Backdoor Defense on CIFAR-10 (Trigger Specific Metrics)
95.07BadNet C-AccClean
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CleanMode=O-Robustness, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 95.07 | 0.57 | 95.07 | 0.9 | 95.07 | 0.61 | 95.07 | 0.81 | |
| CleanMode=P-Robustness, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 94.37 | 0.2 | 95.02 | 8.12 | 94.29 | 1.26 | 94.93 | 1.33 | |
| AttackMode=O-Backdoor, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 93.73 | 100 | 94.28 | 100 | 94.31 | 98.71 | 85.8 | 100 | |
| FSTMode=O-Robustness, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 93.41 | 0.07 | 93.81 | 0.08 | 93.86 | 0.08 | 92.43 | 3.44 | |
| FSTMode=P-Robustness, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 93.38 | 100 | 93.77 | 99.96 | 93.53 | 93.91 | 92.27 | 73.68 | |
| ANPMode=O-Robustness, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 93.29 | 0.6 | 94.2 | 0.07 | 93.9 | 2.14 | 84.72 | 0 | |
| BAUMode=P-Robustness, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 92.96 | 100 | 93.19 | 99.99 | 93.38 | 97.32 | 91.87 | 99.49 | |
| EPMode=O-Robustness, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 92.78 | 0.93 | 93.34 | 1.52 | 93.1 | 0.71 | 92.12 | 0.16 | |
| ANPMode=P-Robustness, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 92.74 | 100 | 93.77 | 76.96 | 93.42 | 91.92 | 92 | 91.41 | |
| SAMMode=O-Robustness, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 92.63 | 1.5 | 92.64 | 0.79 | 91.7 | 4.01 | 91.81 | 4.78 | |
| PAMMode=O-Robustness, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 92.43 | 1.73 | 92.63 | 0.22 | 92.89 | 1.37 | 91.06 | 2.31 | |
| SAMMode=P-Robustness, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 92.4 | 100 | 92.73 | 32.16 | 91.39 | 81.59 | 91.73 | 98.91 | |
| BTIMode=O-Robustness, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 92.36 | 1.69 | 93.17 | 0.67 | 93.16 | 2.09 | 91.84 | 1.59 | |
| EPMode=P-Robustness, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 92.17 | 1.58 | 93.06 | 4.78 | 92.04 | 3.7 | 91.79 | 2.03 | |
| BAUMode=O-Robustness, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 91.85 | 0.82 | 92.76 | 5.2 | 91.99 | 6.2 | 91.8 | 3.89 | |
| PAMMode=P-Robustness, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 91.77 | 1.47 | 91.85 | 7.44 | 92.01 | 2.63 | 90.98 | 3.37 | |
| BTIMode=P-Robustness, Backbone=ResNet-18, Poisoning Rate=10%2024.10 | 91.14 | 100 | 92.44 | 83.43 | 92.48 | 93.82 | 91.94 | 91.93 |