Table 5. Performance comparison of the proposed methods with different datasets in terms of the error detection rate.
| DF detection methods | Datasets | |||
|---|---|---|---|---|
| FFHQ | 100K-Faces | Celeb-DF | WildDeepfake | |
| VGG19 | 13.11 | 18.32 | 12.3 | 11.4 |
| ResNet | 13.4 | 15.2 | 12.1 | 11.2 |
| MobileNet | 11.2 | 14.22 | 11.65 | 9.21 |
| Proposed SAE-GLSTM-CDGCNN | 5.91 | 6.01 | 7.12 | 5.1 |