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Deepfake Detection on DFD (Frame and Video AUC)

0.986Video AUCFakeSTormer
0.6925120.7687060.84490.921094Nov 18, 2024Jan 20, 2025Mar 24, 2025May 27, 2025Jul 29, 2025Sep 30, 2025Dec 3, 2025

Evaluation results

MethodLinks
FakeSTormerPristine only=true2025.120.986—
AltfreezingPristine only=false2025.120.985—
SBI (c23)Pristine only=true2025.120.9816—
PTFPristine only=false2025.120.973—
KiMoIPristine only=true2025.120.9704—
EffortPristine only=false, Model selection protocol (test-time data)=true2025.120.965—
VBPristine only=true, Model selection protocol (test-time data)=true2025.120.965—
FakeRadarPristine only=false2025.120.962—
DeepShieldPristine only=true2025.120.961—
LSDAPristine only=false, Model selection protocol (test-time data)=true2025.120.956—
CDFAPristine only=false2025.120.954—
FCGPristine only=false2025.120.93—
SLADDPristine only=false2025.120.904—
RECCEPristine only=false2025.120.891—
SRMPristine only=false2025.120.885—
SUR-LIDTraining Protocol=Protocol 12024.110.88030.8225
SPSLPristine only=false2025.120.871—
SFAPristine only=false2025.120.8674—
UCFPristine only=false2025.120.867—
HDPTraining Protocol=Protocol 12024.110.84410.8039
F3NetPristine only=false2025.120.844—
DFILTraining Protocol=Protocol 12024.110.82930.7719
Lower BoundTraining Protocol=Protocol 12024.110.70380.6705