Image Classification on ImageNet-10
89.83BAUndefended
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UndefendedBackbone=ResNet182022.02 | 89.83 | 99.07 | |
| UndefendedBackbone=VGG162022.02 | 89.04 | 76.2 | |
| UndefendedBackbone=VGG162022.02 | 88.97 | 100 | |
| UndefendedBackbone=ResNet182022.02 | 88.87 | 59.75 | |
| NONEBackbone=VGG162022.02 | 87.11 | 0.14 | |
| NONEBackbone=ResNet182022.02 | 86.34 | 0.08 | |
| NADBackbone=ResNet182022.02 | 86.29 | 25.89 | |
| NADBackbone=ResNet182022.02 | 85.76 | 15.82 | |
| NONEBackbone=ResNet182022.02 | 84.74 | 6.55 | |
| NONEBackbone=VGG162022.02 | 84.51 | 8.31 | |
| NADBackbone=VGG162022.02 | 84.03 | 10.93 | |
| ABLBackbone=ResNet182022.02 | 83.72 | 6.83 | |
| UndefendedBackbone=NiN2022.02 | 82.65 | 66.37 | |
| ACBackbone=ResNet182022.02 | 82.39 | 98.44 | |
| UndefendedBackbone=NiN2022.02 | 82.17 | 99.64 | |
| ACBackbone=VGG162022.02 | 81.58 | 100 | |
| ABLBackbone=NiN2022.02 | 81.35 | 99.92 | |
| ABLBackbone=ResNet182022.02 | 81.3 | 50.52 | |
| ACBackbone=VGG162022.02 | 81.22 | 59.62 | |
| NONEBackbone=NiN2022.02 | 80.31 | 0.14 | |
| NADBackbone=VGG162022.02 | 80.21 | 22.17 | |
| ABLBackbone=NiN2022.02 | 80.2 | 56.82 | |
| ACBackbone=ResNet182022.02 | 79.44 | 23.41 | |
| NONEBackbone=NiN2022.02 | 79.39 | 6.98 | |
| ABLBackbone=VGG162022.02 | 79.16 | 100 | |
| ACBackbone=NiN2022.02 | 78.85 | 14.39 | |
| ABLBackbone=VGG162022.02 | 78.34 | 53.68 | |
| NADBackbone=NiN2022.02 | 76.99 | 92.61 | |
| NADBackbone=NiN2022.02 | 76.31 | 23.31 | |
| ACBackbone=NiN2022.02 | 74.32 | 92.41 | |
| DP-SGDBackbone=ResNet182022.02 | 44.59 | 7.95 | |
| DP-SGDBackbone=ResNet182022.02 | 40.31 | 29.58 | |
| DP-SGDBackbone=NiN2022.02 | 23.44 | 10.06 | |
| DP-SGDBackbone=NiN2022.02 | 21.22 | 65.21 | |
| DP-SGDBackbone=VGG162022.02 | 18.06 | 44.62 | |
| DP-SGDBackbone=VGG162022.02 | 17.94 | 10.8 |