Deepfake Detection on Combined dataset StyleGAN2, ADM, Stable Diffusion V2.1 (test)
0.036Classification Time (s)ZeroFake
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ZeroFakeType=Reconstruction-based, Inverse Inference Step=999, Recons. Inference Step=20, Total Inference Step=10192026.01 | 0.036 | 82.29 | 82.33 | |
| R2BDType=Reconstruction-based, Inverse Inference Step=1, Recons. Inference Step=1, Total Inference Step=22026.01 | 0.09 | 0.616 | 0.706 | |
| DeepFake-AdapterType=Feature extraction-based2026.01 | 0.331 | — | 0.331 | |
| XceptionType=Feature extraction-based2026.01 | 0.677 | — | 0.677 | |
| ExposingType=Feature extraction-based2026.01 | 0.881 | — | 0.881 | |
| DIREType=Reconstruction-based, Inverse Inference Step=20, Recons. Inference Step=20, Total Inference Step=402026.01 | 0.964 | 14.93 | 15.9 |