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ResearchFormerly WizWand

Deepfake Attribution on DFDC

60.75AccuracyPVLM
-0.266815.574131.41547.2559Apr 19, 2025
Updated 5mo ago

Evaluation results

MethodLinks
PVLMThreshold=0.9, Params (M)=242.25, Inference Time (s)=0.112025.0460.75
MFCLIPThreshold=0.9, Params (M)=93.83, Inference Time (s)=1.672025.0458.16
CPLThreshold=0.9, Params (M)=10.79, Inference Time (s)=0.172025.0457.32
DNA-DetThreshold=0.9, Params (M)=6.23, Inference Time (s)=0.132025.0448.08
ForAdapterThreshold=0.9, Params (M)=5.70, Inference Time (s)=0.572025.0447.44
CViTThreshold=0.9, Params (M)=89.02, Inference Time (s)=0.262025.0447.36
CPLThreshold=0.7, Params (M)=10.79, Inference Time (s)=0.172025.0429.5
MFCLIPThreshold=0.7, Params (M)=93.83, Inference Time (s)=1.672025.0428.48
PVLMThreshold=0.7, Params (M)=242.25, Inference Time (s)=0.112025.0427.78
CViTThreshold=0.7, Params (M)=89.02, Inference Time (s)=0.262025.0425.84
DNA-DetThreshold=0.7, Params (M)=6.23, Inference Time (s)=0.132025.0425.04
CAELThreshold=0.9, Params (M)=158.63, Inference Time (s)=3.742025.0423.44
ForAdapterThreshold=0.7, Params (M)=5.70, Inference Time (s)=0.572025.0420.48
CLIPThreshold=0.9, Params (M)=84.23, Inference Time (s)=1.412025.0417.92
CARZeroThreshold=0.9, Params (M)=84.24, Inference Time (s)=1.422025.0410.64
CAELThreshold=0.7, Params (M)=158.63, Inference Time (s)=3.742025.049.52
CLIPThreshold=0.7, Params (M)=84.23, Inference Time (s)=1.412025.048.64
CARZeroThreshold=0.7, Params (M)=84.24, Inference Time (s)=1.422025.048.09
DE-FAKEThreshold=0.9, Params (M)=84.24, Inference Time (s)=1.422025.044.4
DE-FAKEThreshold=0.7, Params (M)=84.24, Inference Time (s)=1.422025.042.08