Frame-level Deepfake Detection on DFD
94.8AUCFFTG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FFTGDFD=false, MLLM=true2026.01 | 94.8 | — | |
| UIA-ViTBackbone=ViT, Training Dataset=FF++(HQ), Reproduced Status=false2024.10 | 94.68 | — | |
| VLAForgeVenue=-2026.03 | 93.6 | — | |
| F. Adap.DFD=true, MLLM=false2026.01 | 93.3 | — | |
| ForAdaVenue=CVPR’252026.03 | 93.3 | — | |
| RLSBIDFD=false, MLLM=true2026.01 | 92.6 | — | |
| X2-DFDDFD=true, MLLM=true2026.01 | 92.5 | — | |
| TridentDFD=true, MLLM=false2026.01 | 92 | — | |
| DiffusionFake (En-b4)Backbone=EfficientNet-B4, Training Dataset=FF++(HQ)2024.10 | 91.71 | 16.27 | |
| DCLTraining Dataset=FF++(HQ), Reproduced Status=false2024.10 | 91.66 | 16.63 | |
| UDDVenue=AAAI’252026.03 | 91 | — | |
| DiffusionFake (ViT-B)Backbone=ViT-B, Training Dataset=FF++(HQ)2024.10 | 90.36 | 19.73 | |
| RECCETraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 89.91 | 19.95 | |
| LRLTraining Dataset=FF++(HQ), Reproduced Status=false2024.10 | 89.24 | 20.32 | |
| LTWTraining Dataset=FF++(HQ), Reproduced Status=false2024.10 | 88.56 | 20.57 | |
| SBITraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 88.13 | 17.25 | |
| LSDADFD=true, MLLM=false2026.01 | 88 | — | |
| LSDAVenue=CVPR’242026.03 | 88 | — | |
| XceptionBackbone=Xception, Training Dataset=FF++(HQ), Reproduced Status=false2024.10 | 87.86 | 21.04 | |
| MATTraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 87.58 | 21.73 | |
| EfficientNet-B4 (En-b4)Backbone=EfficientNet-B4, Training Dataset=FF++(HQ), Reproduced Status=true2024.10 | 87.57 | 21.31 | |
| F3-NetTraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 86.1 | 26.17 | |
| RepDFDVenue=AAAI’252026.03 | 85.8 | — | |
| Face X-rayTraining Dataset=FF++(HQ), Reproduced Status=false2024.10 | 85.6 | — | |
| GFFTraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 85.51 | 25.64 | |
| ProDetDFD=true, MLLM=false2026.01 | 84.8 | — | |
| ViT-BBackbone=ViT-B, Training Dataset=FF++(HQ), Reproduced Status=true2024.10 | 84.38 | 24.15 | |
| CADDMTraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 82.9 | 25.2 | |
| XceptionVenue=ICCV’192026.03 | 81.6 | — | |
| EfficientB4Venue=ICML‘192026.03 | 81.5 | — | |
| RECCEDFD=true, MLLM=false2026.01 | 81.2 | — | |
| SPSLVenue=CVPR’212026.03 | 81.2 | — | |
| SRMVenue=CVPR’212026.03 | 81.2 | — | |
| RecceVenue=CVPR’222026.03 | 81.2 | — | |
| UCFTraining Dataset=FF++(HQ), Reproduced Status=false2024.10 | 80.74 | — | |
| UCFDFD=true, MLLM=false2026.01 | 80.7 | — | |
| UCFVenue=ICCV’232026.03 | 80.7 | — | |
| FFDVenue=CVPR’202026.03 | 80.2 | — | |
| SBIDFD=true, MLLM=false2026.01 | 77.4 | — | |
| SBIVenue=CVPR’222026.03 | 77.4 | — | |
| X-RayDFD=true, MLLM=false2026.01 | 76.6 | — | |
| X-rayVenue=CVPR’202026.03 | 76.6 | — |