Deepfake Attack on FF++ spatial-based (test)
98.2ResNet AccuracyMIFGSM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MIFGSMCrafted from=ResNet2023.04 | 98.2 | 47.2 | 45.5 | 63.2 | 46.3 | |
| VMIFGSMCrafted from=ResNet2023.04 | 98 | 53 | 55 | 65.3 | 46.5 | |
| MStatAttackCrafted from=ResNet2023.04 | 97.3 | 62.1 | 83.1 | 73.2 | 46.7 | |
| StatAttackCrafted from=ResNet2023.04 | 96.5 | 65.9 | 81.3 | 71.2 | 49.5 | |
| FGSMCrafted from=ResNet2023.04 | 88.8 | 31.4 | 30.5 | 44.3 | 52.3 | |
| MStatAttackCrafted from=DenseNet2023.04 | 80.2 | 70.2 | 98.8 | 65.2 | 44.6 | |
| PGDCrafted from=ResNet2023.04 | 78.3 | 54.7 | 53.1 | 60 | 49.4 | |
| StatAttackCrafted from=DenseNet2023.04 | 75.1 | 60.1 | 97.3 | 60.6 | 47.5 | |
| VMIFGSMCrafted from=DenseNet2023.04 | 72 | 58 | 99.7 | 73.4 | 44.2 | |
| MIFGSMCrafted from=DenseNet2023.04 | 68.5 | 57.4 | 100 | 52.3 | 43.8 | |
| MStatAttackCrafted from=MobileNet2023.04 | 60.8 | 60.1 | 40.3 | 99.3 | 45.5 | |
| FGSMCrafted from=DenseNet2023.04 | 59.8 | 44.8 | 91.6 | 48.5 | 49.6 | |
| MStatAttackCrafted from=EfficientNet2023.04 | 57 | 98.8 | 58.8 | 68.3 | 46.3 | |
| StatAttackCrafted from=EfficientNet2023.04 | 53.2 | 97.6 | 51.4 | 66 | 47.2 | |
| StatAttackCrafted from=MobileNet2023.04 | 51.9 | 58.1 | 40.7 | 98.1 | 49.6 | |
| FGSMCrafted from=EfficientNet2023.04 | 51.5 | 84.6 | 44.7 | 41.5 | 51.3 | |
| MIFGSMCrafted from=EfficientNet2023.04 | 45.2 | 97.2 | 47.6 | 51.3 | 44.2 | |
| VMIFGSMCrafted from=EfficientNet2023.04 | 43.9 | 97.3 | 49.5 | 56.3 | 45.4 | |
| PGDCrafted from=DenseNet2023.04 | 43.3 | 38.1 | 95.7 | 59.4 | 46.5 | |
| VMIFGSMCrafted from=MobileNet2023.04 | 40.9 | 44.3 | 33.9 | 97.5 | 46.4 | |
| MIFGSMCrafted from=MobileNet2023.04 | 39.4 | 40.2 | 25.3 | 100 | 48.7 | |
| FGSMCrafted from=MobileNet2023.04 | 36.8 | 42.5 | 33.6 | 93.5 | 52.7 | |
| PGDCrafted from=EfficientNet2023.04 | 16.5 | 96.1 | 13.3 | 43.3 | 48.2 | |
| PGDCrafted from=MobileNet2023.04 | 10 | 25.9 | 6 | 94 | 50.1 |