RGB Trojan Attack Success Rate and Magnitude on CIFAR-10
100ASRWinning Trojan ticket
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Winning Trojan ticketBackbone=VGG-16, Trigger Source=Detected2022.05 | 100 | 15 | |
| Winning Trojan ticketBackbone=VGG-16, Trigger Source=Oracle2022.05 | 100 | 15 | |
| Winning Trojan ticketBackbone=ResNet-18, Trigger Source=Detected2022.05 | 81.8 | 10.55 | |
| Winning Trojan ticketBackbone=ResNet-18, Trigger Source=Oracle2022.05 | 81.8 | 10.55 | |
| Trojan ticketsBackbone=DenseNet-100, Trigger Source=Detected2022.05 | 66.9 | 67.8 | |
| Trojan ticketsBackbone=DenseNet-100, Trigger Source=Oracle2022.05 | 66.9 | 67.8 | |
| Dense baselineBackbone=VGG-16, Trigger Source=Detected2022.05 | 33.6 | 83.3 | |
| Dense baselineBackbone=VGG-16, Trigger Source=Oracle2022.05 | 33.6 | 83.3 | |
| L-Trojan ticketBackbone=VGG-16, Trigger Source=Detected2022.05 | 33.2 | 208.6 | |
| H-Trojan ticketBackbone=ResNet-18, Trigger Source=Detected2022.05 | 22.9 | 8.15 | |
| H-Trojan ticketBackbone=ResNet-18, Trigger Source=Oracle2022.05 | 22.9 | 8.15 | |
| L-Trojan ticketBackbone=VGG-16, Trigger Source=Oracle2022.05 | 19.6 | 602.4 | |
| H-Trojan ticketBackbone=DenseNet-100, Trigger Source=Detected2022.05 | 17.7 | 10 | |
| H-Trojan ticketBackbone=DenseNet-100, Trigger Source=Oracle2022.05 | 17.7 | 10 | |
| Bad subnetworkBackbone=ResNet-18, Trigger Source=Oracle2022.05 | 15.6 | 253.4 | |
| Dense baselineBackbone=DenseNet-100, Trigger Source=Detected2022.05 | 13.7 | 6.4 | |
| Dense baselineBackbone=DenseNet-100, Trigger Source=Oracle2022.05 | 13.7 | 6.4 | |
| Dense baselineBackbone=ResNet-18, Trigger Source=Detected2022.05 | 13 | 77.5 | |
| Bad subnetworkBackbone=ResNet-18, Trigger Source=Detected2022.05 | 11.5 | 135.2 | |
| Dense baselineBackbone=ResNet-18, Trigger Source=Oracle2022.05 | 10.9 | 151 | |
| H-Trojan ticketBackbone=VGG-16, Trigger Source=Oracle2022.05 | 10.1 | 171.7 | |
| L-Trojan ticketBackbone=DenseNet-100, Trigger Source=Detected2022.05 | 8.5 | 173.6 | |
| L-Trojan ticketBackbone=DenseNet-100, Trigger Source=Oracle2022.05 | 8.5 | 173.6 | |
| H-Trojan ticketBackbone=VGG-16, Trigger Source=Detected2022.05 | 8 | 140.5 |