Deepfake Detection on Celeb-DF (Subgroup Analysis)
1.18Gender FFPRSRM
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SRMMethod Category=Frequency-based2025.11 | 1.18 | 10.9 | 61.66 | 31.58 | 10.42 | 51.73 | 23.81 | 16.75 | 57.34 | 73.21 | |
| RSEF-FDDMethod Category=Fairness-enhanced2025.11 | 1.94 | 35.63 | 68.92 | 17.4 | 27.48 | 67.8 | 24.17 | 27.73 | 62.56 | 74.36 | |
| RSEF-FDDBackbone=Xception2025.11 | 1.94 | 35.63 | 68.92 | 17.4 | 27.48 | 67.8 | 24.17 | 27.73 | 62.56 | 74.36 | |
| COREMethod Category=Spatial-based2025.11 | 5.05 | 15.52 | 67.51 | 17.78 | 20.97 | 69.86 | 30.04 | 27.4 | 62.87 | 70.03 | |
| UCFMethod Category=Spatial-based2025.11 | 5.7 | 27.82 | 65.23 | 36.72 | 21.27 | 66.41 | 51.71 | 26 | 63.52 | 73.21 | |
| OursMethod Category=Fairness-enhanced2025.11 | 6.41 | 10.81 | 69.68 | 16.6 | 7.29 | 69.96 | 23.32 | 12.01 | 63.27 | 76.75 | |
| OursBackbone=Xception2025.11 | 6.41 | 10.81 | 69.68 | 16.6 | 7.29 | 69.96 | 23.32 | 12.01 | 63.27 | 76.75 | |
| XceptionMethod Category=Spatial-based2025.11 | 6.93 | 20.23 | 60.94 | 23.44 | 17.89 | 61.21 | 27.38 | 18.72 | 61.22 | 69.18 | |
| OriBackbone=Xception2025.11 | 6.93 | 20.23 | 60.94 | 23.44 | 17.89 | 61.21 | 27.38 | 18.72 | 61.22 | 69.18 | |
| PFGDFDMethod Category=Fairness-enhanced2025.11 | 7.95 | 16.29 | 69.47 | 23.99 | 12.47 | 67.78 | 23.71 | 13.3 | 62.63 | 74.24 | |
| PG-FDDBackbone=Xception2025.11 | 7.95 | 16.29 | 69.47 | 23.99 | 12.47 | 67.78 | 23.71 | 13.3 | 62.63 | 74.24 | |
| FairadapterMethod Category=Fairness-enhanced2025.11 | 8.59 | 26.84 | 56.84 | 46.14 | 36.35 | 58.34 | 47.03 | 35.69 | 54.77 | 64.94 | |
| FairadapterBackbone=ViT-L/142025.11 | 8.59 | 26.84 | 56.84 | 46.14 | 36.35 | 58.34 | 47.03 | 35.69 | 54.77 | 64.94 | |
| DAGMethod Category=Frequency-based2025.11 | 8.7 | 14.25 | 66.23 | 19.44 | 13.26 | 62.61 | 23.6 | 13.8 | 63.08 | 72.29 | |
| DAG-FDDBackbone=Xception2025.11 | 8.7 | 14.25 | 66.23 | 19.44 | 13.26 | 62.61 | 23.6 | 13.8 | 63.08 | 72.29 | |
| DAWMethod Category=Frequency-based2025.11 | 8.71 | 12.73 | 68.31 | 14.76 | 7.8 | 66.47 | 24.75 | 13.78 | 59.24 | 74.09 | |
| DAW-FDDBackbone=Xception2025.11 | 8.71 | 12.73 | 68.31 | 14.76 | 7.8 | 66.47 | 24.75 | 13.78 | 59.24 | 74.09 | |
| FFDMethod Category=Spatial-based2025.11 | 9.19 | 12.84 | 65.01 | 17.55 | 22.72 | 66.12 | 30.52 | 38.39 | 62.63 | 74.22 | |
| F3NetMethod Category=Frequency-based2025.11 | 9.24 | 13.62 | 63.77 | 16.8 | 19.84 | 61.35 | 27.9 | 29.26 | 62.44 | 76.7 | |
| RECCEMethod Category=Spatial-based2025.11 | 13.27 | 14.69 | 61.27 | 28.41 | 26.26 | 59.4 | 31.69 | 39.04 | 62.24 | 73.96 | |
| SPSLMethod Category=Frequency-based2025.11 | 15.52 | 22.16 | 64.51 | 17.49 | 20.01 | 63.63 | 33.32 | 30.17 | 61.31 | 75.58 | |
| CapsuleMethod Category=Spatial-based2025.11 | 20.74 | 12.55 | 68.92 | 34.69 | 34.26 | 60.61 | 62.46 | 52.04 | 61.67 | 72.47 |