Deepfake Detection on FF++ video-level 8 (test)
98.01AccuracyDE-Adapter
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DE-AdapterCategory=Fine-tuned2025.12 | 98.01 | 99.31 | — | |
| GenDFCategory=Fine-tuned2025.12 | 97.72 | 99.31 | — | |
| MultiAttCategory=Custom-made2025.12 | 97.6 | 99.29 | — | |
| F3-NetCategory=Custom-made2025.12 | 97.52 | 98.1 | — | |
| RECCE*Category=Custom-made2025.12 | 96.98 | 99.29 | — | |
| Add-NetCategory=Custom-made2025.12 | 96.78 | 97.94 | — | |
| LR-GCNType=Video-based, mr=0.02025.12 | 96.2 | 98.9 | 94.2 | |
| LR-GCNType=Video-based, mr=0.42025.12 | 95.8 | 98.7 | 93.6 | |
| XceptionCategory=Pre-trained2025.12 | 95.73 | 96.37 | — | |
| UIA-ViT*Category=Custom-made2025.12 | 95.71 | 98.25 | — | |
| RFMCategory=Custom-made2025.12 | 95.69 | 98.79 | — | |
| DFILType=Image-based, mr=0.02025.12 | 95.4 | 98.7 | 93.9 | |
| F3-netType=Image-based, mr=0.02025.12 | 95 | 98.6 | 92.8 | |
| COREType=Image-based, mr=0.02025.12 | 94.8 | 98.4 | 92.5 | |
| DFGazeType=Video-based, mr=0.02025.12 | 94.6 | 98.6 | 92.6 | |
| LR-GCNType=Video-based, mr=0.82025.12 | 94.4 | 98.3 | 91.6 | |
| RECCEType=Image-based, mr=0.02025.12 | 93.8 | 97.9 | 91.1 | |
| UCFType=Image-based, mr=0.02025.12 | 93.7 | 98.2 | 91.1 | |
| XceptionType=Image-based, mr=0.02025.12 | 92.5 | 97.2 | 89.4 | |
| TALL-SwinType=Video-based, mr=0.02025.12 | 91.3 | 88.1 | 86.8 | |
| F3-netType=Image-based, mr=0.42025.12 | 88.3 | 88.8 | 79.8 | |
| COREType=Image-based, mr=0.42025.12 | 88.3 | 88.8 | 79.9 | |
| RECCEType=Image-based, mr=0.42025.12 | 87.8 | 87.4 | 79 | |
| DFILType=Image-based, mr=0.42025.12 | 87.6 | 89.3 | 80.8 | |
| UCFType=Image-based, mr=0.42025.12 | 87.5 | 88.2 | 79 | |
| XceptionType=Image-based, mr=0.42025.12 | 86.9 | 87.1 | 78 | |
| TALL-SwinType=Video-based, mr=0.42025.12 | 86.7 | 74 | 76.7 | |
| DFGazeType=Video-based, mr=0.42025.12 | 85.4 | 79.5 | 72.4 | |
| MaskRelationType=Video-based, mr=0.02025.12 | 83.9 | 94.8 | 83.8 | |
| TALL-SwinType=Video-based, mr=0.82025.12 | 82.7 | 58.9 | 60.5 | |
| F3-netType=Image-based, mr=0.82025.12 | 81.8 | 66.2 | 59.9 | |
| COREType=Image-based, mr=0.82025.12 | 81.8 | 66.3 | 60.1 | |
| RECCEType=Image-based, mr=0.82025.12 | 81.7 | 65.5 | 59.9 | |
| UCFType=Image-based, mr=0.82025.12 | 81.5 | 66 | 59.8 | |
| MaskRelationType=Video-based, mr=0.42025.12 | 81.5 | 89.7 | 81.4 | |
| XceptionType=Image-based, mr=0.82025.12 | 81.4 | 65.4 | 59.4 | |
| DFGazeType=Video-based, mr=0.82025.12 | 78.5 | 65.6 | 65.2 | |
| DFILType=Image-based, mr=0.82025.12 | 75.9 | 66.5 | 60.3 | |
| ViT*Category=Pre-trained2025.12 | 73.57 | 78.45 | — | |
| MaskRelationType=Video-based, mr=0.82025.12 | 69.6 | 69.2 | 69.6 |