Deepfake Detection on DeepfakeTIMIT (test)
94.2AccuracyProposed 3D CNN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Proposed 3D CNNDataset=DeepfakeTIMIT2026.05 | 94.2 | 93.5 | 95.1 | 94.3 | 97.6 | 6.3 | |
| CNN+LSTMDataset=DeepfakeTIMIT2026.05 | 91.3 | 90.2 | 92.7 | 91.4 | 95.7 | 8.5 | |
| XceptionNetDataset=DeepfakeTIMIT2026.05 | 89.7 | 88.3 | 91.4 | 89.8 | 94.2 | 10.8 | |
| Frequency DomainDataset=DeepfakeTIMIT2026.05 | 88.9 | 87.1 | 90.5 | 88.8 | 93.8 | 11.2 | |
| Optical FlowDataset=DeepfakeTIMIT2026.05 | 87.6 | 85.9 | 89.8 | 87.8 | 93.1 | 12.3 |