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ResearchFormerly WizWand

Deepfake Detection on Celeb-DF v2 (test)

0.999Video-level AUCExposing the Deception
0.648520.739510.83050.92149Aug 30, 2024Dec 8, 2024Mar 18, 2025Jun 26, 2025Oct 4, 2025Jan 12, 2026Apr 23, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Exposing the Deception2026.040.999
Frequency-Aware Triple Branch NetworkBackbone=Xception2026.040.999
Wu et al. 20232026.040.998
FreqBlender2026.040.993
Agarwal et al. 20202026.040.99
Xception2026.040.985
SFAMTraining Dataset=UADFV2026.040.965
OursVenue=N/A2024.080.947
CDFATraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.030.938
SBIs2026.040.937
XceptionTraining Dataset=UADFV2026.040.935
FInfer2026.040.933
SFAMTraining Dataset=CDv12026.040.929
OPRVenue=-, Training Dataset=FF++2024.080.925
TALL-SwinVenue=ICCV 20232024.080.908
ProDet + TSRLTraining Dataset=FF++ (c23), TSRL Integration=true, Retrained=true2026.030.907
DeepfakeUCL2026.040.905
Effort + TSRLTraining Dataset=FF++ (c23), TSRL Integration=true, Retrained=true2026.030.901
AltFreezingVenue=CVPR23, Training Dataset=FF++2024.080.895
AltFreezingVenue=CVPR 20232024.080.895
NACOVenue=ECCV 20242024.080.895
LTTDVenue=NeurIPS 20222024.080.893
Choi et al.Venue=CVPR24, Training Dataset=FF++2024.080.89
StyleDFDVenue=CVPR 20242024.080.89
TD-3DCNN2026.040.888
SBITraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.030.886
ProDetTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=true2026.030.884
LSDATraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.030.875
EffortTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=true2026.030.871
FTCNVenue=ICCV21, Training Dataset=FF++2024.080.869
FTCNVenue=ICCV 20212024.080.869
FT-two-stream2026.040.867
RealForensicsVenue=CVPR22, Training Dataset=FF++2024.080.857
RealForensicsVenue=CVPR 20222024.080.857
CLIP + TSRLTraining Dataset=FF++ (c23), TSRL Integration=true, Retrained=true2026.030.849
UCF + TSRLTraining Dataset=FF++ (c23), TSRL Integration=true, Retrained=true2026.030.843
SRMTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.030.84
SLADDTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.030.837
SFAMTraining Dataset=DFDC2026.040.837
TALLTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.030.831
LipForensicsVenue=CVPR21, Training Dataset=FF++2024.080.824
LipForensicsVenue=CVPR 20212024.080.824
DCLYear=2022, Training Dataset=FF++ (HQ)2025.060.823
RECCETraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.030.823
UCFTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=true2026.030.807
SPSLTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.030.799
CORE + TSRLTraining Dataset=FF++ (c23), TSRL Integration=true, Retrained=true2026.030.798
GFFYear=2021, Training Dataset=FF++ (HQ)2025.060.794
IID + TSRLTraining Dataset=FF++ (c23), TSRL Integration=true, Retrained=true2026.030.791
HCILVenue=ECCV 20222024.080.79
F3NetTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=false2026.030.789
XceptionTraining Dataset=CDv12026.040.787
IIDTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=true2026.030.776
SFAMTraining Dataset=DFDCP2026.040.775
LTWYear=2021, Training Dataset=FF++ (HQ)2025.060.7714
CAST-B0Year=2025, Training Dataset=FF++ (HQ)2025.060.7698
MeST-FormerYear=2024, Training Dataset=FF++ (HQ)2025.060.7633
SFDGYear=2023, Training Dataset=FF++ (HQ)2025.060.7583
CLIPTraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=true2026.030.751
CAST-B5Year=2025, Training Dataset=FF++ (HQ)2025.060.7492
Face X-rayYear=2020, Training Dataset=FF++ (HQ)2025.060.742
ID-MAMYear=2025, Training Dataset=FF++ (HQ)2025.060.7204
XceptionTraining Dataset=DFDC2026.040.703
CORETraining Dataset=FF++ (c23), TSRL Integration=false, Retrained=true2026.030.697
RECCEYear=2022, Training Dataset=FF++ (HQ)2025.060.6871
MATYear=2021, Training Dataset=FF++ (HQ)2025.060.674
XceptionTraining Dataset=DFDCP2026.040.664
Meso42026.040.662