Video-level Deepfake Detection on DeepFake Detection Challenge Preview (DFDCP) (test)
96.3AUCLAA-Former (Ours w/ SBI)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LAA-Former (Ours w/ SBI)Venue=not specified, Training set (Real)=✓, Training set (Fake)=×2026.04 | 96.3 | 99.5 | |
| FakeSTormerVenue=ICCV’25, Training set (Real)=✓, Training set (Fake)=×2026.04 | 90 | — | |
| UDDVenue=AAAI’25, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 88.1 | — | |
| LAA-Net (Ours w/ SBI)Venue=CVPR’24, Training set (Real)=✓, Training set (Fake)=×2026.04 | 86.94 | 97.7 | |
| AUNetVenue=CVPR’23, Training set (Real)=✓, Training set (Fake)=×2026.04 | 86.16 | — | |
| FA-ViTVenue=TCSVT’24, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 85.41 | — | |
| Multi-attentional*Venue=CVPR’21, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 83.81 | 96.52 | |
| SBI*Venue=CVPR’22, Training set (Real)=✓, Training set (Fake)=×2026.04 | 82.22 | 93.24 | |
| LSDAVenue=CVPR’24, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 81.2 | — | |
| RECCE*Venue=CVPR’22, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 80.98 | 92.75 | |
| LAA-Former (Ours w/ BI)Venue=not specified, Training set (Real)=✓, Training set (Fake)=×2026.04 | 78.71 | 96.23 | |
| TALL-SwinVenue=ICCV’23, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 76.78 | — | |
| DFDTVenue=Appl.Sci.’22, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 76.1 | — | |
| PCL+I2GVenue=ICCV’21, Training set (Real)=✓, Training set (Fake)=×2026.04 | 74.27 | — | |
| ISTVTVenue=TIFS’23, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 74.2 | — | |
| SFDGVenue=CVPR’23, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 73.63 | — | |
| CADDM*Venue=CVPR’23, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 71 | 95.6 | |
| AltFreezingVenue=CVPR’23, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 70.84 | — | |
| Xception*Venue=ICCV’19, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 69.9 | 91.98 | |
| LAA-Net (Ours w/ BI)Venue=CVPR’24, Training set (Real)=✓, Training set (Fake)=×2026.04 | 69.69 | 93.67 | |
| FaceXRay (w/ BI)Venue=CVPR’20, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 65.5 | — |