Face Forgery Detection on FaceShifter HQ (FSh)
97.1Video-level AUCLipForensics
Evaluation Results
| Method | Links | |
|---|---|---|
| LipForensicsPre-training=Lipreading, Feature Extractor=Frozen2020.12 | 97.1 | |
| Ft wholePre-training=Lipreading, Fine-tuning=Full network2020.12 | 93.9 | |
| Face X-ray2020.12 | 92.8 | |
| ScratchPre-training=None2020.12 | 84.7 | |
| CNN-GRU2020.12 | 80.8 | |
| F3NetPrivacy Preserving=None, Type=Freq.2026.03 | 72.66 | |
| Xception2020.12 | 72 | |
| MesoIncepPrivacy Preserving=None, Type=Plain2026.03 | 69.21 | |
| Multi-task2020.12 | 66 | |
| CNN-aug2020.12 | 65.7 | |
| DSP-FWA2020.12 | 65.5 | |
| BalujaNetFFD Detector=MesoIncep, Type=Plain2026.03 | 63.5 | |
| HiNetFFD Detector=MesoIncep, Type=Plain2026.03 | 62.15 | |
| HiDDeNFFD Detector=MesoIncep, Type=Plain2026.03 | 61.72 | |
| XceptionPrivacy Preserving=None, Type=Plain2026.03 | 59.48 | |
| StegaFFDPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 58.68 | |
| BalujaNetFFD Detector=F3Net, Type=Freq.2026.03 | 58.52 | |
| Patch-based2020.12 | 57.8 | |
| HiDDeNFFD Detector=F3Net, Type=Freq.2026.03 | 57.15 | |
| HiDDeNFFD Detector=Meso4, Type=Plain2026.03 | 56.94 | |
| FalcoFFD Detector=Xception, Type=Plain2026.03 | 54.98 | |
| FalcoFFD Detector=F3Net, Type=Freq.2026.03 | 54.54 | |
| FalcoFFD Detector=MesoIncep, Type=Plain2026.03 | 54.43 | |
| FalcoFFD Detector=Meso4, Type=Plain2026.03 | 54.06 | |
| WengNetFFD Detector=Meso4, Type=Plain2026.03 | 53.64 | |
| WengNetFFD Detector=F3Net, Type=Freq.2026.03 | 53.35 | |
| HiNetFFD Detector=F3Net, Type=Freq.2026.03 | 53.13 | |
| SFDAPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 53.04 | |
| Meso4Privacy Preserving=None, Type=Plain2026.03 | 52.9 | |
| BalujaNetFFD Detector=Meso4, Type=Plain2026.03 | 50.85 | |
| BalujaNetFFD Detector=Xception, Type=Plain2026.03 | 50.75 | |
| WengNetFFD Detector=Xception, Type=Plain2026.03 | 50.44 | |
| HiNetFFD Detector=Meso4, Type=Plain2026.03 | 50.38 | |
| WengNetFFD Detector=MesoIncep, Type=Plain2026.03 | 50.23 | |
| SFDA+SDAPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 50.03 | |
| HiDDeNFFD Detector=Xception, Type=Plain2026.03 | 49.64 | |
| HiNetFFD Detector=Xception, Type=Plain2026.03 | 47.01 |