Deepfake Attribution on Unseen Advanced Generators VAE, HART, FLUX
84.16VAE AccuracyXception
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Xception2026.03 | 84.16 | 20.24 | 19.2 | 41.2 | |
| DNA-Det2026.03 | 80.16 | 39.44 | 17.6 | 45.73 | |
| GazeCLIP2026.03 | 75.44 | 84.88 | 71.44 | 77.25 | |
| Lin et al.2026.03 | 60.34 | 37.41 | 40.66 | 46.14 | |
| FA2026.03 | 59.92 | 54.72 | 38.32 | 50.99 | |
| CLIP2026.03 | 59.48 | 35.72 | 30.69 | 41.96 | |
| ResNet2026.03 | 58.56 | 78.64 | 52.96 | 63.39 | |
| ViT2026.03 | 53.52 | 14.08 | 15.44 | 27.68 | |
| OmniDFA2026.03 | 40.71 | 38.62 | 30.29 | 36.54 | |
| CDAL2026.03 | 37.89 | 35.61 | 20.83 | 31.44 | |
| CAEL2026.03 | 34.48 | 29.76 | 31.28 | 31.84 | |
| MFCLIP2026.03 | 6.96 | 20.56 | 14.72 | 14.08 | |
| DE-FAKE2026.03 | 4.96 | 12.58 | 3.75 | 7.1 | |
| CViT2026.03 | 3.36 | 26 | 15.84 | 15.07 |