Backdoor Defense (BadNet/Blended/SSBA) on CIFAR-100 (test)
79.7BadNet Clean AccuracyClean
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CleanMode=O-Robustness, Backbone=ResNet-18, Poisoning Rate=5%2024.10 | 79.7 | 0.04 | 79.7 | 0.03 | 79.7 | 0.04 | |
| CleanMode=P-Robustness, Backbone=ResNet-18, Poisoning Rate=5%2024.10 | 78.92 | 0.25 | 79.03 | 0.39 | 78.3 | 1.91 | |
| AttackMode=O-Backdoor, Backbone=ResNet-18, Poisoning Rate=5%2024.10 | 78.91 | 99.51 | 78.98 | 100 | 78.59 | 92.38 | |
| EPMode=O-Robustness, Backbone=ResNet-18, Poisoning Rate=5%2024.10 | 76.89 | 0.04 | 76.95 | 0.04 | 76.49 | 0.05 | |
| EPMode=P-Robustness, Backbone=ResNet-18, Poisoning Rate=5%2024.10 | 76.82 | 0.1 | 76.18 | 0.07 | 76.12 | 1.32 | |
| SAMMode=P-Robustness, Backbone=ResNet-18, Poisoning Rate=5%2024.10 | 76.63 | 95.3 | 77.16 | 97.9 | 75.5 | 78.35 | |
| SAMMode=O-Robustness, Backbone=ResNet-18, Poisoning Rate=5%2024.10 | 76.27 | 2.85 | 76.54 | 0.44 | 76.34 | 3.3 | |
| BTIMode=P-Robustness, Backbone=ResNet-18, Poisoning Rate=5%2024.10 | 75.78 | 59.29 | 76.23 | 70.44 | 75.07 | 46.1 | |
| PAMMode=P-Robustness, Backbone=ResNet-18, Poisoning Rate=5%2024.10 | 75.72 | 0.76 | 76.12 | 0.13 | 74.75 | 1.95 | |
| BTIMode=O-Robustness, Backbone=ResNet-18, Poisoning Rate=5%2024.10 | 75.55 | 5.79 | 75.68 | 0.49 | 75.59 | 1.77 | |
| PAMMode=O-Robustness, Backbone=ResNet-18, Poisoning Rate=5%2024.10 | 74.97 | 0.29 | 76.64 | 0.19 | 75.07 | 0.14 | |
| FSTMode=O-Robustness, Backbone=ResNet-18, Poisoning Rate=5%2024.10 | 73.02 | 1.71 | 72.41 | 0.3 | 73.54 | 0.18 | |
| FSTMode=P-Robustness, Backbone=ResNet-18, Poisoning Rate=5%2024.10 | 72.93 | 93.71 | 72.28 | 100 | 72.06 | 59.9 |