Backdoor Removal on ImageNet-1K 1% (reserved clean samples)
65.2ASRIU
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IUDefense=Fine-Pruning, Poison Rate(%)=0.16, Backbone=ResNet-18, PSNR=302026.02 | 65.2 | 7.8 | |
| IUDefense=Fine-Tuning, Poison Rate(%)=0.16, Backbone=ResNet-18, PSNR=302026.02 | 65.3 | 7.7 | |
| IUDefense=NAD, Poison Rate(%)=0.16, Backbone=ResNet-18, PSNR=302026.02 | 67.1 | 4.9 | |
| IUDefense=NAD, Poison Rate(%)=0.39, Backbone=ResNet-18, PSNR=302026.02 | 81.1 | 4.7 | |
| IUDefense=Fine-Tuning, Poison Rate(%)=0.39, Backbone=ResNet-18, PSNR=302026.02 | 81.9 | 3.9 | |
| IUDefense=Fine-Pruning, Poison Rate(%)=0.39, Backbone=ResNet-18, PSNR=302026.02 | 82.2 | 3.6 | |
| IUDefense=NAD, Poison Rate(%)=0.62, Backbone=ResNet-18, PSNR=302026.02 | 84.3 | 7 | |
| IUDefense=Fine-Tuning, Poison Rate(%)=0.62, Backbone=ResNet-18, PSNR=302026.02 | 85.5 | 5.8 | |
| IUDefense=Fine-Pruning, Poison Rate(%)=0.62, Backbone=ResNet-18, PSNR=302026.02 | 87.7 | 3.6 |