Backdoor Defense on CIFAR-10 SSBA v1 (test)
94.6Clean AccuracyClean
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CleanMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 94.6 | 0.77 | |
| AttackMode=O-Backdoor, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 93.65 | 97.7 | |
| FSTMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 93.09 | 3.52 | |
| ANPMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 93.01 | 85.51 | |
| CleanMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 93 | 3.03 | |
| FSTMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.81 | 81.04 | |
| ANPMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.46 | 2.08 | |
| PAMMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.36 | 1.62 | |
| PAMMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.32 | 14.23 | |
| BAUMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.28 | 92.94 | |
| BTIMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.12 | 1.39 | |
| BTIMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.05 | — | |
| EPMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 91.84 | 0.43 | |
| SAMMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 91.77 | 2.56 | |
| SAMMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 91.43 | 75.49 | |
| BAUMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 90.57 | 6.64 | |
| EPMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 89.26 | 6.28 |