Face Forgery Detection on CDF v2
90.1Frame-level AUCSeLop
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SeLopVenue=-, Trained on FF++=true2026.01 | 90.1 | 90.2 | |
| Forensics-AdapterVenue=CVPR’25, Trained on FF++=true2026.01 | 90 | 89.6 | |
| EffortVenue=ICML’25, Trained on FF++=true2026.01 | 89.8 | 88.6 | |
| GM-DFVenue=ACM MM’25, Trained on FF++=true2026.01 | 89.2 | 88.8 | |
| UDDVenue=AAAI’25, Trained on FF++=true2026.01 | 86.9 | — | |
| FIA-USAVenue=arXiv’25, Trained on FF++=true2026.01 | 86.7 | — | |
| EDVenue=AAAI’24, Trained on FF++=true2026.01 | 86.4 | — | |
| LSDAVenue=CVPR’24, Trained on FF++=true2026.01 | 83 | 82.6 | |
| CFMVenue=TIFS’24, Trained on FF++=true2026.01 | 82.8 | — | |
| SPSLVenue=CVPR’21, Trained on FF++=true2026.01 | 76.5 | 76.7 | |
| XceptionPrivacy Preserving=None, Type=Plain2026.03 | 75.97 | — | |
| SRMVenue=CVPR’21, Trained on FF++=true2026.01 | 75.5 | 76 | |
| UCFVenue=ICCV’23, Trained on FF++=true2026.01 | 75.3 | 76.3 | |
| XceptionVenue=ICCV’19, Trained on FF++=true2026.01 | 73.7 | 75.5 | |
| F3NetVenue=ECCV’20, Trained on FF++=true2026.01 | 73.5 | 74.9 | |
| RecceVenue=CVPR’22, Trained on FF++=true2026.01 | 73.2 | 75.2 | |
| StegaFFDPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 72.43 | — | |
| SFDA+SDAPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 72.41 | — | |
| WengNetFFD Detector=F3Net, Type=Freq.2026.03 | 72.17 | — | |
| HiNetFFD Detector=F3Net, Type=Freq.2026.03 | 71.08 | — | |
| MesoIncepPrivacy Preserving=None, Type=Plain2026.03 | 70.02 | — | |
| HiDDeNFFD Detector=F3Net, Type=Freq.2026.03 | 69.55 | — | |
| BalujaNetFFD Detector=Xception, Type=Plain2026.03 | 68.9 | — | |
| HiDDeNFFD Detector=MesoIncep, Type=Plain2026.03 | 67.99 | — | |
| HiNetFFD Detector=Xception, Type=Plain2026.03 | 66.94 | — | |
| WengNetFFD Detector=Xception, Type=Plain2026.03 | 66.23 | — | |
| SFDAPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 66.2 | — | |
| BalujaNetFFD Detector=F3Net, Type=Freq.2026.03 | 65.93 | — | |
| FalcoFFD Detector=Xception, Type=Plain2026.03 | 65.41 | — | |
| F3NetPrivacy Preserving=None, Type=Freq.2026.03 | 64.89 | — | |
| HiDDeNFFD Detector=Meso4, Type=Plain2026.03 | 64.65 | — | |
| HiDDeNFFD Detector=Xception, Type=Plain2026.03 | 64.27 | — | |
| BalujaNetFFD Detector=MesoIncep, Type=Plain2026.03 | 64.05 | — | |
| FalcoFFD Detector=MesoIncep, Type=Plain2026.03 | 62.56 | — | |
| HiNetFFD Detector=MesoIncep, Type=Plain2026.03 | 62.56 | — | |
| BalujaNetFFD Detector=Meso4, Type=Plain2026.03 | 62.4 | — | |
| HiNetFFD Detector=Meso4, Type=Plain2026.03 | 60.6 | — | |
| FalcoFFD Detector=F3Net, Type=Freq.2026.03 | 59.04 | — | |
| WengNetFFD Detector=Meso4, Type=Plain2026.03 | 58.16 | — | |
| WengNetFFD Detector=MesoIncep, Type=Plain2026.03 | 57.47 | — | |
| FalcoFFD Detector=Meso4, Type=Plain2026.03 | 55.93 | — | |
| Meso4Privacy Preserving=None, Type=Plain2026.03 | 55.65 | — |