Image Classification on CIFAR-10 8/255 (test)
88.11Accuracy (Nominal)TRADES
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TRADESBackbone=Wide-ResNet-40-8, Activation Function=Softplus (S)2019.07 | 88.11 | 53.03 | 51.65 | 50.53 | — | |
| TRADESBackbone=Wide-ResNet-28-8, Activation Function=Softplus (S)2019.07 | 87.4 | 51.63 | 50.46 | 49.48 | — | |
| ADVBackbone=Wide-ResNet-28-8, Attack Strength=Nominal: Weak, FGSM-20: Strong, Untargeted: Strong, Multi-Targeted: Very Strong2019.07 | 87.25 | 48.89 | 45.92 | 44.54 | — | |
| LLRBackbone=Wide-ResNet-28-8, Activation Function=Softplus (S)2019.07 | 86.83 | 54.24 | 52.99 | 51.13 | — | |
| LLRBackbone=Wide-ResNet-40-8, Activation Function=Softplus (S)2019.07 | 86.28 | 56.44 | 54.95 | 52.81 | — | |
| TRADESBackbone=Wide-ResNet-40-8, Activation Function=ReLU (R)2019.07 | 86.25 | 53.38 | 51.76 | 50.84 | — | |
| ADVBackbone=Wide-ResNet-40-8, Activation Function=ReLU (R)2019.07 | 85.58 | 56.32 | 52.34 | 46.89 | — | |
| ADVBackbone=Wide-ResNet-40-8, Activation Function=Softplus (S)2019.07 | 85.27 | 57.94 | 55.26 | 49.79 | — | |
| ADVBackbone=Wide-ResNet-28-8, Activation Function=Softplus (S)2019.07 | 85.11 | 56.76 | 53.96 | 48.79 | — | |
| CUREBackbone=Wide-ResNet-40-8, Activation Function=Softplus (S)2019.07 | 84.45 | 49.41 | 47.69 | 45.51 | — | |
| CUREBackbone=Wide-ResNet-28-8, Activation Function=Softplus (S)2019.07 | 84.31 | 48.56 | 47.28 | 45.43 | — | |
| CUREBackbone=Wide-ResNet-28-82019.07 | 80.76 | 39.76 | 38.87 | 37.57 | — | |
| CC-DISTε=8/2552026.06 | 55.13 | — | — | — | 35.52 | |
| SORTNETε=8/255, Architecture=Non-ReLU-based2026.06 | 54.84 | — | — | — | 40.39 | |
| MTL-IBPε=8/2552026.06 | 54.28 | — | — | — | 35.41 | |
| AD-CERTε=8/2552026.06 | 53.69 | — | — | — | 35.84 | |
| SABRε=8/2552026.06 | 52.71 | — | — | — | 35.34 | |
| TAPS/STAPSε=8/255, Selection protocol=Stronger of TAPS and STAPS based on certified accuracy2026.06 | 49.96 | — | — | — | 35.25 | |
| IBPε=8/2552026.06 | 48.51 | — | — | — | 35.28 |