Deepfake Detection on GANs Out-of-domain (test)
96.8AccuracyμFlow
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| μFlowTrained on=Real-only, Venue=Comparison vs Real+GANs2026.06 | 96.8 | 96.8 | 96 | |
| μFlowTrained on=Real-only, Venue=Comparison vs Real+Mix*2026.06 | 94.7 | 94.7 | 95.3 | |
| μFlowTrained on=Real-only, Venue=Ours2026.06 | 94.7 | 94.7 | 95.3 | |
| μFlowTrained on=Real-only, Venue=Comparison vs Real+DM-CS2026.06 | 93.6 | 93.6 | 95 | |
| μFlowTrained on=Real-only, Venue=Comparison vs Real+DM-OS2026.06 | 93.5 | 93.6 | 94.9 | |
| ODDNTrained on=Real + Mix*, Venue=AAAI252026.06 | 92.7 | 91.5 | 93.5 | |
| D3Trained on=Real + Mix*, Venue=CVPR252026.06 | 92.6 | 94.5 | 94.2 | |
| ODDNTrained on=Real + DM-OS, Venue=AAAI252026.06 | 91.8 | 85.3 | 83.5 | |
| ODDNTrained on=Real + Mix*, Venue=AAAI252026.06 | 91.4 | 87 | 88.5 | |
| ODDNTrained on=Real + DM-CS, Venue=AAAI252026.06 | 91 | 88.8 | 83.8 | |
| D3Trained on=Real + Mix*, Venue=CVPR252026.06 | 90.4 | 92.5 | 93.7 | |
| μFlowTrained on=Real-only, Venue=Comparison vs Real+DM-CS2026.06 | 90.3 | 90.4 | 93.9 | |
| μFlowTrained on=Real-only, Venue=Comparison vs Real+DM-OS2026.06 | 90.3 | 90.4 | 93.9 | |
| μFlowTrained on=Real-only, Venue=Comparison vs Real+Mix*2026.06 | 90.3 | 90.4 | 93.9 | |
| μFlowTrained on=Real-only, Venue=Ours2026.06 | 90.3 | 90.4 | 93.9 | |
| D3Trained on=Real + DM-CS, Venue=CVPR252026.06 | 86.8 | 90.7 | 92.5 | |
| LAA-NetTrained on=Real-only, Venue=CVPR242026.06 | 86 | 88.2 | 94.2 | |
| D3Trained on=Real + DM-OS, Venue=CVPR252026.06 | 85.4 | 87.3 | 87.5 | |
| NPRTrained on=Real + Mix*, Venue=CVPR242026.06 | 85.3 | 94 | 91.7 | |
| ODDNTrained on=Real + DM-OS, Venue=AAAI252026.06 | 85.2 | 71.2 | 70.3 | |
| AUNetTrained on=Real-only, Venue=CVPR232026.06 | 84.8 | 87 | 93.3 | |
| ODDNTrained on=Real + DM-CS, Venue=AAAI252026.06 | 84.5 | 79.2 | 75.9 | |
| SBITrained on=Real-only, Venue=CVPR222026.06 | 84.3 | 86.8 | 93 | |
| PCL+I2GTrained on=Real-only, Venue=ICCV212026.06 | 84.1 | 86 | 92.2 | |
| NPRTrained on=Real + DM-OS, Venue=CVPR242026.06 | 83.6 | 83.2 | 85.8 | |
| NPRTrained on=Real + Mix*, Venue=CVPR242026.06 | 83 | 89.8 | 89.5 | |
| LAA-NetTrained on=Real-only, Venue=CVPR242026.06 | 83 | 84.9 | 86.2 | |
| ODDNTrained on=Real + GANs, Venue=AAAI252026.06 | 81.8 | 83.6 | 85 | |
| D3Trained on=Real + GANs, Venue=CVPR252026.06 | 80.9 | 82 | 87.9 | |
| FreqNetTrained on=Real + Mix*, Venue=AAAI242026.06 | 79.9 | 86 | 87.5 | |
| FreqNetTrained on=Real + DM-OS, Venue=AAAI242026.06 | 79.8 | 81.2 | 82.6 | |
| AUNetTrained on=Real-only, Venue=CVPR232026.06 | 78.1 | 80.2 | 77.9 | |
| DFX-SNTrained on=Real + Mix*, Venue=MTA252026.06 | 77.8 | 80.1 | 80.4 | |
| SBITrained on=Real-only, Venue=CVPR222026.06 | 77.8 | 79.8 | 77.1 | |
| FreqNetTrained on=Real + DM-CS, Venue=AAAI242026.06 | 77.6 | 80 | 79 | |
| PCL+I2GTrained on=Real-only, Venue=ICCV212026.06 | 77.6 | 79.2 | 76.6 | |
| NPRTrained on=Real + GANs, Venue=CVPR242026.06 | 77.4 | 78.2 | 79.7 | |
| NPRTrained on=Real + DM-CS, Venue=CVPR242026.06 | 77.2 | 81 | 80.9 | |
| FreqNetTrained on=Real + Mix*, Venue=AAAI242026.06 | 77.1 | 81.3 | 83 | |
| FreqNetTrained on=Real + GANs, Venue=AAAI242026.06 | 76.7 | 74.3 | 75.4 | |
| DFX-SNTrained on=Real + DM-OS, Venue=MTA252026.06 | 75.6 | 75.6 | 75.8 | |
| DFX-SNTrained on=Real + Mix*, Venue=MTA252026.06 | 75.2 | 77.9 | 77.1 | |
| D3Trained on=Real + DM-CS, Venue=CVPR252026.06 | 75.1 | 83.4 | 85 | |
| NPRTrained on=Real + DM-OS, Venue=CVPR242026.06 | 75.1 | 68.7 | 73.5 | |
| DFX-SNTrained on=Real + DM-CS, Venue=MTA252026.06 | 74.1 | 75.8 | 76 | |
| DFX-SNTrained on=Real + GANs, Venue=MTA252026.06 | 73.3 | 70.1 | 68 | |
| FreqNetTrained on=Real + DM-OS, Venue=AAAI242026.06 | 71.8 | 67.6 | 70.7 | |
| D3Trained on=Real + DM-OS, Venue=CVPR252026.06 | 71.1 | 76.6 | 77.9 | |
| DFX-SNTrained on=Real + DM-OS, Venue=MTA252026.06 | 69.9 | 70.4 | 68.6 | |
| NPRTrained on=Real + DM-CS, Venue=CVPR242026.06 | 68.5 | 68.5 | 69.1 | |
| FreqNetTrained on=Real + DM-CS, Venue=AAAI242026.06 | 68.3 | 66 | 65.3 | |
| DFX-SNTrained on=Real + DM-CS, Venue=MTA252026.06 | 67.9 | 67 | 66.1 | |
| AFSDTrained on=Real-only, Venue=PRL2026.06 | 67.3 | 69 | 69.3 | |
| AFSDTrained on=Real-only, Venue=PRL2026.06 | 65 | 64.4 | 68.8 | |
| OC-FakeDectTrained on=Real-only, Venue=CVPR202026.06 | 57.4 | 58.1 | 56.5 | |
| OC-FakeDectTrained on=Real-only, Venue=CVPR202026.06 | 48.9 | 51.1 | 50 |