Face Forgery Detection on Celeb-DF v1
99.6Video-level AUCVRAG-DFD
Evaluation Results
| Method | Links | |
|---|---|---|
| VRAG-DFDVenue=CVPRF 2026, Explainable=true, Research Topic=MLLM + Dynamic RAG2026.04 | 99.6 | |
| KFDVenue=ICML 2025, Explainable=true, Research Topic=MLLM + Static Knowledge2026.04 | 97.62 | |
| EffortVenue=ICML 2025, Explainable=false, Research Topic=Fine-tune CLIP-ViT2026.04 | 96.05 | |
| SBIVenue=CVPR 2022, Explainable=false, Research Topic=Blending2026.04 | 93.44 | |
| AltFreezingVenue=CVPR 2023, Explainable=false, Research Topic=Spatial + Temporal2026.04 | 88.48 | |
| F2TransVenue=TIFS 2023, Explainable=false, Research Topic=Attention + Wavelet2026.04 | 86.29 | |
| UCFVenue=ICCV 2023, Explainable=false, Research Topic=Disentanglement2026.04 | 86.08 | |
| F3-NetVenue=ECCV 2020, Explainable=false, Research Topic=Frequency + CNN2026.04 | 81.11 | |
| LFWLMethod Category=Method 2: Fusion, Training Dataset=DFDCP2026.05 | 76.59 | |
| LFWSMethod Category=Method 2: Fusion, Training Dataset=DFDCP2026.05 | 74.88 | |
| WDFMethod Category=Method 1, Training Dataset=DFDCP2026.05 | 71.81 | |
| LBPMethod Category=Method 1, Training Dataset=DFDCP2026.05 | 71.34 | |
| XceptMethod Category=Baseline CNNs, Training Dataset=DFDCP2026.05 | 69.96 | |
| EffB4Method Category=Baseline CNNs, Training Dataset=DFDCP2026.05 | 65.83 | |
| SPSLMethod Category=Frequency-based, Training Dataset=DFDCP2026.05 | 65.65 | |
| Meso4Method Category=Baseline CNNs, Training Dataset=DFDCP2026.05 | 65.04 | |
| F3NetMethod Category=Frequency-based, Training Dataset=DFDCP2026.05 | 64.97 | |
| SRMMethod Category=Frequency-based, Training Dataset=DFDCP2026.05 | 64.86 | |
| RNet34Method Category=Baseline CNNs, Training Dataset=DFDCP2026.05 | 60.66 |