Deepfake Detection on Protocol 1 (FF++, DFDCP, DFD, CDF2) v1 (test)
99.8Accuracy on FF++Face-D²CL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Face-D²CLVenue=-, Replay=×, Stage=Task12026.04 | 99.8 | — | — | — | 99.8 | |
| Face-D²CLVenue=-, Replay=×, Stage=Task32026.04 | 99.8 | 94.4 | 98 | — | 97.4 | |
| Face-D²CLVenue=-, Replay=×, Stage=Task42026.04 | 99.8 | 95.2 | 96.4 | 95.2 | 96.7 | |
| DFD-FCGVenue=CVPR’25, Replay=/, Stage=Task12026.04 | 99.7 | — | — | — | 99.7 | |
| DFFreqVenue=TIFS’26, Replay=/, Stage=Task12026.04 | 99.7 | — | — | — | 99.7 | |
| Face-D²CLVenue=-, Replay=×, Stage=Task22026.04 | 99.6 | 96.2 | — | — | 97.9 | |
| DFD-FCGVenue=CVPR’25, Replay=/, Stage=Task22026.04 | 99.5 | 95.7 | — | — | 97.6 | |
| DFD-FCGVenue=CVPR’25, Replay=/, Stage=Task32026.04 | 99.5 | 94.2 | 96.3 | — | 96.7 | |
| DFD-FCGVenue=CVPR’25, Replay=/, Stage=Task42026.04 | 99.5 | 94.1 | 96 | 93.4 | 95.6 | |
| SUR-LIDVenue=CVPR’25, Replay=✓, Stage=Task12026.04 | 99.4 | — | — | — | 99.4 | |
| SUR-LIDVenue=CVPR’25, Replay=✓, Stage=Task22026.04 | 99.4 | 92.6 | — | — | 96 | |
| SAIDOVenue=CVPR’26, Replay=×, Stage=Task12026.04 | 99 | — | — | — | 99 | |
| SAIDOVenue=CVPR’26, Replay=×, Stage=Task32026.04 | 99 | 85.2 | 97.4 | — | 93.9 | |
| SUR-LIDVenue=CVPR’25, Replay=✓, Stage=Task32026.04 | 98.7 | 93.2 | 98.1 | — | 96.7 | |
| SUR-LIDVenue=CVPR’25, Replay=✓, Stage=Task42026.04 | 98.7 | 93.6 | 97.4 | 94.2 | 95.9 | |
| SAIDOVenue=CVPR’26, Replay=×, Stage=Task22026.04 | 98.1 | 83.9 | — | — | 91 | |
| DFILVenue=ACM MM’23, Replay=✓, Stage=Task12026.04 | 97.7 | — | — | — | 97.7 | |
| DFILVenue=ACM MM’23, Replay=✓, Stage=Task22026.04 | 97.4 | 82.9 | — | — | 90.2 | |
| SAIDOVenue=CVPR’26, Replay=×, Stage=Task42026.04 | 97.1 | 85.8 | 97.7 | 85.8 | 91.6 | |
| DFILVenue=ACM MM’23, Replay=✓, Stage=Task32026.04 | 94.2 | 77.7 | 80.7 | — | 84.2 | |
| DFFreqVenue=TIFS’26, Replay=/, Stage=Task32026.04 | 90.3 | 44.2 | 99.4 | — | 78 | |
| DFILVenue=ACM MM’23, Replay=✓, Stage=Task42026.04 | 87.4 | 68.1 | 74.2 | 88.4 | 79.5 | |
| DFFreqVenue=TIFS’26, Replay=/, Stage=Task42026.04 | 83.6 | 56.8 | 78.1 | 83.9 | 75.6 | |
| DFFreqVenue=TIFS’26, Replay=/, Stage=Task22026.04 | 38.7 | 89.4 | — | — | 64 |