Deepfake Detection on FF++ HQ
0.9931AUCDE-Adapter
Evaluation Results
| Method | Links | |
|---|---|---|
| DE-AdapterCategory=Fine-tuned, Trainable Parameters=0.38M2025.12 | 0.9931 | |
| GenDFCategory=Fine-tuned, Trainable Parameters=0.28M2025.12 | 0.9931 | |
| MultiAttCategory=Custom-made, Trainable Parameters=417.52M2025.12 | 0.9929 | |
| EfficientNet-B4Category=Pre-trained, Trainable Parameters=19M2025.12 | 0.9918 | |
| RFMCategory=Custom-made2025.12 | 0.9879 | |
| Deepfake+AdapterCategory=Fine-tuned, Trainable Parameters=16.92M2025.12 | 0.9873 | |
| UIA-ViT*Category=Custom-made, Trainable Parameters=81.83M2025.12 | 0.9826 | |
| F3-NetCategory=Custom-made, Trainable Parameters=20.75M2025.12 | 0.981 | |
| RECCE*Category=Custom-made, Trainable Parameters=24.69M2025.12 | 0.9779 | |
| UCFCategory=Custom-made, Trainable Parameters=46.84M2025.12 | 0.9705 | |
| CAST-B0Year=20252025.06 | 0.9704 | |
| XceptionCategory=Pre-trained, Trainable Parameters=20.81M2025.12 | 0.9637 | |
| D^2-FusionYear=20242025.06 | 0.9534 | |
| ImplicitYear=20232025.06 | 0.9503 | |
| LTWYear=20212025.06 | 0.927 | |
| MATYear=20212025.06 | 0.8594 | |
| ViT*Category=Pre-trained, Trainable Parameters=1.5K2025.12 | 0.7845 |