Image Classification on CIFAR-10 (test) (Visual Corruption Robustness)
95.2Clean AccuracyNormal
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Normalsetup=†2022.02 | 95.2 | 81.8 | 94 | 88.1 | 92.1 | 93.7 | 0 | 0 | |
| Normalsetup=∗2022.02 | 94 | 75.8 | 92.3 | 87.4 | 89.1 | 91.3 | 0 | 0 | |
| FATsetup=∗, norm=l∞2022.02 | 88.1 | 69 | 85.4 | 77 | 73.1 | 76.5 | 54.7 | 51.5 | |
| Madrysetup=†, norm=l∞2022.02 | 87 | 70.8 | 84.8 | 79.5 | 77 | 79.9 | 53.5 | 49.2 | |
| AWPsetup=∗, norm=l∞2022.02 | 85.4 | 67.5 | 83 | 77 | 68.3 | 70.8 | 59.4 | 56.2 | |
| Tradessetup=∗, norm=l∞2022.02 | 84.9 | 65.7 | 82.7 | 77.5 | 69.7 | 70.7 | 55.8 | 52.5 | |
| GAT-fsetup=∗2022.02 | 83.4 | 82.3 | 81.8 | 79.5 | 81.7 | 81 | 43.6 | 40 | |
| GAT-fssetup=∗2022.02 | 83.2 | 81.5 | 81.7 | 78.8 | 81.2 | 80.7 | 47.2 | 42.2 | |
| PAT_selfsetup=†2022.02 | 82.4 | 64.3 | 79.8 | 74.1 | 72.5 | 78 | 41.2 | 30.2 | |
| GAT-fsetup=†2022.02 | 82.3 | 81.2 | 80.8 | 78.3 | 80.1 | 79.7 | 42.7 | 38.7 | |
| GAT-fssetup=†2022.02 | 82.1 | 80.6 | 80.8 | 78 | 80.4 | 79.5 | 46.6 | 41.9 | |
| PAT_alexsetup=†2022.02 | 71.6 | 53.2 | 68.9 | 63.8 | 60.6 | 65.2 | 41.9 | 28.8 |