DeepFake Detection on DF40 FS
99.7AUCUniShield
Evaluation Results
| Method | Links | |
|---|---|---|
| UniShield2025.10 | 99.7 | |
| CLIP2025.10 | 99.6 | |
| RFM2025.10 | 99.2 | |
| Xception2025.10 | 99.1 | |
| RECCE2025.10 | 99.1 | |
| SRM2025.10 | 98.8 | |
| SPSL2025.10 | 98.7 | |
| DFD-R12025.10 | 92.3 | |
| S3-NSPTraining Set=FS(FF)2026.06 | 0.9858 | |
| S3-NSP+NAETraining Set=FS(FF)2026.06 | 0.9856 | |
| S3-NAETraining Set=FS(FF)2026.06 | 0.984 | |
| DeepspaceTraining Set=FS(FF)2026.06 | 0.9839 | |
| XceptionTraining Set=FS(FF)2026.06 | 0.9832 | |
| SPSLTraining Set=FS(FF)2026.06 | 0.9772 | |
| UCFTraining Set=FS(FF)2026.06 | 0.9766 | |
| SRMTraining Set=FS(FF)2026.06 | 0.9713 | |
| F3NetTraining Set=FS(FF)2026.06 | 0.9487 | |
| SpecXNetTraining Set=FS(FF)2026.06 | 0.8956 | |
| S3-NAETraining Set=FR(FF)2026.06 | 0.8761 | |
| DeepspaceTraining Set=FR(FF)2026.06 | 0.8698 | |
| S3-NSPTraining Set=FR(FF)2026.06 | 0.8692 | |
| RECCETraining Set=FS(FF)2026.06 | 0.8637 | |
| XceptionTraining Set=FR(FF)2026.06 | 0.8619 | |
| SPSLTraining Set=FR(FF)2026.06 | 0.8527 | |
| FreqNetTraining Set=FR(FF)2026.06 | 0.852 | |
| UCFTraining Set=FR(FF)2026.06 | 0.8512 | |
| SRMTraining Set=FR(FF)2026.06 | 0.8489 | |
| S3-NSP+NAETraining Set=FR(FF)2026.06 | 0.8464 | |
| FreqNetTraining Set=FS(FF)2026.06 | 0.8458 | |
| RECCETraining Set=FR(FF)2026.06 | 0.8087 | |
| S3-NSPTraining Set=EFS(FF)2026.06 | 0.8021 | |
| S3-NSP+NAETraining Set=EFS(FF)2026.06 | 0.7967 | |
| SRMTraining Set=EFS(FF)2026.06 | 0.7906 | |
| SPSLTraining Set=EFS(FF)2026.06 | 0.7761 | |
| XceptionTraining Set=EFS(FF)2026.06 | 0.7697 | |
| DeepspaceTraining Set=EFS(FF)2026.06 | 0.7686 | |
| S3-NAETraining Set=EFS(FF)2026.06 | 0.7668 | |
| F3NetTraining Set=FR(FF)2026.06 | 0.7267 | |
| RECCETraining Set=EFS(FF)2026.06 | 0.6987 | |
| SpecXNetTraining Set=FR(FF)2026.06 | 0.6897 | |
| UCFTraining Set=EFS(FF)2026.06 | 0.6896 | |
| F3NetTraining Set=EFS(FF)2026.06 | 0.6651 | |
| SpecXNetTraining Set=EFS(FF)2026.06 | 0.6397 | |
| FreqNetTraining Set=EFS(FF)2026.06 | 0.594 |