Backdoor Defense on CIFAR-10 BadNet DenseNet-161 (test)
90.17C-AccClean
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CleanMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 90.17 | 1.27 | |
| AttackMode=O-Backdoor, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 89.85 | 100 | |
| CleanMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 89.54 | 2.11 | |
| BTIMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 89.01 | 0.77 | |
| PAMMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.7 | 1.22 | |
| EPMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.58 | 1.52 | |
| BAUMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.52 | 91.4 | |
| FSTMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.33 | 5.37 | |
| FSTMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.16 | 99.86 | |
| BTIMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.11 | 97.73 | |
| EPMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.03 | 2.77 | |
| BAUMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88 | 1.81 | |
| PAMMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 87.03 | 3.04 | |
| SAMMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 86.91 | 2 | |
| SAMMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 86.79 | 100 |