Image Classification on CIFAR10 (test) (PGD Robustness)
90.45Accuracy (Natural)Kim
Evaluation results
| Method | Links | ||
|---|---|---|---|
| KimNoise magnitude=16/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 90.45 | 1.88 | |
| KimNoise magnitude=8/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 89.02 | 33.01 | |
| KimNoise magnitude=12/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 88.35 | 13.11 | |
| RS-AAERNoise magnitude=8/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 83.83 | 46.14 | |
| PGI-FGSMNoise magnitude=12/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 83.82 | 5.19 | |
| PGI-FGSMNoise magnitude=16/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 83.42 | 4.16 | |
| GATNoise magnitude=16/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 82.17 | 1.25 | |
| SDI-FGSMNoise magnitude=16/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 81.09 | 0.05 | |
| N-AAERNoise magnitude=8/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 80.56 | 48.31 | |
| GATNoise magnitude=12/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 80.44 | 14.93 | |
| NuATNoise magnitude=16/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 80.1 | 3.29 | |
| SDI-FGSMNoise magnitude=8/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 79.28 | 49.26 | |
| PGI-FGSMNoise magnitude=8/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 77.94 | 52.86 | |
| GATNoise magnitude=8/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 76.75 | 50.98 | |
| RS-AAERNoise magnitude=12/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 74.4 | 32.17 | |
| NuATNoise magnitude=12/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 74.38 | 17.54 | |
| NuATNoise magnitude=8/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 73.22 | 50.1 | |
| N-AAERNoise magnitude=12/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 71.15 | 36.52 | |
| SDI-FGSMNoise magnitude=12/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 70.07 | 36.56 | |
| RS-AAERNoise magnitude=16/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 64.56 | 23.87 | |
| N-AAERNoise magnitude=16/255, Backbone=PreActResNet-18, Threat model=L∞2024.04 | 61.84 | 28.2 |