Deepfake Detection on Celeb-DF v1 (test)
0.961AUCSFAM
Evaluation Results
| Method | Links | |
|---|---|---|
| SFAMTraining Dataset=UADFV2026.04 | 0.961 | |
| Forensics AdapterTraining Dataset=UADFV2026.04 | 0.96 | |
| EffortTraining Dataset=UADFV2026.04 | 0.951 | |
| FFDTraining Dataset=UADFV2026.04 | 0.926 | |
| Efficientnet-B4Training Dataset=UADFV2026.04 | 0.923 | |
| UCFTraining Dataset=UADFV2026.04 | 0.923 | |
| XceptionTraining Dataset=UADFV2026.04 | 0.922 | |
| RECCETraining Dataset=UADFV2026.04 | 0.903 | |
| F3NetTraining Dataset=UADFV2026.04 | 0.891 | |
| SFAMTraining Dataset=CDv22026.04 | 0.865 | |
| Forensics AdapterTraining Dataset=CDv22026.04 | 0.857 | |
| CLIPTraining Dataset=UADFV2026.04 | 0.842 | |
| EffortTraining Dataset=CDv22026.04 | 0.815 | |
| SFAMTraining Dataset=DFDC2026.04 | 0.814 | |
| EffortTraining Dataset=DFDCP2026.04 | 0.778 | |
| CLIPTraining Dataset=DFDC2026.04 | 0.76 | |
| SFAMTraining Dataset=DFDCP2026.04 | 0.747 | |
| UCFTraining Dataset=DFDCP2026.04 | 0.742 | |
| F3NetTraining Dataset=DFDC2026.04 | 0.737 | |
| FFDTraining Dataset=DFDC2026.04 | 0.735 | |
| EffortTraining Dataset=DFDC2026.04 | 0.731 | |
| RECCETraining Dataset=DFDC2026.04 | 0.73 | |
| UCFTraining Dataset=CDv22026.04 | 0.72 | |
| Efficientnet-B4Training Dataset=CDv22026.04 | 0.713 | |
| CLIPTraining Dataset=DFDCP2026.04 | 0.712 | |
| RECCETraining Dataset=CDv22026.04 | 0.704 | |
| FFDTraining Dataset=DFDCP2026.04 | 0.699 | |
| XceptionTraining Dataset=CDv22026.04 | 0.697 | |
| CLIPTraining Dataset=CDv22026.04 | 0.697 | |
| UCFTraining Dataset=DFDC2026.04 | 0.691 | |
| Forensics AdapterTraining Dataset=DFDC2026.04 | 0.688 | |
| F3NetTraining Dataset=CDv22026.04 | 0.677 | |
| F3NetTraining Dataset=DFDCP2026.04 | 0.673 | |
| Forensics AdapterTraining Dataset=DFDCP2026.04 | 0.665 | |
| XceptionTraining Dataset=DFDC2026.04 | 0.66 | |
| Efficientnet-B4Training Dataset=DFDC2026.04 | 0.659 | |
| RECCETraining Dataset=DFDCP2026.04 | 0.656 | |
| Efficientnet-B4Training Dataset=DFDCP2026.04 | 0.645 | |
| XceptionTraining Dataset=DFDCP2026.04 | 0.623 | |
| FFDTraining Dataset=CDv22026.04 | 0.571 |