Backdoor Detection on GTSRB SIG attack (test)
97.63AUCMNTD
Evaluation results
| Method | Links | |
|---|---|---|
| MNTDModel Architecture=SENet18, Architecture Visibility=Given2025.12 | 97.63 | |
| ARCGENModel Architecture=SENet18, Architecture Visibility=Given2025.12 | 97.03 | |
| ARCGENModel Architecture=ResNet18, Architecture Visibility=Given2025.12 | 95.03 | |
| MNTDModel Architecture=ResNet18, Architecture Visibility=Given2025.12 | 93.25 | |
| ARCGENModel Architecture=EfficientNetB0, Architecture Visibility=Unseen2025.12 | 90.23 | |
| ARCGENModel Architecture=MobileNetV2, Architecture Visibility=Unseen2025.12 | 89.73 | |
| ARCGENModel Architecture=ShuffleNetV2, Architecture Visibility=Unseen2025.12 | 88.01 | |
| ULPsModel Architecture=SENet18, Architecture Visibility=Given2025.12 | 83.07 | |
| MNTDModel Architecture=EfficientNetB0, Architecture Visibility=Unseen2025.12 | 81.97 | |
| MNTDModel Architecture=ShuffleNetV2, Architecture Visibility=Unseen2025.12 | 81.65 | |
| ULPsModel Architecture=ResNet18, Architecture Visibility=Given2025.12 | 76.54 | |
| ULPsModel Architecture=ShuffleNetV2, Architecture Visibility=Unseen2025.12 | 76.47 | |
| MNTDModel Architecture=MobileNetV2, Architecture Visibility=Unseen2025.12 | 69.26 | |
| ULPsModel Architecture=MobileNetV2, Architecture Visibility=Unseen2025.12 | 56.06 | |
| ULPsModel Architecture=EfficientNetB0, Architecture Visibility=Unseen2025.12 | 41.51 |