Deepfake Detection on DFD (Frame and Video AUC)
0.986Video AUCFakeSTormer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FakeSTormerPristine only=true2025.12 | 0.986 | — | |
| AltfreezingPristine only=false2025.12 | 0.985 | — | |
| SBI (c23)Pristine only=true2025.12 | 0.9816 | — | |
| PTFPristine only=false2025.12 | 0.973 | — | |
| KiMoIPristine only=true2025.12 | 0.9704 | — | |
| EffortPristine only=false, Model selection protocol (test-time data)=true2025.12 | 0.965 | — | |
| VBPristine only=true, Model selection protocol (test-time data)=true2025.12 | 0.965 | — | |
| FakeRadarPristine only=false2025.12 | 0.962 | — | |
| DeepShieldPristine only=true2025.12 | 0.961 | — | |
| LSDAPristine only=false, Model selection protocol (test-time data)=true2025.12 | 0.956 | — | |
| CDFAPristine only=false2025.12 | 0.954 | — | |
| FCGPristine only=false2025.12 | 0.93 | — | |
| SLADDPristine only=false2025.12 | 0.904 | — | |
| RECCEPristine only=false2025.12 | 0.891 | — | |
| SRMPristine only=false2025.12 | 0.885 | — | |
| SUR-LIDTraining Protocol=Protocol 12024.11 | 0.8803 | 0.8225 | |
| SPSLPristine only=false2025.12 | 0.871 | — | |
| SFAPristine only=false2025.12 | 0.8674 | — | |
| UCFPristine only=false2025.12 | 0.867 | — | |
| HDPTraining Protocol=Protocol 12024.11 | 0.8441 | 0.8039 | |
| F3NetPristine only=false2025.12 | 0.844 | — | |
| DFILTraining Protocol=Protocol 12024.11 | 0.8293 | 0.7719 | |
| Lower BoundTraining Protocol=Protocol 12024.11 | 0.7038 | 0.6705 |