Backdoor Defense on CIFAR-10 Blended v1 (test)
94.6Clean AccuracyClean
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CleanMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 94.6 | 0.19 | |
| AttackMode=O-Backdoor, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 94.53 | 100 | |
| ANPMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 94.51 | 0.3 | |
| ANPMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 94.43 | 76.51 | |
| CleanMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 94.25 | 3.58 | |
| FSTMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 93.79 | 0.18 | |
| BAUMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 93.7 | 98.49 | |
| FSTMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 93.53 | 99.37 | |
| BAUMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.88 | 3.82 | |
| PAMMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.75 | 0.64 | |
| PAMMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.59 | 0.24 | |
| SAMMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.28 | 69.04 | |
| SAMMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.27 | 4.86 | |
| BTIMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.15 | 0.94 | |
| EPMode=O-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 92.1 | 1.12 | |
| BTIMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 91.74 | 99.7 | |
| EPMode=P-Robustness, Backbone=ResNet-50, Poisoning Rate=5%2024.10 | 91.36 | 3.51 | |
| CleanMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 90.17 | 1.14 | |
| AttackMode=O-Backdoor, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 89.59 | 98.72 | |
| CleanMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 89.47 | 1.27 | |
| ANPMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 89.18 | 4.56 | |
| ANPMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 89.06 | 93.72 | |
| BAUMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.75 | 90.4 | |
| FSTMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.56 | 0.18 | |
| BTIMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.35 | 26.2 | |
| BTIMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88.22 | 1.8 | |
| EPMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 88 | 3.21 | |
| FSTMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 87.92 | 83.06 | |
| BAUMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 87.62 | 5.43 | |
| EPMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 87.13 | 3.54 | |
| SAMMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 87.09 | 78.21 | |
| PAMMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 87.02 | 1.08 | |
| SAMMode=O-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 86.96 | 7.38 | |
| PAMMode=P-Robustness, Backbone=DenseNet-161, Poisoning Rate=5%2024.10 | 86.49 | 1.94 |