Video-level Deepfake Detection on WildDeepfake (DFW) (test)
84.32AUCFA-ViT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FA-ViTVenue=TCSVT’24, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 84.32 | — | |
| LAA-Former (Ours w/ SBI)Venue=not specified, Training set (Real)=✓, Training set (Fake)=×2026.04 | 81.74 | 83.72 | |
| LAA-Net (Ours w/ SBI)Venue=CVPR’24, Training set (Real)=✓, Training set (Fake)=×2026.04 | 80.03 | 81.08 | |
| CADDM*Venue=CVPR’23, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 76.31 | 79.19 | |
| LSDAVenue=CVPR’24, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 75.6 | — | |
| FakeSTormerVenue=ICCV’25, Training set (Real)=✓, Training set (Fake)=×2026.04 | 74.2 | — | |
| Multi-attentional*Venue=CVPR’21, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 73.56 | 73.79 | |
| LAA-Former (Ours w/ BI)Venue=not specified, Training set (Real)=✓, Training set (Fake)=×2026.04 | 72.62 | 75.98 | |
| SFDGVenue=CVPR’23, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 69.27 | — | |
| RECCE*Venue=CVPR’22, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 68.16 | 54.41 | |
| SBI*Venue=CVPR’22, Training set (Real)=✓, Training set (Fake)=×2026.04 | 67.47 | 55.87 | |
| Xception*Venue=ICCV’19, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 65.29 | 55.37 | |
| LAA-Net (Ours w/ BI)Venue=CVPR’24, Training set (Real)=✓, Training set (Fake)=×2026.04 | 57.13 | 56.89 |