Deepfake Detection on WildDeepfake (WDF)
0.8896Video-level AUCVRAG-DFD
Evaluation Results
| Method | Links | |
|---|---|---|
| VRAG-DFDVenue=CVPRF 2026, Explainable=true, Research Topic=MLLM + Dynamic RAG2026.04 | 0.8896 | |
| FCGPristine only=false2025.12 | 0.872 | |
| FSFMPristine only=false2025.12 | 0.8696 | |
| χ2-DFDVenue=NeurIPS 2025, Explainable=true, Research Topic=MLLM + Detector2026.04 | 0.864 | |
| EffortPristine only=false, Model selection protocol (test-time data)=true2025.12 | 0.848 | |
| VBPristine only=true, Model selection protocol (test-time data)=true2025.12 | 0.848 | |
| EffortVenue=ICML 2025, Explainable=false, Research Topic=Fine-tune CLIP-ViT2026.04 | 0.848 | |
| KiMoIPristine only=true2025.12 | 0.8352 | |
| CDFAPristine only=false2025.12 | 0.796 | |
| UCFVenue=ICCV 2023, Explainable=false, Research Topic=Disentanglement2026.04 | 0.7742 | |
| UCFPristine only=false2025.12 | 0.774 | |
| RECCEPristine only=false2025.12 | 0.756 | |
| LSDAPristine only=false, Model selection protocol (test-time data)=true2025.12 | 0.756 | |
| FakeSTormerPristine only=true2025.12 | 0.753 | |
| SFAPristine only=false2025.12 | 0.737 | |
| SBI (c23)Pristine only=true2025.12 | 0.7356 | |
| F3NetPristine only=false2025.12 | 0.728 | |
| F3-NetVenue=ECCV 2020, Explainable=false, Research Topic=Frequency + CNN2026.04 | 0.728 | |
| COREVenue=CVPR 2022, Explainable=false, Research Topic=Augmentation2026.04 | 0.724 | |
| SRMVenue=CVPR 2021, Explainable=false, Research Topic=Attention + FPN2026.04 | 0.722 | |
| DCLVenue=AAAI 2022, Explainable=false, Research Topic=Contrastive Learning2026.04 | 0.7114 | |
| SPSLPristine only=false2025.12 | 0.702 | |
| SRMPristine only=false2025.12 | 0.702 | |
| SPSLVenue=CVPR 2021, Explainable=false, Research Topic=Phase Spectrum2026.04 | 0.702 | |
| SLADDPristine only=false2025.12 | 0.69 | |
| SpInShieldevaluation_protocol=Adaptive white-box attack2026.05 | 0.6183 | |
| AltfreezingPristine only=false2025.12 | 0.5958 | |
| DFD-FCGevaluation_protocol=Adaptive white-box attack2026.05 | 0.5347 | |
| SLFevaluation_protocol=Adaptive white-box attack2026.05 | 0.4961 | |
| FakeSTevaluation_protocol=Adaptive white-box attack2026.05 | 0.4762 | |
| VideoMAEevaluation_protocol=Adaptive white-box attack2026.05 | 0.4327 |