Face Forgery Detection on DFD (Frame-level AUC, Avg)
93.3Frame-level AUCForensics-Adapter
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Forensics-AdapterVenue=CVPR’25, Trained on FF++=true2026.01 | 93.3 | 89.6 | |
| EffortVenue=ICML’25, Trained on FF++=true2026.01 | 93.2 | 88.6 | |
| GM-DFVenue=ACM MM’25, Trained on FF++=true2026.01 | 92.8 | 88.8 | |
| SeLopVenue=-, Trained on FF++=true2026.01 | 92.6 | 90.2 | |
| CFMVenue=TIFS’24, Trained on FF++=true2026.01 | 91.5 | — | |
| UDDVenue=AAAI’25, Trained on FF++=true2026.01 | 91 | — | |
| LSDAVenue=CVPR’24, Trained on FF++=true2026.01 | 88 | 82.6 | |
| F3NetPrivacy Preserving=None, Type=Freq.2026.03 | 83.88 | — | |
| XceptionPrivacy Preserving=None, Type=Plain2026.03 | 82.11 | — | |
| FIA-USAVenue=arXiv’25, Trained on FF++=true2026.01 | 82.1 | — | |
| XceptionVenue=ICCV’19, Trained on FF++=true2026.01 | 81.6 | 75.5 | |
| SFDA+SDAPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 81.47 | — | |
| SPSLVenue=CVPR’21, Trained on FF++=true2026.01 | 81.2 | 76.7 | |
| SRMVenue=CVPR’21, Trained on FF++=true2026.01 | 81.2 | 76 | |
| RecceVenue=CVPR’22, Trained on FF++=true2026.01 | 81.2 | 75.2 | |
| UCFVenue=ICCV’23, Trained on FF++=true2026.01 | 80.7 | 76.3 | |
| StegaFFDPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 80.64 | — | |
| SFDAPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 80.23 | — | |
| F3NetVenue=ECCV’20, Trained on FF++=true2026.01 | 79.8 | 74.9 | |
| BalujaNetFFD Detector=F3Net, Type=Freq.2026.03 | 76.36 | — | |
| BalujaNetFFD Detector=Xception, Type=Plain2026.03 | 75.55 | — | |
| HiDDeNFFD Detector=Xception, Type=Plain2026.03 | 72.07 | — | |
| HiNetFFD Detector=F3Net, Type=Freq.2026.03 | 71.83 | — | |
| WengNetFFD Detector=Xception, Type=Plain2026.03 | 70.5 | — | |
| HiNetFFD Detector=Xception, Type=Plain2026.03 | 70.4 | — | |
| WengNetFFD Detector=F3Net, Type=Freq.2026.03 | 70.38 | — | |
| HiDDeNFFD Detector=F3Net, Type=Freq.2026.03 | 69.02 | — | |
| BalujaNetFFD Detector=MesoIncep, Type=Plain2026.03 | 61.52 | — | |
| MesoIncepPrivacy Preserving=None, Type=Plain2026.03 | 59.8 | — | |
| FalcoFFD Detector=Xception, Type=Plain2026.03 | 59.49 | — | |
| HiNetFFD Detector=MesoIncep, Type=Plain2026.03 | 58.77 | — | |
| HiDDeNFFD Detector=MesoIncep, Type=Plain2026.03 | 58.34 | — | |
| FalcoFFD Detector=F3Net, Type=Freq.2026.03 | 56.59 | — | |
| HiDDeNFFD Detector=Meso4, Type=Plain2026.03 | 53.32 | — | |
| Meso4Privacy Preserving=None, Type=Plain2026.03 | 52.97 | — | |
| WengNetFFD Detector=MesoIncep, Type=Plain2026.03 | 52.48 | — | |
| WengNetFFD Detector=Meso4, Type=Plain2026.03 | 51.89 | — | |
| BalujaNetFFD Detector=Meso4, Type=Plain2026.03 | 50.7 | — | |
| HiNetFFD Detector=Meso4, Type=Plain2026.03 | 50.61 | — | |
| FalcoFFD Detector=MesoIncep, Type=Plain2026.03 | 50.15 | — | |
| FalcoFFD Detector=Meso4, Type=Plain2026.03 | 49.23 | — |