Deepfake Detection on OpenForensics
97.48Accuracy@0.5DAG-FDD + FFT
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DAG-FDD + FFTBackbone=Xception, Method Type=In-processing2026.06 | 97.48 | 99.68 | 3.47 | 9.56 | 13.03 | 96.01 | 14 | |
| DAG-FDDBackbone=Xception, Method Type=In-processing2026.06 | 97.07 | 99.64 | 2.05 | 13.14 | 15.18 | 95.16 | 14 | |
| PG-FDD + FFTBackbone=Xception, Method Type=In-processing2026.06 | 96.87 | 99.57 | 3.25 | 11.05 | 14.3 | 95.07 | 14 | |
| DAW-FDDBackbone=Xception, Method Type=In-processing2026.06 | 96.8 | 99.52 | 2.05 | 12.44 | 14.49 | 94.94 | 14 | |
| DAW-FDD + FFTBackbone=Xception, Method Type=In-processing2026.06 | 96.63 | 99.49 | 4.83 | 9.19 | 14.02 | 94.31 | 14 | |
| PG-FDDBackbone=Xception, Method Type=In-processing2026.06 | 96.43 | 99.51 | 4.91 | 9.9 | 14.81 | 94.53 | 14 | |
| DAID + FFTBackbone=Xception, Method Type=In-processing2026.06 | 96.36 | 99.4 | 5.61 | 10.63 | 16.24 | 95.2 | 14 | |
| DAIDBackbone=Xception, Method Type=In-processing2026.06 | 96 | 99.33 | 6.03 | 9.19 | 15.21 | 94.71 | 14 | |
| FFTBackbone=Xception, Method Type=Post-processing2026.06 | 95.64 | 99.15 | 6.32 | 13.95 | 20.28 | 94.13 | 13 | |
| BASEBackbone=Xception, Method Type=Reference2026.06 | 94.87 | 99.04 | 5.34 | 15.38 | 20.72 | 92.92 | — | |
| Fair-FLIPBackbone=Xception, Method Type=Post-processing2026.06 | 94.86 | 99.03 | 4.78 | 14.6 | 19.37 | 93.28 | 9 | |
| BPFABackbone=Xception, Method Type=Post-processing2026.06 | 94.69 | 98.95 | 5.15 | 13.19 | 18.34 | 93.32 | 6 | |
| FF DiscoverBackbone=Xception, Method Type=Post-processing2026.06 | 94.07 | — | 6.33 | 13.03 | 19.36 | 92.56 | 0 | |
| FF MaxBackbone=Xception, Method Type=Post-processing2026.06 | 92.73 | — | 18.74 | 42.07 | 60.81 | 87 | 2 |