Deepfake Attribution on Celeb-DF++ (unseen generators)
80.56LivePortrait (ACC)MFCLIP
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MFCLIP2026.03 | 80.56 | 89.28 | 91.76 | 36.8 | 92.56 | 85.6 | 28 | 19.84 | 65.55 | |
| GazeCLIP2026.03 | 80.08 | 92 | 95.04 | 68.48 | 96.4 | 93.2 | 85.92 | 80.16 | 86.41 | |
| Xception2026.03 | 65.28 | 68.16 | 67.28 | 84.08 | 40 | 34.8 | 97.04 | 74.8 | 66.43 | |
| ResNet2026.03 | 42.56 | 40.8 | 46.24 | 62.4 | 51.76 | 46.64 | 44.88 | 34.08 | 46.17 | |
| FA2026.03 | 40.48 | 27.68 | 31.92 | 58.08 | 32.48 | 29.2 | 29.92 | 39.36 | 36.14 | |
| CAEL2026.03 | 34.64 | 35.52 | 28.96 | 25.84 | 40.8 | 26.56 | 65.36 | 28.4 | 35.76 | |
| ViT2026.03 | 28.16 | 16.88 | 17.84 | 11.2 | 12.8 | 5.92 | 70.48 | 80.56 | 30.48 | |
| CViT2026.03 | 27.84 | 16.32 | 17.6 | 11.44 | 12.24 | 5.6 | 70.16 | 80.64 | 30.23 | |
| DNA-Net2026.03 | 0 | 0 | 0 | 56 | 0 | 0 | 13.92 | 3.2 | 9.14 |