Deepfake Detection on DF40 (EFS)
0.9989AUCDeepspace
Evaluation Results
| Method | Links | |
|---|---|---|
| DeepspaceTraining Set=EFS(FF)2026.06 | 0.9989 | |
| XceptionTraining Set=EFS(FF)2026.06 | 0.9988 | |
| S3-NSPTraining Set=EFS(FF)2026.06 | 0.9985 | |
| S3-NAETraining Set=EFS(FF)2026.06 | 0.9985 | |
| S3-NSP+NAETraining Set=EFS(FF)2026.06 | 0.9981 | |
| SRMTraining Set=EFS(FF)2026.06 | 0.9976 | |
| UCFTraining Set=EFS(FF)2026.06 | 0.9969 | |
| SPSLTraining Set=EFS(FF)2026.06 | 0.9965 | |
| F3NetTraining Set=EFS(FF)2026.06 | 0.9742 | |
| SpecXNetTraining Set=EFS(FF)2026.06 | 0.9731 | |
| RECCETraining Set=EFS(FF)2026.06 | 0.945 | |
| FreqNetTraining Set=EFS(FF)2026.06 | 0.8955 | |
| S3-NSPTraining Set=FS(FF)2026.06 | 0.8841 | |
| S3-NSP+NAETraining Set=FS(FF)2026.06 | 0.8837 | |
| UCFTraining Set=FS(FF)2026.06 | 0.8632 | |
| XceptionTraining Set=FS(FF)2026.06 | 0.8615 | |
| S3-NAETraining Set=FS(FF)2026.06 | 0.8611 | |
| DeepspaceTraining Set=FS(FF)2026.06 | 0.8487 | |
| S3-NAETraining Set=FR(FF)2026.06 | 0.8366 | |
| SRMTraining Set=FS(FF)2026.06 | 0.8117 | |
| SPSLTraining Set=FS(FF)2026.06 | 0.7834 | |
| F3NetTraining Set=FS(FF)2026.06 | 0.7648 | |
| S3-NSPTraining Set=FR(FF)2026.06 | 0.7609 | |
| S3-NSP+NAETraining Set=FR(FF)2026.06 | 0.7403 | |
| FreqNetTraining Set=FR(FF)2026.06 | 0.7161 | |
| DeepspaceTraining Set=FR(FF)2026.06 | 0.706 | |
| UCFTraining Set=FR(FF)2026.06 | 0.7028 | |
| SRMTraining Set=FR(FF)2026.06 | 0.6932 | |
| RECCETraining Set=FS(FF)2026.06 | 0.6894 | |
| RECCETraining Set=FR(FF)2026.06 | 0.6893 | |
| XceptionTraining Set=FR(FF)2026.06 | 0.6772 | |
| SPSLTraining Set=FR(FF)2026.06 | 0.6656 | |
| F3NetTraining Set=FR(FF)2026.06 | 0.6422 | |
| FreqNetTraining Set=FS(FF)2026.06 | 0.6306 | |
| SpecXNetTraining Set=FS(FF)2026.06 | 0.6303 | |
| SpecXNetTraining Set=FR(FF)2026.06 | 0.52 |