Upstream Backdoor Detection on CIFAR-10 Upstream 1.0 (train)
97.6TPRDeDe
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DeDeBackdoor Attack=DRUPE, Victim Backbone=ResNet-18, Detector Training Data=In-distribution2024.11 | 97.6 | 2.4 | 0.997 | |
| DeDeBackdoor Attack=BadEncoder, Victim Backbone=ResNet-18, Detector Training Data=Out-of-distribution (STL-10)2024.11 | 97.2 | 2.83 | 0.993 | |
| ASSETBackdoor Attack=DRUPE, Victim Backbone=ResNet-182024.11 | 94.7 | 27.6 | 0.858 | |
| DeDeBackdoor Attack=BadEncoder, Victim Backbone=ResNet-18, Detector Training Data=In-distribution2024.11 | 93.1 | 6.9 | 0.981 | |
| DeDeBackdoor Attack=DRUPE, Victim Backbone=ResNet-18, Detector Training Data=Out-of-distribution (STL-10)2024.11 | 92.1 | 7.9 | 0.976 | |
| ASSETBackdoor Attack=CTRL, Victim Backbone=ResNet-182024.11 | 89.6 | 30.2 | 0.799 | |
| DeDeBackdoor Attack=CTRL, Victim Backbone=ResNet-18, Detector Training Data=Out-of-distribution (STL-10)2024.11 | 88.1 | 13.3 | 0.911 | |
| DeDeBackdoor Attack=CTRL, Victim Backbone=ResNet-18, Detector Training Data=In-distribution2024.11 | 87.2 | 12.8 | 0.912 | |
| ASSETBackdoor Attack=BadEncoder, Victim Backbone=ResNet-182024.11 | 84.9 | 4 | 0.978 | |
| DECREEBackdoor Attack=BadEncoder, Victim Backbone=ResNet-182024.11 | 46.4 | 70.6 | 0.362 | |
| DECREEBackdoor Attack=DRUPE, Victim Backbone=ResNet-182024.11 | 44.7 | 70.6 | 0.344 |