Video-level Deepfake Detection on DeepFake Detection Challenge (DFDC) (test)
78.91AUCLAA-Former (Ours w/ SBI)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LAA-Former (Ours w/ SBI)Venue=not specified, Training set (Real)=✓, Training set (Fake)=×2026.04 | 78.91 | 80.01 | |
| FA-ViTVenue=TCSVT’24, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 78.32 | — | |
| FreqDebiasVenue=CVPR’25, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 77.8 | — | |
| LAA-Former (Ours w/ BI)Venue=not specified, Training set (Real)=✓, Training set (Fake)=×2026.04 | 76.84 | 80.82 | |
| FakeSTormerVenue=ICCV’25, Training set (Real)=✓, Training set (Fake)=×2026.04 | 74.6 | — | |
| AUNetVenue=CVPR’23, Training set (Real)=✓, Training set (Fake)=×2026.04 | 73.82 | — | |
| LSDAVenue=CVPR’24, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 73.5 | — | |
| LAA-Net (Ours w/ SBI)Venue=CVPR’24, Training set (Real)=✓, Training set (Fake)=×2026.04 | 72.43 | 74.46 | |
| AltFreezingVenue=CVPR’23, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 71.74 | — | |
| LAA-Net (Ours w/ BI)Venue=CVPR’24, Training set (Real)=✓, Training set (Fake)=×2026.04 | 71.36 | 73.02 | |
| RECCE*Venue=CVPR’22, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 71.19 | 68.97 | |
| CADDM*Venue=CVPR’23, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 70.33 | 70.01 | |
| Multi-attentional*Venue=CVPR’21, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 70.05 | 67.11 | |
| SBI*Venue=CVPR’22, Training set (Real)=✓, Training set (Fake)=×2026.04 | 69.77 | 72.25 | |
| PCL+I2GVenue=ICCV’21, Training set (Real)=✓, Training set (Fake)=×2026.04 | 67.52 | — | |
| Xception*Venue=ICCV’19, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 58.98 | 55.32 |