Deepfake Detection on FaceForensics++ (FF) (test)
0.999Average AUC (FF)Fusion-SSAT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Fusion-SSATBackbone=ViT-L, Fusion=RGB-LDP, Training Set=EFS (FF)2026.01 | 0.999 | 0.999 | 0.999 | 0.999 | |
| Fusion-SSATTraining Set=All2026.01 | 0.999 | — | — | — | |
| SSATTraining Set=EFS (FF), Publication=WACV-242026.01 | 0.998 | 0.997 | 0.997 | 1 | |
| GrDTTraining Set=All, Publication=WACVW-252026.01 | 0.986 | — | — | — | |
| MARALINTraining Set=All, Publication=CVPR-232026.01 | 0.981 | — | — | — | |
| SSATTraining Set=FS (FF), Publication=WACV-242026.01 | 0.974 | 0.988 | 0.963 | 0.972 | |
| Fusion-SSATBackbone=ViT-B, Fusion=RGB-LDP, Training Set=FS (FF)2026.01 | 0.97 | 0.978 | 0.982 | 0.95 | |
| Fusion-SSATBackbone=ViT-L, Fusion=RGB-LDP, Training Set=FS (FF)2026.01 | 0.97 | 0.996 | 0.993 | 0.92 | |
| LDP-RGBFNetBackbone=ViT-L, Training Set=FS (FF), Publication=ICPRW-242026.01 | 0.965 | 0.991 | 0.95 | 0.954 | |
| LDP-LDPFNetBackbone=ViT-L, Training Set=FS (FF), Publication=ICPRW-242026.01 | 0.965 | 0.993 | 0.97 | 0.932 | |
| RGB-LDPFNetBackbone=ViT-L, Training Set=FS (FF), Publication=ICPRW-242026.01 | 0.96 | 0.994 | 0.981 | 0.905 | |
| LDP-LDPFNetBackbone=ViT-B, Training Set=FS (FF), Publication=ICPRW-242026.01 | 0.956 | 0.991 | 0.978 | 0.899 | |
| Fusion-SSATBackbone=ViT-L, Fusion=RGB-LDP, Training Set=FR (FF)2026.01 | 0.956 | 0.984 | 0.994 | 0.89 | |
| RGB-LDPFNetBackbone=ViT-B, Training Set=FS (FF), Publication=ICPRW-242026.01 | 0.948 | 0.994 | 0.98 | 0.87 | |
| CLIPTraining Set=FS (FF), Publication=ICML-212026.01 | 0.914 | 0.996 | 0.908 | 0.837 | |
| RFMTraining Set=FS (FF), Publication=CVPR-212026.01 | 0.899 | 0.992 | 0.884 | 0.821 | |
| XceptionTraining Set=FS (FF), Publication=CVPR-172026.01 | 0.898 | 0.991 | 0.892 | 0.81 | |
| RECCETraining Set=FS (FF), Publication=CVPR-202026.01 | 0.868 | 0.991 | 0.855 | 0.758 | |
| SPSLTraining Set=FS (FF), Publication=CVPR-212026.01 | 0.857 | 0.987 | 0.849 | 0.735 | |
| SRMTraining Set=FS (FF), Publication=CVPR-212026.01 | 0.853 | 0.988 | 0.867 | 0.703 | |
| XceptionTraining Set=FR (FF), Publication=CVPR-172026.01 | 0.835 | 0.838 | 0.996 | 0.67 | |
| LDP-RGBFNetBackbone=ViT-B, Training Set=FS (FF), Publication=ICPRW-242026.01 | 0.378 | 0.458 | 0.354 | 0.322 |