Image Classification on ImageNet (val) (Clean and Robust Accuracy)
67.15Clean AccuracyDKL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DKLBackbone=ResNet-50, Severity=0, Attack Protocol=PGD-202026.04 | 67.15 | 23.88 | |
| TgRABackbone=ResNet-50, Severity=0, Attack Protocol=PGD-202026.04 | 64.13 | 33.88 | |
| TRADES-UBackbone=ResNet-50, Severity=0, Attack Protocol=PGD-202026.04 | 64.03 | 29.6 | |
| PGDBackbone=ResNet-50, Severity=0, Attack Protocol=PGD-202026.04 | 63.13 | 25.89 | |
| DKLBackbone=ResNet-50, Severity=1, Attack Protocol=PGD-202026.04 | 60.65 | 19.3 | |
| TgRABackbone=ResNet-50, Severity=1, Attack Protocol=PGD-202026.04 | 58.93 | 27.66 | |
| TRADES-UBackbone=ResNet-50, Severity=1, Attack Protocol=PGD-202026.04 | 58.21 | 24.51 | |
| PGDBackbone=ResNet-50, Severity=1, Attack Protocol=PGD-202026.04 | 56.59 | 21.5 | |
| DKLBackbone=ResNet-50, Severity=2, Attack Protocol=PGD-202026.04 | 56.53 | 17.11 | |
| TRADESBackbone=ResNet-50, Severity=0, Attack Protocol=PGD-202026.04 | 55.76 | 27.87 | |
| TgRABackbone=ResNet-50, Severity=2, Attack Protocol=PGD-202026.04 | 53.76 | 24.42 | |
| PGDBackbone=ResNet-50, Severity=2, Attack Protocol=PGD-202026.04 | 53.28 | 18.55 | |
| TRADESBackbone=ResNet-50, Severity=1, Attack Protocol=PGD-202026.04 | 53.27 | 21.89 | |
| MARTBackbone=ResNet-50, Severity=0, Attack Protocol=PGD-202026.04 | 52.21 | 28.81 | |
| TRADES-UBackbone=ResNet-50, Severity=2, Attack Protocol=PGD-202026.04 | 47.69 | 22.5 | |
| TRADESBackbone=ResNet-50, Severity=2, Attack Protocol=PGD-202026.04 | 47.32 | 18.44 | |
| MARTBackbone=ResNet-50, Severity=1, Attack Protocol=PGD-202026.04 | 45.64 | 23.96 | |
| MARTBackbone=ResNet-50, Severity=2, Attack Protocol=PGD-202026.04 | 16.99 | 1.26 |