Deepfake Detection on Celeb-DF (CDF) (test)
0.991Avg CDF AUCFusion-SSAT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Fusion-SSATBackbone=ViT-L, Fusion=RGB-LDP, Training Set=EFS (FF)2026.01 | 0.991 | 0.997 | 0.986 | 0.99 | |
| Fusion-SSATTraining Set=All2026.01 | 0.991 | — | — | — | |
| Fusion-SSATBackbone=ViT-L, Fusion=RGB-LDP, Training Set=FS (FF)2026.01 | 0.986 | 0.998 | 0.976 | 0.984 | |
| Fusion-SSATBackbone=ViT-L, Fusion=RGB-LDP, Training Set=FR (FF)2026.01 | 0.981 | 0.99 | 0.995 | 0.959 | |
| SSATTraining Set=FS (FF), Publication=WACV-242026.01 | 0.945 | 0.985 | 0.86 | 0.99 | |
| GrDTTraining Set=All, Publication=WACVW-252026.01 | 0.824 | — | — | — | |
| CLIPTraining Set=FS (FF), Publication=ICML-212026.01 | 0.814 | 0.967 | 0.744 | 0.73 | |
| MARALINTraining Set=All, Publication=CVPR-232026.01 | 0.796 | — | — | — | |
| XceptionTraining Set=FS (FF), Publication=CVPR-172026.01 | 0.74 | 0.922 | 0.657 | 0.642 |