Deepfake Detection on DF40
98.06BlendFace ScoreKiMoI
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| KiMoIPristine only=true2025.12 | 98.06 | 98.05 | 96.86 | 97.66 | — | — | |
| AltfreezingPristine only=false2025.12 | 95.1 | 95.8 | 85.1 | 92 | — | — | |
| FakeSTormerPristine only=true2025.12 | 91.1 | 96.4 | 95 | 94.17 | — | — | |
| VBPristine only=true, Model selection protocol (test-time data)=true2025.12 | 90.6 | 96.4 | 94.6 | 93.87 | — | — | |
| SBI (c23)Pristine only=true2025.12 | 89.1 | 80.3 | 95.2 | 88.2 | — | — | |
| SLADDPristine only=false2025.12 | 88.2 | 94.3 | 95.4 | 92.63 | — | — | |
| LSDAPristine only=false, Model selection protocol (test-time data)=true2025.12 | 87.5 | 93.9 | 93 | 91.47 | — | — | |
| EffortPristine only=false, Model selection protocol (test-time data)=true2025.12 | 87.3 | 95.7 | 95.3 | 92.77 | — | — | |
| RECCEPristine only=false2025.12 | 83.2 | 94.9 | 92.5 | 90.2 | — | — | |
| UCFPristine only=false2025.12 | 82.7 | 93.7 | 95 | 90.47 | — | — | |
| F3NetPristine only=false2025.12 | 80.8 | 84.5 | 86.7 | 84 | — | — | |
| CDFAPristine only=false2025.12 | 75.6 | 94.2 | 82.3 | 84.03 | — | — | |
| SPSLPristine only=false2025.12 | 74.8 | 81.2 | 88.5 | 81.5 | — | — | |
| SRMPristine only=false2025.12 | 70.4 | 77.2 | 77.9 | 75.17 | — | — | |
| DFD-FCGProtocol=Protocol 12026.04 | — | — | — | — | 68.8 | 72.4 | |
| DFFreqProtocol=Protocol 12026.04 | — | — | — | — | 66.8 | 66.5 | |
| DFILProtocol=Protocol 12026.04 | — | — | — | — | 68 | 78.3 | |
| Face-D2CLProtocol=Protocol 12026.04 | — | — | — | — | 84.6 | 87.6 | |
| SAIDOProtocol=Protocol 12026.04 | — | — | — | — | 78 | 79.7 | |
| SUR-LIDProtocol=Protocol 12026.04 | — | — | — | — | 77.3 | 77.9 |