Deepfake Detection on FF++ (Granular Metrics)
0.53Gender FFPRSynergistic Fairness Optimization framework
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Synergistic Fairness Optimization frameworkMethod Category=Fairness-enhanced2025.11 | 0.53 | 3.61 | 96.45 | 9.29 | 4.35 | 94.86 | 20.18 | 9.47 | 86.91 | 97.71 | |
| RSEF-FDDMethod Category=Fairness-enhanced2025.11 | 0.57 | 8.55 | 94.91 | 8.39 | 5.28 | 93.6 | 23.64 | 21.74 | 85.77 | 97.09 | |
| PFGDFDMethod Category=Fairness-enhanced2025.11 | 0.62 | 4.74 | 96.32 | 11.13 | 4.78 | 94.52 | 9.19 | 13.39 | 86.83 | 97.66 | |
| RECCEMethod Category=Spatial-based2025.11 | 0.64 | 3.88 | 85.76 | 26.05 | 4.66 | 80.63 | 61.92 | 10.05 | 69.75 | 88.5 | |
| DAWMethod Category=Fairness-enhanced2025.11 | 0.78 | 9.52 | 95.76 | 5.43 | 14.69 | 94.15 | 14.36 | 26.13 | 86.74 | 97.46 | |
| COREMethod Category=Spatial-based2025.11 | 1.51 | 3.89 | 85.88 | 10.81 | 4.42 | 82.62 | 26.62 | 9.98 | 70.86 | 88.31 | |
| DAGMethod Category=Fairness-enhanced2025.11 | 1.82 | 4.65 | 94.87 | 5.48 | 9.2 | 93.43 | 24.08 | 26.25 | 85.8 | 96.72 | |
| F3NetMethod Category=Frequency-based2025.11 | 2.05 | 4.6 | 88.23 | 16.2 | 5.33 | 83.75 | 35.04 | 10.07 | 75.19 | 90.45 | |
| FFDMethod Category=Spatial-based2025.11 | 3.07 | 3.88 | 85.84 | 23.22 | 4.86 | 80.82 | 50.39 | 10.78 | 72.29 | 87.07 | |
| XceptionMethod Category=Spatial-based2025.11 | 4.1 | 5.72 | 91.93 | 19.76 | 4.74 | 82.85 | 36.03 | 14.64 | 74.43 | 92.69 | |
| FairadapterMethod Category=Fairness-enhanced2025.11 | 4.16 | 12.21 | 67.85 | 43.22 | 20.39 | 56.03 | 86.91 | 42.44 | 45.98 | 71.5 | |
| UCFMethod Category=Spatial-based2025.11 | 8.87 | 6.44 | 86.38 | 32.02 | 4.55 | 84.53 | 73.4 | 10.07 | 70.96 | 89.33 | |
| SRMMethod Category=Frequency-based2025.11 | 10.06 | 4.24 | 84.99 | 26.13 | 4.79 | 81.98 | 82.75 | 6.68 | 68.15 | 88.46 | |
| SPSLMethod Category=Frequency-based2025.11 | 11.51 | 3.72 | 87.21 | 35.03 | 5.13 | 81.06 | 37.73 | 10.35 | 68.91 | 89.87 | |
| CapsuleMethod Category=Spatial-based2025.11 | 34.54 | 18.65 | 74.85 | 44.47 | 8.34 | 64.57 | 141.99 | 26.62 | 52.46 | 79.15 |