Face Forgery Detection on DFDCP
90.5Frame-level AUCSeLop
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SeLopVenue=-, Trained on FF++=true2026.01 | 90.5 | 90.2 | |
| Forensics-AdapterVenue=CVPR’25, Trained on FF++=true2026.01 | 89 | 89.6 | |
| Forensics AdapterTraining Dataset=FaceForensics++, Evaluation Level=frame-level2026.04 | 89 | — | |
| CoRITVenues=-, Backbone=CLIP-ViT-L/14, Optimizer=SAM, Backbone Status=Frozen2026.03 | 88.8 | — | |
| GM-DFVenue=ACM MM’25, Trained on FF++=true2026.01 | 88.2 | 88.8 | |
| FreqDebiasVenues=CVPR’252026.03 | 86.8 | — | |
| SFAMTraining Dataset=FaceForensics++, Evaluation Level=frame-level2026.04 | 86.2 | — | |
| EffortVenue=ICML’25, Trained on FF++=true2026.01 | 86 | 88.6 | |
| UDDVenue=AAAI’25, Trained on FF++=true2026.01 | 85.6 | — | |
| UDDVenues=AAAI’252026.03 | 85.6 | — | |
| EDVenue=AAAI’24, Trained on FF++=true2026.01 | 85.1 | — | |
| ED [55]Venues=AAAI’242026.03 | 85.1 | — | |
| FIA-USAVenue=arXiv’25, Trained on FF++=true2026.01 | 81.8 | — | |
| FIA-USAVenues=NIPS’252026.03 | 81.8 | — | |
| ForAdaVenues=CVPR’25, Backbone=CLIP-ViT-L/14, Optimizer=SAM, Backbone Status=Trainable2026.03 | 81.6 | — | |
| LSDAVenue=CVPR’24, Trained on FF++=true2026.01 | 81.5 | 82.6 | |
| LSDAVenues=CVPR’242026.03 | 81.5 | — | |
| DiffFakeVenues=NIPS’242026.03 | 81 | — | |
| KNDVenues=MM’252026.03 | 80.3 | — | |
| SBIVenues=CVPR’222026.03 | 79.9 | — | |
| EffortTraining Dataset=FaceForensics++, Evaluation Level=frame-level2026.04 | 79.9 | — | |
| FoCusVenues=TIFS’242026.03 | 77.8 | — | |
| UCFVenue=ICCV’23, Trained on FF++=true2026.01 | 75.9 | 76.3 | |
| UCFVenues=ICCV’232026.03 | 75.9 | — | |
| CFMVenue=TIFS’24, Trained on FF++=true2026.01 | 75.8 | — | |
| UniFDVenues=CVPR’23, Backbone=CLIP-ViT-L/14, Optimizer=SAM, Backbone Status=Frozen2026.03 | 75.5 | — | |
| MesoIncepPrivacy Preserving=None, Type=Plain2026.03 | 74.57 | — | |
| FFDVenues=CVPR’202026.03 | 74.3 | — | |
| SPSLVenue=CVPR’21, Trained on FF++=true2026.01 | 74.1 | 76.7 | |
| SRMVenue=CVPR’21, Trained on FF++=true2026.01 | 74.1 | 76 | |
| SPSLVenues=CVPR’212026.03 | 74.1 | — | |
| SRMVenues=CVPR’212026.03 | 74.1 | — | |
| XceptionVenue=ICCV’19, Trained on FF++=true2026.01 | 73.7 | 75.5 | |
| XceptionVenues=ICCV’192026.03 | 73.7 | — | |
| F3NetVenue=ECCV’20, Trained on FF++=true2026.01 | 73.5 | 74.9 | |
| F3NetVenues=AAAI’202026.03 | 73.5 | — | |
| RecceVenue=CVPR’22, Trained on FF++=true2026.01 | 73.4 | 75.2 | |
| RecceVenues=CVPR’222026.03 | 73.4 | — | |
| XceptionTraining Dataset=FaceForensics++, Evaluation Level=frame-level2026.04 | 73 | — | |
| EfficientB4Venues=ICML’192026.03 | 72.8 | — | |
| HiNetFFD Detector=MesoIncep, Type=Plain2026.03 | 71.73 | — | |
| StegaFFDPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 71.03 | — | |
| F3NetPrivacy Preserving=None, Type=Freq.2026.03 | 70.84 | — | |
| FFDTraining Dataset=FaceForensics++, Evaluation Level=frame-level2026.04 | 70.5 | — | |
| F3NetTraining Dataset=FaceForensics++, Evaluation Level=frame-level2026.04 | 70.4 | — | |
| RECCETraining Dataset=FaceForensics++, Evaluation Level=frame-level2026.04 | 69.8 | — | |
| Face X-rayVenues=CVPR’202026.03 | 69.4 | — | |
| UCFTraining Dataset=FaceForensics++, Evaluation Level=frame-level2026.04 | 69.3 | — | |
| HiDDeNFFD Detector=MesoIncep, Type=Plain2026.03 | 69.25 | — | |
| SFDAPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 68.85 | — | |
| XceptionPrivacy Preserving=None, Type=Plain2026.03 | 68.11 | — | |
| BalujaNetFFD Detector=MesoIncep, Type=Plain2026.03 | 66.96 | — | |
| BalujaNetFFD Detector=F3Net, Type=Freq.2026.03 | 66.88 | — | |
| CLIPTraining Dataset=FaceForensics++, Evaluation Level=frame-level2026.04 | 66.1 | — | |
| SFDA+SDAPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 65.78 | — | |
| WengNetFFD Detector=Xception, Type=Plain2026.03 | 65.74 | — | |
| HiDDeNFFD Detector=Xception, Type=Plain2026.03 | 64.45 | — | |
| HiNetFFD Detector=Xception, Type=Plain2026.03 | 64.26 | — | |
| Efficientnet-B4Training Dataset=FaceForensics++, Evaluation Level=frame-level2026.04 | 64.1 | — | |
| FWAVenues=CVPRW’192026.03 | 63.8 | — | |
| BalujaNetFFD Detector=Xception, Type=Plain2026.03 | 63.15 | — | |
| WengNetFFD Detector=F3Net, Type=Freq.2026.03 | 62.52 | — | |
| HiDDeNFFD Detector=F3Net, Type=Freq.2026.03 | 62.42 | — | |
| FalcoFFD Detector=F3Net, Type=Freq.2026.03 | 62.32 | — | |
| FalcoFFD Detector=Xception, Type=Plain2026.03 | 61.92 | — | |
| FalcoFFD Detector=MesoIncep, Type=Plain2026.03 | 61.4 | — | |
| HiNetFFD Detector=F3Net, Type=Freq.2026.03 | 60.59 | — | |
| WengNetFFD Detector=Meso4, Type=Plain2026.03 | 59.16 | — | |
| BalujaNetFFD Detector=Meso4, Type=Plain2026.03 | 58.86 | — | |
| HiDDeNFFD Detector=Meso4, Type=Plain2026.03 | 57.9 | — | |
| FalcoFFD Detector=Meso4, Type=Plain2026.03 | 55.81 | — | |
| HiNetFFD Detector=Meso4, Type=Plain2026.03 | 55.29 | — | |
| WengNetFFD Detector=MesoIncep, Type=Plain2026.03 | 52.98 | — | |
| Meso4Privacy Preserving=None, Type=Plain2026.03 | 49.03 | — |