Face Forgery Detection on Celeb-DF v2
95.97Video-level AUCVRAG-DFD
Evaluation results
| Method | Links | |
|---|---|---|
| VRAG-DFDVenue=CVPRF 2026, Explainable=true, Research Topic=MLLM + Dynamic RAG2026.04 | 95.97 | |
| EffortVenue=ICML 2025, Explainable=false, Research Topic=Fine-tune CLIP-ViT2026.04 | 95.6 | |
| χ2-DFDVenue=NeurIPS 2025, Explainable=true, Research Topic=MLLM + Detector2026.04 | 95.5 | |
| LAA-NetVenue=CVPR 2024, Explainable=false, Research Topic=Attention + FPN2026.04 | 95.4 | |
| M2F2-DetVenue=CVPR 2025, Explainable=true, Research Topic=MLLM + Static Knowledge2026.04 | 95.1 | |
| KFDVenue=ICML 2025, Explainable=true, Research Topic=MLLM + Static Knowledge2026.04 | 94.71 | |
| FreqBlenderVenue=NeurIPS 2024, Explainable=false, Research Topic=Frequency + Blending2026.04 | 94.59 | |
| SBIVenue=CVPR 2022, Explainable=false, Research Topic=Blending2026.04 | 93.18 | |
| LESBVenue=WACVW 2025, Explainable=false, Research Topic=Blending2026.04 | 93.13 | |
| UDDVenue=AAAI 2025, Explainable=false, Research Topic=Token Shuffle + Mixing2026.04 | 93.1 | |
| AUNetVenue=CVPR 2023, Explainable=false, Research Topic=Facial AU2026.04 | 92.77 | |
| PCL+I2GVenue=ICCV 2021, Explainable=false, Research Topic=Blending2026.04 | 90.03 | |
| F2TransVenue=TIFS 2023, Explainable=false, Research Topic=Attention + Wavelet2026.04 | 89.87 | |
| AltFreezingVenue=CVPR 2023, Explainable=false, Research Topic=Spatial + Temporal2026.04 | 89.5 | |
| SeeABLEVenue=ICCV 2023, Explainable=false, Research Topic=Contrastive Learning2026.04 | 87.3 | |
| SRMVenue=CVPR 2021, Explainable=false, Research Topic=Attention + FPN2026.04 | 84 | |
| UCFVenue=ICCV 2023, Explainable=false, Research Topic=Disentanglement2026.04 | 83.73 | |
| LipForensicsPre-training=Lipreading, Feature Extractor=Frozen2020.12 | 82.4 | |
| DCLVenue=AAAI 2022, Explainable=false, Research Topic=Contrastive Learning2026.04 | 82.3 | |
| COREVenue=CVPR 2022, Explainable=false, Research Topic=Augmentation2026.04 | 80.9 | |
| SPSLVenue=CVPR 2021, Explainable=false, Research Topic=Phase Spectrum2026.04 | 79.9 | |
| Face X-ray2020.12 | 79.5 | |
| F3-NetVenue=ECCV 2020, Explainable=false, Research Topic=Frequency + CNN2026.04 | 77.92 | |
| LTWVenue=AAAI 2021, Explainable=false, Research Topic=Meta Training2026.04 | 77.14 | |
| Two-branch2020.12 | 76.7 | |
| Multi-task2020.12 | 75.7 | |
| CNN-aug2020.12 | 75.6 | |
| Xception2020.12 | 73.7 | |
| Ft wholePre-training=Lipreading, Fine-tuning=Full network2020.12 | 70.7 | |
| CNN-GRU2020.12 | 69.8 | |
| Patch-based2020.12 | 69.6 | |
| DSP-FWA2020.12 | 69.5 | |
| ScratchPre-training=None2020.12 | 62.5 |