Face Forgery Detection on CDF v1
92.4Frame-level AUCSeLop
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SeLopVenue=-, Trained on FF++=true2026.01 | 92.4 | 90.2 | |
| EffortVenue=ICML’25, Trained on FF++=true2026.01 | 91.5 | 88.6 | |
| Forensics-AdapterVenue=CVPR’25, Trained on FF++=true2026.01 | 91.4 | 89.6 | |
| FIA-USAVenue=arXiv’25, Trained on FF++=true2026.01 | 90.1 | — | |
| GM-DFVenue=ACM MM’25, Trained on FF++=true2026.01 | 89.3 | 88.8 | |
| LSDAVenue=CVPR’24, Trained on FF++=true2026.01 | 86.7 | 82.6 | |
| EDVenue=AAAI’24, Trained on FF++=true2026.01 | 81.8 | — | |
| SPSLVenue=CVPR’21, Trained on FF++=true2026.01 | 81.5 | 76.7 | |
| SRMVenue=CVPR’21, Trained on FF++=true2026.01 | 79.3 | 76 | |
| XceptionVenue=ICCV’19, Trained on FF++=true2026.01 | 77.9 | 75.5 | |
| UCFVenue=ICCV’23, Trained on FF++=true2026.01 | 77.9 | 76.3 | |
| F3NetVenue=ECCV’20, Trained on FF++=true2026.01 | 77.7 | 74.9 | |
| RecceVenue=CVPR’22, Trained on FF++=true2026.01 | 76.8 | 75.2 | |
| StegaFFDPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 0.8122 | — | |
| SFDA+SDAPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 0.7715 | — | |
| WengNetFFD Detector=F3Net, Type=Freq.2026.03 | 0.764 | — | |
| HiNetFFD Detector=Xception, Type=Plain2026.03 | 0.7494 | — | |
| XceptionPrivacy Preserving=None, Type=Plain2026.03 | 0.7485 | — | |
| SFDAPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 0.7257 | — | |
| HiNetFFD Detector=F3Net, Type=Freq.2026.03 | 0.7245 | — | |
| MesoIncepPrivacy Preserving=None, Type=Plain2026.03 | 0.7084 | — | |
| BalujaNetFFD Detector=Xception, Type=Plain2026.03 | 0.7056 | — | |
| FalcoFFD Detector=Xception, Type=Plain2026.03 | 0.6912 | — | |
| HiDDeNFFD Detector=Xception, Type=Plain2026.03 | 0.6896 | — | |
| HiDDeNFFD Detector=F3Net, Type=Freq.2026.03 | 0.688 | — | |
| WengNetFFD Detector=Xception, Type=Plain2026.03 | 0.677 | — | |
| BalujaNetFFD Detector=MesoIncep, Type=Plain2026.03 | 0.6624 | — | |
| HiDDeNFFD Detector=MesoIncep, Type=Plain2026.03 | 0.6564 | — | |
| HiNetFFD Detector=Meso4, Type=Plain2026.03 | 0.6411 | — | |
| HiDDeNFFD Detector=Meso4, Type=Plain2026.03 | 0.6393 | — | |
| Meso4Privacy Preserving=None, Type=Plain2026.03 | 0.6369 | — | |
| F3NetPrivacy Preserving=None, Type=Freq.2026.03 | 0.6291 | — | |
| BalujaNetFFD Detector=Meso4, Type=Plain2026.03 | 0.6248 | — | |
| BalujaNetFFD Detector=F3Net, Type=Freq.2026.03 | 0.6048 | — | |
| WengNetFFD Detector=MesoIncep, Type=Plain2026.03 | 0.6007 | — | |
| FalcoFFD Detector=MesoIncep, Type=Plain2026.03 | 0.5834 | — | |
| HiNetFFD Detector=MesoIncep, Type=Plain2026.03 | 0.5778 | — | |
| FalcoFFD Detector=F3Net, Type=Freq.2026.03 | 0.5653 | — | |
| WengNetFFD Detector=Meso4, Type=Plain2026.03 | 0.5166 | — | |
| FalcoFFD Detector=Meso4, Type=Plain2026.03 | 0.4535 | — |