Video-level Deepfake Detection on Google DeepFake Detection (DFD) (test)
99.51AUCLAA-Net (Ours w/ BI)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LAA-Net (Ours w/ BI)Venue=CVPR’24, Training set (Real)=✓, Training set (Fake)=×2026.04 | 99.51 | 99.8 | |
| AUNetVenue=CVPR’23, Training set (Real)=✓, Training set (Fake)=×2026.04 | 99.22 | — | |
| PCL+I2GVenue=ICCV’21, Training set (Real)=✓, Training set (Fake)=×2026.04 | 99.07 | — | |
| CADDM*Venue=CVPR’23, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 99.03 | 99.59 | |
| AltFreezingVenue=CVPR’23, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 98.5 | — | |
| FakeSTormerVenue=ICCV’25, Training set (Real)=✓, Training set (Fake)=×2026.04 | 98.5 | — | |
| LAA-Net (Ours w/ SBI)Venue=CVPR’24, Training set (Real)=✓, Training set (Fake)=×2026.04 | 98.43 | 99.4 | |
| RECCE*Venue=CVPR’22, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 98.26 | 79.42 | |
| LAA-Former (Ours w/ SBI)Venue=not specified, Training set (Real)=✓, Training set (Fake)=×2026.04 | 96.12 | 98.31 | |
| SBI*Venue=CVPR’22, Training set (Real)=✓, Training set (Fake)=×2026.04 | 96.04 | 92.79 | |
| LSDAVenue=CVPR’24, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 95.6 | — | |
| UDDVenue=AAAI’25, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 95.5 | — | |
| FaceXRay (w/ BI)Venue=CVPR’20, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 95.4 | 93.34 | |
| FA-ViTVenue=TCSVT’24, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 94.88 | — | |
| LAA-Former (Ours w/ BI)Venue=not specified, Training set (Real)=✓, Training set (Fake)=×2026.04 | 93.42 | 97.49 | |
| Multi-attentional*Venue=CVPR’21, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 92.95 | 96.51 | |
| Xception*Venue=ICCV’19, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 89.75 | 85.48 | |
| SFDGVenue=CVPR’23, Training set (Real)=✓, Training set (Fake)=✓2026.04 | 88 | — |