Backdoor Defense on CIFAR-10 SSBA DenseNet-161 (test)
90.17Clean AccuracyClean
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CleanMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 90.17 | 1.44 | |
| AttackMode=O-Backdoor, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.83 | 86.75 | |
| ANPMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.65 | 47.47 | |
| ANPMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.64 | 2.74 | |
| FSTMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.32 | 1.63 | |
| BTIMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.3 | 0.53 | |
| CleanMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.24 | 4.64 | |
| EPMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.17 | 0.69 | |
| BAUMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 87.96 | 78.77 | |
| PAMMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 87.62 | 1.61 | |
| FSTMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 87.52 | 68.82 | |
| BTIMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 87.43 | 48.47 | |
| SAMMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 86.98 | 35.97 | |
| BAUMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 86.91 | 17.34 | |
| SAMMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 86.64 | 3.92 | |
| EPMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 86.33 | 1.47 | |
| PAMMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 85.89 | 3.72 |