Deepfake Detection on DeeperForensics (DFo) (test)
99.8AUCRealForensics
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RealForensicsTraining Dataset=FF++, Training Compression=c23, Weight Source=reproduced using officially provided weights, Model Type=Video-based2024.03 | 99.8 | 91.8 | |
| AltFreezeTraining Dataset=FF++, Training Compression=c23, Weight Source=reproduced using officially provided weights, Model Type=Video-based2024.03 | 99 | 95.2 | |
| OursTraining Dataset=FF++, Training Compression=c23, Model Type=Video-based2024.03 | 99 | 95.8 | |
| FTCNTraining Dataset=FF++, Training Compression=c23, Weight Source=reproduced using officially provided weights, Model Type=Video-based2024.03 | 98.8 | 94.7 | |
| LipForensicsTraining Dataset=FF++, Training Compression=c23, Weight Source=obtained from AltFreeze [55], Model Type=Video-based2024.03 | 97.6 | — | |
| SBI-R50Training Dataset=FF++, Training Compression=c23, Weight Source=obtained from AltFreeze [55], Backbone=ResNet-50, Model Type=Image-based2024.03 | 91.4 | 87.3 | |
| Face X-rayTraining Dataset=FF++, Training Compression=c23, Weight Source=obtained from AltFreeze [55], Model Type=Image-based2024.03 | 86.8 | 88.6 | |
| XceptionTraining Dataset=FF++, Training Compression=c23, Weight Source=obtained from AltFreeze [55], Model Type=Image-based2024.03 | 84.5 | — | |
| PatchForensicsTraining Dataset=FF++, Training Compression=c23, Weight Source=obtained from AltFreeze [55], Model Type=Image-based2024.03 | 81.8 | — | |
| Multi-taskTraining Dataset=FF++, Training Compression=c23, Weight Source=obtained from AltFreeze [55], Model Type=Image-based2024.03 | 77.7 | — | |
| StyleGRUTraining Dataset=FF++, Training Compression=c23, Stage=Stage 1 training, Model Type=Video-based2024.03 | 77.7 | 79.8 | |
| CNN-augTraining Dataset=FF++, Training Compression=c23, Weight Source=obtained from AltFreeze [55], Model Type=Image-based2024.03 | 74.7 | — | |
| CNN-GRUTraining Dataset=FF++, Training Compression=c23, Weight Source=obtained from AltFreeze [55], Model Type=Video-based2024.03 | 74.1 | — | |
| NoiseDFTraining Dataset=FF++, Training Compression=c23, Weight Source=obtained from AltFreeze [55], Model Type=Image-based2024.03 | 70.9 | — | |
| FWATraining Dataset=FF++, Training Compression=c23, Weight Source=obtained from AltFreeze [55], Model Type=Image-based2024.03 | 50.2 | — |