Open-set Deepfake Classification on FaceForensics++ c23
83.99DF AccuracyFusion
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FusionMetric=TOSC Accuracy, Testing Regime=Cross-manipulation2025.03 | 83.99 | 64.69 | 49.77 | 55.59 | |
| Proposed (weighted supervised contrastive learning)Metric=TOSC Accuracy, Testing Regime=Cross-manipulation2025.03 | 83.95 | 79.77 | 76.12 | 81.22 | |
| XceptionMetric=TOSC Accuracy, Testing Regime=Cross-manipulation2025.03 | 82.73 | 64.69 | 49.74 | 55.59 | |
| DDTMetric=TOSC Accuracy, Testing Regime=Cross-manipulation2025.03 | 78.82 | — | — | 64.1 | |
| TARMetric=TOSC Accuracy, Testing Regime=Cross-manipulation2025.03 | 75.25 | 72.9 | 51.65 | — | |
| CLRNetMetric=TOSC Accuracy, Testing Regime=Cross-manipulation2025.03 | 50.12 | 53.73 | 50 | 69.75 |