Adversarial Attack Detection on CIFAR-100 1.0 (Clean)
70.14TPR-95RR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RRArchitecture backbone=WRN-34-102021.05 | 70.14 | 0.853 | |
| EBDArchitecture backbone=WRN-34-102021.05 | 66.83 | 0.81 | |
| RRArchitecture backbone=ResNet-182021.05 | 64.44 | 0.837 | |
| SNetArchitecture backbone=WRN-34-102021.05 | 64.09 | 0.727 | |
| LIDArchitecture backbone=WRN-34-102021.05 | 63.17 | 0.705 | |
| GDA*Architecture backbone=WRN-34-102021.05 | 62.71 | 0.601 | |
| KDArchitecture backbone=WRN-34-102021.05 | 62.04 | 0.602 | |
| GMMArchitecture backbone=WRN-34-102021.05 | 61.8 | 0.519 | |
| EBDArchitecture backbone=ResNet-182021.05 | 61.44 | 0.795 | |
| GDAArchitecture backbone=WRN-34-102021.05 | 60.12 | 0.436 | |
| SNetArchitecture backbone=ResNet-182021.05 | 59.68 | 0.729 | |
| LIDArchitecture backbone=ResNet-182021.05 | 59.49 | 0.674 | |
| GDA*Architecture backbone=ResNet-182021.05 | 58.98 | 0.599 | |
| KDArchitecture backbone=ResNet-182021.05 | 58.2 | 0.549 | |
| GMMArchitecture backbone=ResNet-182021.05 | 58.06 | 0.518 | |
| GDAArchitecture backbone=ResNet-182021.05 | 57.06 | 0.416 |