Deepfake Detection on DM-OS Out-of-domain (test)
98.6AccuracyD3
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| D3Trained on=Real + DM-CS, Venue=CVPR252026.06 | 98.6 | 97.9 | 99.9 | |
| ODDNTrained on=Real + DM-CS, Venue=AAAI252026.06 | 97.5 | 98.5 | 91.7 | |
| μFlowTrained on=Real-only, Venue=Comparison vs Real+GANs2026.06 | 96.9 | 96.8 | 96.1 | |
| μFlowTrained on=Real-only, Venue=Comparison vs Real+DM-CS2026.06 | 96.9 | 96.8 | 96.1 | |
| μFlowTrained on=Real-only, Venue=Comparison vs Real+Mix*2026.06 | 96.9 | 96.8 | 96.1 | |
| μFlowTrained on=Real-only, Venue=Ours2026.06 | 96.9 | 96.8 | 96.1 | |
| D3Trained on=Real + Mix*, Venue=CVPR252026.06 | 91.7 | 96.5 | 96.4 | |
| ODDNTrained on=Real + Mix*, Venue=AAAI252026.06 | 91.1 | 86.3 | 85.6 | |
| FreqNetTrained on=Real + DM-CS, Venue=AAAI242026.06 | 86.9 | 94 | 92.8 | |
| NPRTrained on=Real + DM-CS, Venue=CVPR242026.06 | 85.9 | 93.4 | 92.7 | |
| NPRTrained on=Real + Mix*, Venue=CVPR242026.06 | 85.4 | 95.7 | 95.4 | |
| ODDNTrained on=Real + GANs, Venue=AAAI252026.06 | 82.2 | 82.9 | 85.3 | |
| D3Trained on=Real + GANs, Venue=CVPR252026.06 | 81.3 | 83.1 | 87 | |
| DFX-SNTrained on=Real + Mix*, Venue=MTA252026.06 | 81.2 | 81.9 | 82 | |
| DFX-SNTrained on=Real + DM-CS, Venue=MTA252026.06 | 80.2 | 84.6 | 86 | |
| LAA-NetTrained on=Real-only, Venue=CVPR242026.06 | 79.9 | 82.3 | 83.3 | |
| FreqNetTrained on=Real + GANs, Venue=AAAI242026.06 | 77 | 73.2 | 74.2 | |
| NPRTrained on=Real + GANs, Venue=CVPR242026.06 | 76.1 | 77.3 | 80.1 | |
| AUNetTrained on=Real-only, Venue=CVPR232026.06 | 74.3 | 73.5 | 70.1 | |
| SBITrained on=Real-only, Venue=CVPR222026.06 | 74 | 73.2 | 68.5 | |
| PCL+I2GTrained on=Real-only, Venue=ICCV212026.06 | 73.6 | 73 | 68.3 | |
| FreqNetTrained on=Real + Mix*, Venue=AAAI242026.06 | 73.5 | 73.2 | 76.8 | |
| DFX-SNTrained on=Real + GANs, Venue=MTA252026.06 | 72.5 | 69 | 67 | |
| AFSDTrained on=Real-only, Venue=PRL2026.06 | 63 | 62.9 | 70.1 | |
| OC-FakeDectTrained on=Real-only, Venue=CVPR202026.06 | 60.4 | 60.9 | 59.8 |