Deepfake Detection on Celeb-DF 9 (test)
98.9AccuracyLR-GCN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LR-GCNType=Video-based, mr=0.02025.12 | 98.9 | 96.8 | 99.8 | |
| LR-GCNType=Video-based, mr=0.42025.12 | 97 | 92 | 99.8 | |
| F3-netType=Image-based, mr=0.02025.12 | 96.5 | 95.7 | 99.3 | |
| DFILType=Image-based, mr=0.02025.12 | 95.7 | 95.4 | 96.4 | |
| DFGazeType=Video-based, mr=0.02025.12 | 95.6 | 95.4 | 97.2 | |
| COREType=Image-based, mr=0.02025.12 | 95.3 | 94 | 98.9 | |
| RECCEType=Image-based, mr=0.02025.12 | 94.1 | 92.5 | 98.5 | |
| TALL-SwinType=Video-based, mr=0.02025.12 | 91.3 | 93.3 | 92.4 | |
| MaskRelationType=Video-based, mr=0.02025.12 | 87.3 | 74.9 | 95.4 | |
| XceptionType=Image-based, mr=0.02025.12 | 86.1 | 80.6 | 91 | |
| COREType=Image-based, mr=0.42025.12 | 85.8 | 79 | 89 | |
| LR-GCNType=Video-based, mr=0.82025.12 | 85.7 | 73.8 | 98 | |
| UCFType=Image-based, mr=0.02025.12 | 85.6 | 79.2 | 89.1 | |
| TALL-SwinType=Video-based, mr=0.42025.12 | 84.7 | 78.9 | 82.5 | |
| MaskRelationType=Video-based, mr=0.42025.12 | 81.1 | 54.3 | 91.4 | |
| MaskRelationType=Video-based, mr=0.82025.12 | 79 | 45 | 87.1 | |
| COREType=Image-based, mr=0.82025.12 | 76.4 | 57.2 | 66.1 | |
| DFGazeType=Video-based, mr=0.42025.12 | 75.6 | 72.6 | 82.4 | |
| TALL-SwinType=Video-based, mr=0.82025.12 | 74.5 | 68 | 64.5 | |
| DFILType=Image-based, mr=0.42025.12 | 69.5 | 68.4 | 82.5 | |
| F3-netType=Image-based, mr=0.42025.12 | 69.1 | 68.4 | 89.5 | |
| RECCEType=Image-based, mr=0.42025.12 | 67.8 | 66.9 | 86.9 | |
| XceptionType=Image-based, mr=0.42025.12 | 63.1 | 61.4 | 78.2 | |
| UCFType=Image-based, mr=0.42025.12 | 62.6 | 60.7 | 64.2 | |
| DFGazeType=Video-based, mr=0.82025.12 | 61.2 | 66.9 | 65.9 | |
| DFILType=Image-based, mr=0.82025.12 | 51.8 | 35 | 64.4 | |
| F3-netType=Image-based, mr=0.82025.12 | 41.8 | 40.7 | 66.4 | |
| RECCEType=Image-based, mr=0.82025.12 | 41.4 | 40.4 | 64.8 | |
| XceptionType=Image-based, mr=0.82025.12 | 39.8 | 38.9 | 60.4 | |
| UCFType=Image-based, mr=0.82025.12 | 39.7 | 38.9 | 51.6 |