Updated 1h ago
Evaluation Results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2023.10 | 94.5 | - | 61.9 | - | - | - | - | - | - | - | - | - | 90.3 | 53.5 | - | - | - | - | - | - | - | |
2023.10 | 92.8 | - | 59.8 | - | - | - | - | - | - | - | - | - | 89.5 | 52.7 | - | - | - | - | - | - | - | |
2023.10 | 92.7 | - | 55.3 | - | - | - | - | - | - | - | - | - | 87 | 47.9 | - | - | - | - | - | - | - | |
| 92.5 | - | 53.3 | - | 32.9 | - | 14.9 | - | - | - | - | - | 85.1 | 68 | - | - | - | - | - | - | - | ||
| 90.1 | - | 40.5 | - | 25 | - | 16.2 | - | 8.8 | - | - | - | 79.6 | 64.5 | - | - | - | - | - | - | - | ||
2023.10 | 89.5 | - | 60.7 | - | - | - | - | - | - | - | - | - | 84.9 | 51.7 | - | - | - | - | - | - | - | |
2023.10 | 88.8 | - | 50.6 | - | 31 | - | 14.3 | - | - | - | - | - | 75.3 | 64.6 | - | - | - | - | - | - | - | |
2023.10 | 88.6 | - | 53.3 | - | 32.5 | - | 15.3 | - | - | - | - | - | 75.1 | 66.4 | - | - | - | - | - | - | - | |
2023.10 | 87.4 | - | 45.9 | - | 24.4 | - | 6 | - | - | - | - | - | 69.9 | 54.3 | - | - | - | - | - | - | - | |
2023.10 | 87.3 | - | 32.5 | - | 21.9 | - | 11.8 | - | 6.4 | - | - | - | 48.6 | 53 | - | - | - | - | - | - | - | |
2023.10 | 83.3 | - | 36.7 | - | 24.9 | - | 16.1 | - | 8.8 | - | - | - | 52.6 | 57.7 | - | - | - | - | - | - | - | |
2023.10 | 80.7 | - | 49.2 | - | 31.2 | - | 13.1 | - | - | - | - | - | 67.7 | 61.7 | - | - | - | - | - | - | - | |
2023.10 | 75.6 | - | 27.9 | - | 16.9 | - | 9 | - | 4 | - | - | - | 42.2 | 42.6 | - | - | - | - | - | - | - | |
2022.10 | 72.08 | - | - | - | - | - | - | - | - | - | - | - | - | - | 62.84 | 51.99 | 41.94 | - | - | - | - | |
2022.10 | 71.89 | - | - | - | - | - | - | - | - | - | - | - | - | - | 62.37 | 52.24 | 42.71 | - | - | - | - | |
2022.10 | 71.86 | - | - | - | - | - | - | - | - | - | - | - | - | - | 62.86 | 52.24 | 42.39 | - | - | - | - | |
2022.10 | 71.82 | - | - | - | - | - | - | - | - | - | - | - | - | - | 62.6 | 51.76 | 42.31 | - | - | - | - | |
2022.10 | 71.64 | - | - | - | - | - | - | - | - | - | - | - | - | - | 62.67 | 52 | 42.34 | - | - | - | - | |
2022.10 | 71.52 | - | - | - | - | - | - | - | - | - | - | - | - | - | 61.25 | 50.66 | 40.31 | - | - | - | - | |
2022.10 | 71.15 | - | - | - | - | - | - | - | - | - | - | - | - | - | 61.65 | 51.78 | 42.53 | - | - | - | - | |
2022.10 | 71.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | 60.81 | 50.61 | 41.03 | - | - | - | - | |
2022.10 | 70.95 | - | - | - | - | - | - | - | - | - | - | - | - | - | 61.72 | 51.78 | 42.01 | - | - | - | - | |
2022.10 | 70.58 | - | - | - | - | - | - | - | - | - | - | - | - | - | 61.4 | 51.46 | 42.05 | - | - | - | - | |
2022.10 | 70.37 | - | - | - | - | - | - | - | - | - | - | - | - | - | 60.74 | 51.23 | 41.81 | - | - | - | - | |
2022.10 | 69.67 | - | - | - | - | - | - | - | - | - | - | - | - | - | 59.28 | 48.02 | 38.3 | - | - | - | - | |
2023.10 | 65.8 | - | 31.1 | - | 22.3 | - | 14.6 | - | 8.7 | - | - | - | 43.1 | 51.3 | - | - | - | - | - | - | - | |
2020.02 | - | 60 | 43 | 34 | 23 | 17 | 14 | 12 | 10 | 8 | 6 | 4 | - | - | - | - | - | - | - | - | - | |
2020.02 | - | 74 | 57 | 48 | 38 | 33 | 29 | 25 | 19 | 17 | 14 | 12 | - | - | - | - | - | - | - | - | - | |
2020.02 | - | 74 | 57 | 49 | 40 | 35 | 31 | 27 | 22 | 19 | 17 | 15 | - | - | - | - | - | - | - | - | - | |
2021.11 | - | 39.2 | 34 | 27.8 | 21.6 | 17.4 | 14 | 11.8 | 10 | 7.6 | - | - | 47.2 | 54.2 | - | - | - | - | - | - | - | |
2021.11 | - | 38.9 | 32.8 | 27 | 23.1 | 19.1 | 15.4 | 11.3 | 7.8 | 5.7 | - | - | 43.5 | 52.6 | - | - | - | - | - | - | - | |
2021.11 | - | 44.9 | 39 | 33.6 | 28.5 | 23.7 | 19.4 | 15.4 | 12 | 8.7 | - | - | 50.8 | 66 | - | - | - | - | - | - | - | |
2021.11 | - | 38.5 | 35.2 | 32.3 | 29.3 | 26.4 | 23.4 | 20.2 | 17.4 | 14.5 | - | - | 41.4 | 74.4 | - | - | - | - | - | - | - | |
2021.11 | - | 42.2 | 38.1 | 34.3 | 30 | 26.3 | 22.9 | 19.7 | - | 13.8 | - | - | 46.3 | 75.6 | - | - | - | - | - | - | - | |
2021.11 | - | 42.5 | 37.5 | 32.9 | 28.7 | 24.9 | 21.3 | 18.3 | 15.5 | 12.6 | - | - | 47.1 | 72.5 | - | - | - | - | - | - | - | |
| - | 41.5 | 37.5 | 33.8 | 30.2 | 26.7 | 23.4 | 20.2 | 17.2 | 14.7 | - | - | 45.1 | 77.3 | - | - | - | - | - | - | - | ||
2024.10 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 69.5 | - | - | - | |
2024.10 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 52.2 | - | - | - | |
2024.10 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 71.2 | - | - | - | |
2024.10 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 56.6 | - | - | - | |
2026.06 | - | - | - | - | - | - | - | - | - | - | - | - | 70.26 | - | - | - | - | - | 43.68 | 0.08 | 16.1 | |
2026.06 | - | - | - | - | - | - | - | - | - | - | - | - | 70.88 | - | - | - | - | - | 41.63 | 0.08 | 16.99 | |
2026.06 | - | - | - | - | - | - | - | - | - | - | - | - | 70.87 | - | - | - | - | - | 42.64 | 0.07 | 14.92 | |
2026.06 | - | - | - | - | - | - | - | - | - | - | - | - | 70.87 | - | - | - | - | - | 41.61 | 0.08 | 17.04 | |
2026.06 | - | - | - | - | - | - | - | - | - | - | - | - | 72.79 | - | - | - | - | - | 84.74 | 0.11 | 67.58 |