Deepfake Detection on Celeb-DF v2 (test)
0.999Video-level AUCExposing the Deception
Evaluation Results
| Method | Links | |
|---|---|---|
| Exposing the Deception2026.04 | 0.999 | |
| Frequency-Aware Triple Branch NetworkBackbone=Xception2026.04 | 0.999 | |
| Wu et al. 20232026.04 | 0.998 | |
| FreqBlender2026.04 | 0.993 | |
| Agarwal et al. 20202026.04 | 0.99 | |
| Xception2026.04 | 0.985 | |
| SFAMTraining Dataset=UADFV2026.04 | 0.965 | |
| OursVenue=N/A2024.08 | 0.947 | |
| CDFATraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.03 | 0.938 | |
| SBIs2026.04 | 0.937 | |
| XceptionTraining Dataset=UADFV2026.04 | 0.935 | |
| FInfer2026.04 | 0.933 | |
| SFAMTraining Dataset=CDv12026.04 | 0.929 | |
| OPRVenue=-, Training Dataset=FF++2024.08 | 0.925 | |
| TALL-SwinVenue=ICCV 20232024.08 | 0.908 | |
| ProDet + TSRLTraining Dataset=FF++ (c23), TSRL Integration=true, Retrained=true2026.03 | 0.907 | |
| DeepfakeUCL2026.04 | 0.905 | |
| Effort + TSRLTraining Dataset=FF++ (c23), TSRL Integration=true, Retrained=true2026.03 | 0.901 | |
| AltFreezingVenue=CVPR23, Training Dataset=FF++2024.08 | 0.895 | |
| AltFreezingVenue=CVPR 20232024.08 | 0.895 | |
| NACOVenue=ECCV 20242024.08 | 0.895 | |
| LTTDVenue=NeurIPS 20222024.08 | 0.893 | |
| Choi et al.Venue=CVPR24, Training Dataset=FF++2024.08 | 0.89 | |
| StyleDFDVenue=CVPR 20242024.08 | 0.89 | |
| TD-3DCNN2026.04 | 0.888 | |
| SBITraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.03 | 0.886 | |
| ProDetTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=true2026.03 | 0.884 | |
| LSDATraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.03 | 0.875 | |
| EffortTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=true2026.03 | 0.871 | |
| FTCNVenue=ICCV21, Training Dataset=FF++2024.08 | 0.869 | |
| FTCNVenue=ICCV 20212024.08 | 0.869 | |
| FT-two-stream2026.04 | 0.867 | |
| RealForensicsVenue=CVPR22, Training Dataset=FF++2024.08 | 0.857 | |
| RealForensicsVenue=CVPR 20222024.08 | 0.857 | |
| CLIP + TSRLTraining Dataset=FF++ (c23), TSRL Integration=true, Retrained=true2026.03 | 0.849 | |
| UCF + TSRLTraining Dataset=FF++ (c23), TSRL Integration=true, Retrained=true2026.03 | 0.843 | |
| SRMTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.03 | 0.84 | |
| SLADDTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.03 | 0.837 | |
| SFAMTraining Dataset=DFDC2026.04 | 0.837 | |
| TALLTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.03 | 0.831 | |
| LipForensicsVenue=CVPR21, Training Dataset=FF++2024.08 | 0.824 | |
| LipForensicsVenue=CVPR 20212024.08 | 0.824 | |
| DCLYear=2022, Training Dataset=FF++ (HQ)2025.06 | 0.823 | |
| RECCETraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.03 | 0.823 | |
| UCFTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=true2026.03 | 0.807 | |
| SPSLTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.03 | 0.799 | |
| CORE + TSRLTraining Dataset=FF++ (c23), TSRL Integration=true, Retrained=true2026.03 | 0.798 | |
| GFFYear=2021, Training Dataset=FF++ (HQ)2025.06 | 0.794 | |
| IID + TSRLTraining Dataset=FF++ (c23), TSRL Integration=true, Retrained=true2026.03 | 0.791 | |
| HCILVenue=ECCV 20222024.08 | 0.79 | |
| F3NetTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.03 | 0.789 | |
| XceptionTraining Dataset=CDv12026.04 | 0.787 | |
| IIDTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=true2026.03 | 0.776 | |
| SFAMTraining Dataset=DFDCP2026.04 | 0.775 | |
| LTWYear=2021, Training Dataset=FF++ (HQ)2025.06 | 0.7714 | |
| CAST-B0Year=2025, Training Dataset=FF++ (HQ)2025.06 | 0.7698 | |
| MeST-FormerYear=2024, Training Dataset=FF++ (HQ)2025.06 | 0.7633 | |
| SFDGYear=2023, Training Dataset=FF++ (HQ)2025.06 | 0.7583 | |
| CLIPTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=true2026.03 | 0.751 | |
| CAST-B5Year=2025, Training Dataset=FF++ (HQ)2025.06 | 0.7492 | |
| Face X-rayYear=2020, Training Dataset=FF++ (HQ)2025.06 | 0.742 | |
| ID-MAMYear=2025, Training Dataset=FF++ (HQ)2025.06 | 0.7204 | |
| XceptionTraining Dataset=DFDC2026.04 | 0.703 | |
| CORETraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=true2026.03 | 0.697 | |
| RECCEYear=2022, Training Dataset=FF++ (HQ)2025.06 | 0.6871 | |
| MATYear=2021, Training Dataset=FF++ (HQ)2025.06 | 0.674 | |
| XceptionTraining Dataset=DFDCP2026.04 | 0.664 | |
| Meso42026.04 | 0.662 |