Celeb-DF
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Fake Face Detection | Celeb-DF v2 (test) | AUC99.97 | 50 | |
| Deepfake Detection | Celeb-DF v2 (test) | Video-level AUC0.947 | 48 | |
| Face Forgery Detection | Celeb-DF | AUC80 | 46 | |
| Deepfake Detection | Celeb-DF | ROC-AUC0.97 | 44 | |
| Deepfake Detection | Celeb-DF (test) | Accuracy100 | 40 | |
| Face Forgery Detection | Celeb-DF v2 | Video-level AUC95.97 | 33 | |
| Deepfake Detection | Celeb-DF 9 (test) | Accuracy98.9 | 30 | |
| Deepfake Detection | Celeb-DF | Gender FFPR1.18 | 22 | |
| Video Deepfake Detection | Celeb-DF (CDF) | Video-level AUC95.6 | 21 | |
| Frame-level Deepfake Detection | Celeb-DF | AUC0.8317 | 18 | |
| Frame-level Deepfake Detection | Celeb-DF v2 | AUROC91.2 | 17 | |
| Deepfake Detection | Celeb-DF CD2 v2 | AUC94.43 | 16 | |
| Frame-level Deepfake Detection | Celeb-DF v1 | AUROC93.9 | 15 | |
| Attribution | Celeb-DF | Accuracy93.52 | 14 | |
| Frame-level Face Forgery Detection | Celeb-DF | AUC84.8 | 13 | |
| Deepfake Detection | Celeb-DF CD1 v1 | AUC96.41 | 13 | |
| Deepfake Detection | Celeb-DF cross-domain | Gender FFPR0.21 | 10 | |
| Deepfake Detection | Celeb-DF frame-level 54 (test) | Accuracy98.93 | 10 | |
| Deepfake Detection | Celeb-DF++ unseen generators | Average Accuracy88.89 | 9 | |
| Deepfake Attribution | Celeb-DF++ (unseen generators) | LivePortrait (ACC)80.56 | 9 | |
| Deepfake Detection | Celeb-DF (CDF) (test) | Avg CDF AUC0.991 | 9 | |
| Face Forgery Detection | Celeb-DF v1 | Video-level AUC99.6 | 8 | |
| Deepfake Detection | Celeb-DF (CDF) (intra-dataset) | AUC99.94 | 8 | |
| Face Forgery Classification | Celeb-DF (test) | AUC0.783 | 8 | |
| Deepfake Detection | Celeb-DF Table 2 (Intra) | Accuracy98.98 | 7 |
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