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ResearchFormerly WizWand

Deepfake Detection on DM-CS Diffusion Model-Closed Source Out-of-domain (test)

99.7AccuracyD3
61.42871.36481.391.236Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
D3Trained on=Real + DM-OS, Venue=CVPR252026.0699.79897.1
ODDNTrained on=Real + DM-OS, Venue=AAAI252026.0698.499.596.7
μFlowTrained on=Real-only, Venue=Comparison vs Real+GANs2026.0696.896.895.9
μFlowTrained on=Real-only, Venue=Comparison vs Real+DM-OS2026.0696.896.895.9
μFlowTrained on=Real-only, Venue=Comparison vs Real+Mix*2026.0696.896.895.9
μFlowTrained on=Real-only, Venue=Ours2026.0696.896.895.9
D3Trained on=Real + Mix*, Venue=CVPR252026.0695.894.692.6
NPRTrained on=Real + DM-OS, Venue=CVPR242026.0692.197.798
ODDNTrained on=Real + Mix*, Venue=AAAI252026.0690.383.386.5
FreqNetTrained on=Real + DM-OS, Venue=AAAI242026.0687.794.794.4
NPRTrained on=Real + Mix*, Venue=CVPR242026.0687.496.590.2
LAA-NetTrained on=Real-only, Venue=CVPR242026.0683.284.181
ODDNTrained on=Real + GANs, Venue=AAAI252026.0681.483.284.8
DFX-SNTrained on=Real + DM-OS, Venue=MTA252026.0681.280.783
D3Trained on=Real + GANs, Venue=CVPR252026.0680.58288.8
NPRTrained on=Real + GANs, Venue=CVPR242026.0678.679.278.9
FreqNetTrained on=Real + Mix*, Venue=AAAI242026.0677.984.684.6
DFX-SNTrained on=Real + Mix*, Venue=MTA252026.067780.482.2
FreqNetTrained on=Real + GANs, Venue=AAAI242026.0676.475.574.1
AUNetTrained on=Real-only, Venue=CVPR232026.0675.38070.2
SBITrained on=Real-only, Venue=CVPR222026.0675.279.469.7
PCL+I2GTrained on=Real-only, Venue=ICCV212026.067578.769.3
DFX-SNTrained on=Real + GANs, Venue=MTA252026.0674.171.769.9
AFSDTrained on=Real-only, Venue=PRL2026.0664.761.367
OC-FakeDectTrained on=Real-only, Venue=CVPR202026.0662.962.359.8