Backdoor Defense on CIFAR-10 LC v1 (test)
94.6Clean AccuracyClean
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CleanMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 94.6 | 0.8 | |
| AttackMode=O-Backdoor, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 94.57 | 99.9 | |
| CleanMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 94.29 | 4.44 | |
| ANPMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 93.67 | 81.14 | |
| BAUMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 93.14 | 23.73 | |
| FSTMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.97 | 56.07 | |
| EPMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.91 | 0.41 | |
| FSTMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.83 | 1.62 | |
| BAUMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.63 | 3.91 | |
| BTIMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.42 | 3.2 | |
| EPMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.33 | 1.71 | |
| ANPMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.05 | 6.32 | |
| PAMMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 91.99 | 2.14 | |
| SAMMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 91.83 | 17.96 | |
| SAMMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 91.82 | 3.73 | |
| BTIMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 91.77 | 89.93 | |
| PAMMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 90.68 | 3.54 |