Adversarial Attack on Deepfake Detectors on FF++ (test)
87.5ASR (DCTA)MStatAttack
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MStatAttackCrafted from=DCTA2023.04 | 87.5 | 37.2 | 57.1 | |
| StatAttackCrafted from=DCTA2023.04 | 85 | 35.5 | 58.8 | |
| VMIFGSMCrafted from=DCTA2023.04 | 73.4 | 8.6 | 54 | |
| MIFGSMCrafted from=DCTA2023.04 | 72.3 | 7.5 | 55.2 | |
| PGDCrafted from=DCTA2023.04 | 65.2 | 2 | 61.2 | |
| FGSMCrafted from=DCTA2023.04 | 54.1 | 7.3 | 60.1 | |
| StatAttackCrafted from=DFTD2023.04 | 38.8 | 91.1 | 57.6 | |
| MStatAttackCrafted from=DFTD2023.04 | 37 | 93.2 | 57.3 | |
| StatAttackCrafted from=ResNet2023.04 | 18.5 | 23.7 | 59 | |
| MStatAttackCrafted from=ResNet2023.04 | 17.3 | 22.6 | 53.8 | |
| MIFGSMCrafted from=DFTD2023.04 | 8.1 | 83.7 | 57.1 | |
| VMIFGSMCrafted from=DFTD2023.04 | 6.3 | 85.6 | 55.3 | |
| FGSMCrafted from=DFTD2023.04 | 4.1 | 75.4 | 63.4 | |
| PGDCrafted from=DFTD2023.04 | 3.5 | 81.2 | 59.6 | |
| FGSMCrafted from=ResNet2023.04 | 1.2 | 2.1 | 62.3 | |
| MIFGSMCrafted from=ResNet2023.04 | 0.8 | 1 | 57.7 | |
| PGDCrafted from=ResNet2023.04 | 0.1 | 1.1 | 58.2 | |
| VMIFGSMCrafted from=ResNet2023.04 | 0 | 0 | 56.3 |