Deepfake Detection on DM-CS Diffusion Model-Closed Source Out-of-domain (test)
99.7AccuracyD3
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| D3Trained on=Real + DM-OS, Venue=CVPR252026.06 | 99.7 | 98 | 97.1 | |
| ODDNTrained on=Real + DM-OS, Venue=AAAI252026.06 | 98.4 | 99.5 | 96.7 | |
| μFlowTrained on=Real-only, Venue=Comparison vs Real+GANs2026.06 | 96.8 | 96.8 | 95.9 | |
| μFlowTrained on=Real-only, Venue=Comparison vs Real+DM-OS2026.06 | 96.8 | 96.8 | 95.9 | |
| μFlowTrained on=Real-only, Venue=Comparison vs Real+Mix*2026.06 | 96.8 | 96.8 | 95.9 | |
| μFlowTrained on=Real-only, Venue=Ours2026.06 | 96.8 | 96.8 | 95.9 | |
| D3Trained on=Real + Mix*, Venue=CVPR252026.06 | 95.8 | 94.6 | 92.6 | |
| NPRTrained on=Real + DM-OS, Venue=CVPR242026.06 | 92.1 | 97.7 | 98 | |
| ODDNTrained on=Real + Mix*, Venue=AAAI252026.06 | 90.3 | 83.3 | 86.5 | |
| FreqNetTrained on=Real + DM-OS, Venue=AAAI242026.06 | 87.7 | 94.7 | 94.4 | |
| NPRTrained on=Real + Mix*, Venue=CVPR242026.06 | 87.4 | 96.5 | 90.2 | |
| LAA-NetTrained on=Real-only, Venue=CVPR242026.06 | 83.2 | 84.1 | 81 | |
| ODDNTrained on=Real + GANs, Venue=AAAI252026.06 | 81.4 | 83.2 | 84.8 | |
| DFX-SNTrained on=Real + DM-OS, Venue=MTA252026.06 | 81.2 | 80.7 | 83 | |
| D3Trained on=Real + GANs, Venue=CVPR252026.06 | 80.5 | 82 | 88.8 | |
| NPRTrained on=Real + GANs, Venue=CVPR242026.06 | 78.6 | 79.2 | 78.9 | |
| FreqNetTrained on=Real + Mix*, Venue=AAAI242026.06 | 77.9 | 84.6 | 84.6 | |
| DFX-SNTrained on=Real + Mix*, Venue=MTA252026.06 | 77 | 80.4 | 82.2 | |
| FreqNetTrained on=Real + GANs, Venue=AAAI242026.06 | 76.4 | 75.5 | 74.1 | |
| AUNetTrained on=Real-only, Venue=CVPR232026.06 | 75.3 | 80 | 70.2 | |
| SBITrained on=Real-only, Venue=CVPR222026.06 | 75.2 | 79.4 | 69.7 | |
| PCL+I2GTrained on=Real-only, Venue=ICCV212026.06 | 75 | 78.7 | 69.3 | |
| DFX-SNTrained on=Real + GANs, Venue=MTA252026.06 | 74.1 | 71.7 | 69.9 | |
| AFSDTrained on=Real-only, Venue=PRL2026.06 | 64.7 | 61.3 | 67 | |
| OC-FakeDectTrained on=Real-only, Venue=CVPR202026.06 | 62.9 | 62.3 | 59.8 |