Deepfake Detection on DF40 (cross-manipulation)
98.6UniFace Detection RateGSD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GSDEvaluation Level=Video-level2026.03 | 98.6 | 99.5 | 97.5 | 98.8 | 96.6 | 95.7 | 97.8 | |
| EffortEvaluation Level=Video-level2026.03 | 96.2 | 98.3 | 92.6 | 95.7 | 93.6 | 92.6 | 94.8 | |
| GSDEvaluation Level=Frame-level2026.03 | 96.1 | 97.9 | 93.7 | 96.1 | 92.1 | 91 | 94.5 | |
| VbSaTEvaluation Level=Video-level2026.03 | 96 | 98 | 91.6 | 96.4 | 93.7 | 93.1 | 94.8 | |
| FSgDEvaluation Level=Frame-level2026.03 | 91.8 | 87.5 | 83 | 86.3 | 87.4 | 91 | 87.8 | |
| CLIPEvaluation Level=Video-level2026.03 | 91 | 91.6 | 89.8 | 96 | 88.5 | 80.3 | 89.5 | |
| ProDeEvaluation Level=Video-level2026.03 | 90.8 | 77.1 | 74.7 | 92.8 | 83.7 | 84.4 | 83.9 | |
| RECCEEvaluation Level=Video-level2026.03 | 89.8 | 68.3 | 84.8 | 94.9 | 84.8 | 76.8 | 83.2 | |
| LSDAEvaluation Level=Video-level2026.03 | 87.2 | 69.4 | 72.1 | 93.9 | 85.5 | 69.3 | 79.6 | |
| CLIPEvaluation Level=Frame-level2026.03 | 86.5 | 87.8 | 85.6 | 92 | 83.9 | 76.3 | 85.4 | |
| LSDAEvaluation Level=Frame-level2026.03 | 85.4 | 68.4 | 75.9 | 83.2 | 81 | 72.7 | 77.8 | |
| χ2-DFDEvaluation Level=Frame-level2026.03 | 85.2 | 91.2 | 83.8 | 89.9 | 78.4 | 84.9 | 85.6 | |
| ProDeEvaluation Level=Frame-level2026.03 | 84.5 | 71 | 73.6 | 86.5 | 78.8 | 77.8 | 78.7 | |
| RECCEEvaluation Level=Frame-level2026.03 | 84.2 | 65.2 | 78.3 | 88.4 | 79.5 | 73 | 78.1 | |
| IIDEvaluation Level=Video-level2026.03 | 83.9 | 76.6 | 84.4 | 92.7 | 78.9 | 64.4 | 80.2 | |
| UCFEvaluation Level=Video-level2026.03 | 83.1 | 73.1 | 86.2 | 93.7 | 80.9 | 64.7 | 80.3 | |
| IIDEvaluation Level=Frame-level2026.03 | 79.5 | 71 | 79 | 86.4 | 74.4 | 64 | 75.7 | |
| UCFEvaluation Level=Frame-level2026.03 | 78.7 | 69.2 | 80 | 88.1 | 76.8 | 64.9 | 76.3 | |
| CDFAEvaluation Level=Frame-level2026.03 | 76.5 | 67.4 | 75.4 | 84.8 | 72 | 76.1 | 75.4 | |
| CDFAEvaluation Level=Video-level2026.03 | 76.2 | 63.1 | 80.3 | 94.2 | 77.2 | 75.7 | 77.8 | |
| SBIEvaluation Level=Video-level2026.03 | 72.4 | 75 | 59.4 | 80.3 | 71.2 | 70.1 | 71.4 | |
| SBIEvaluation Level=Frame-level2026.03 | 64.4 | 69 | 44.7 | 87.9 | 63.3 | 56.8 | 64.4 |