DFD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Deepfake Detection | DFD | AUC0.9922 | 193 | |
| Deepfake Detection | DFD (test) | Accuracy98.25 | 81 | |
| Frame-level Deepfake Detection | DFD | AUC94.8 | 42 | |
| Face Forgery Detection | DFD | Frame-level AUC93.3 | 41 | |
| Video-level Deepfake Detection | DFD | AUC0.996 | 25 | |
| Deepfake Detection | DFD | Video AUC0.986 | 23 | |
| Deepfake Detection | DFD Narrow-band Notch | AUC91.98 | 22 | |
| Face Forgery Detection | DFD (test) | Frame-Level AUC91.3 | 21 | |
| Deepfake Detection | DFD v1 (test) | AUC97.2 | 16 | |
| Frame-level Face Forgery Detection | DFD | AUC0.9479 | 12 | |
| Forgery detection | DFD | AUC78.12 | 11 | |
| Deepfake Detection | DFD cross-domain | Gender FFPR0.36 | 10 | |
| Deepfake Detection | DFD | AUC86.53 | 9 | |
| Deepfake Detection | DFD | Gender FPR (F)4.72 | 7 | |
| Deepfake Detection | DFD 2019 | AUROC97.2 | 5 | |
| Video-level Deepfake Detection | DFD 2019 | TPR@FPR=1%77.1 | 5 | |
| Video Deepfake Detection | DFD 2019 | AUROC97.2 | 5 | |
| Video Deepfake Detection | DFD 2019 (test) | AP90 | 5 | |
| Deepfake Detection | DFD 2019 | TPR@FPR=5%87.5 | 5 | |
| Deepfake Detection | DFD frame-level 56 (test) | AUC98.26 | 4 | |
| Explanation Quality Evaluation | DFD 100 randomly selected samples (test) | GPT-4o Score7.55 | 3 |
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