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ResearchFormerly WizWand

Deepfake Attribution on Celeb-DF

68.24AccuracyPVLM
-0.067217.666435.453.1336Apr 19, 2025
Updated 6mo ago

Evaluation results

MethodLinks
PVLMThreshold=0.9, Params (M)=242.25, Inference Time (s)=0.112025.0468.24
CPLThreshold=0.9, Params (M)=10.79, Inference Time (s)=0.172025.0464.24
MFCLIPThreshold=0.9, Params (M)=93.83, Inference Time (s)=1.672025.0462.32
DNA-DetThreshold=0.9, Params (M)=6.23, Inference Time (s)=0.132025.0441.36
PVLMThreshold=0.7, Params (M)=242.25, Inference Time (s)=0.112025.0436.14
CPLThreshold=0.7, Params (M)=10.79, Inference Time (s)=0.172025.0435.06
MFCLIPThreshold=0.7, Params (M)=93.83, Inference Time (s)=1.672025.0434.88
CAELThreshold=0.9, Params (M)=158.63, Inference Time (s)=3.742025.0428.32
ForAdapterThreshold=0.9, Params (M)=5.70, Inference Time (s)=0.572025.0427.6
DNA-DetThreshold=0.7, Params (M)=6.23, Inference Time (s)=0.132025.0417.12
CViTThreshold=0.9, Params (M)=89.02, Inference Time (s)=0.262025.0414.24
CAELThreshold=0.7, Params (M)=158.63, Inference Time (s)=3.742025.0412.96
CARZeroThreshold=0.9, Params (M)=84.24, Inference Time (s)=1.422025.0412.65
ForAdapterThreshold=0.7, Params (M)=5.70, Inference Time (s)=0.572025.0411.36
DE-FAKEThreshold=0.9, Params (M)=84.24, Inference Time (s)=1.422025.049.92
CLIPThreshold=0.9, Params (M)=84.23, Inference Time (s)=1.412025.048.56
CARZeroThreshold=0.7, Params (M)=84.24, Inference Time (s)=1.422025.047.86
CViTThreshold=0.7, Params (M)=89.02, Inference Time (s)=0.262025.047.28
DE-FAKEThreshold=0.7, Params (M)=84.24, Inference Time (s)=1.422025.044.16
CLIPThreshold=0.7, Params (M)=84.23, Inference Time (s)=1.412025.042.56