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ResearchFormerly WizWand

Attribution on WildDeepfake

99.68AccuracyGazeCLIP
-3.051223.619450.2976.9606Apr 19, 2025Jun 15, 2025Aug 12, 2025Oct 9, 2025Dec 5, 2025Feb 1, 2026Mar 31, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GazeCLIPParams (M)=204.40, FLOPs (G)=17.65, Inference Time (s)=0.1922026.0399.68
XceptionParams (M)=20.83, FLOPs (G)=4.64, Inference Time (s)=0.0062026.0381.92
CLIPParams (M)=84.26, FLOPs (G)=15.91, Inference Time (s)=0.0232026.0375.49
CViTParams (M)=91.11, FLOPs (G)=6.69, Inference Time (s)=0.0072026.0373.92
MFCLIPParams (M)=68.38, FLOPs (G)=7.17, Inference Time (s)=0.0702026.0373.44
Lin et al.Params (M)=85.31, FLOPs (G)=96.04, Inference Time (s)=0.0572026.0372.8
ResNetParams (M)=11.19, FLOPs (G)=1.82, Inference Time (s)=0.0042026.0372.56
PVLMThreshold=0.9, Params (M)=242.25, Inference Time (s)=0.112025.0468.56
ViTParams (M)=85.63, FLOPs (G)=16.88, Inference Time (s)=0.0072026.0363.76
MFCLIPThreshold=0.9, Params (M)=93.83, Inference Time (s)=1.672025.0460.64
FAParams (M)=5.70, Inference Time (s)=0.0492026.0356.08
ForAdapterThreshold=0.9, Params (M)=5.70, Inference Time (s)=0.572025.0456.08
CPLThreshold=0.9, Params (M)=10.79, Inference Time (s)=0.172025.0456.02
OmniDFAParams (M)=31.75, FLOPs (G)=5.88, Inference Time (s)=0.0062026.0350.11
CAELThreshold=0.9, Params (M)=158.63, Inference Time (s)=3.742025.0449.52
CDALParams (M)=38.26, FLOPs (G)=1.04, Inference Time (s)=0.0062026.0343.8
CViTThreshold=0.9, Params (M)=89.02, Inference Time (s)=0.262025.0443.2
CAELParams (M)=158.65, FLOPs (G)=2.11, Inference Time (s)=0.1112026.0339.52
CLIPThreshold=0.9, Params (M)=84.23, Inference Time (s)=1.412025.0439.52
PVLMThreshold=0.7, Params (M)=242.25, Inference Time (s)=0.112025.0431.28
MFCLIPThreshold=0.7, Params (M)=93.83, Inference Time (s)=1.672025.0429.68
DE-FAKEParams (M)=84.26, FLOPs (G)=95.91, Inference Time (s)=0.0532026.0328.76
CARZeroThreshold=0.9, Params (M)=84.24, Inference Time (s)=1.422025.0425.9
ForAdapterThreshold=0.7, Params (M)=5.70, Inference Time (s)=0.572025.0425.36
CPLThreshold=0.7, Params (M)=10.79, Inference Time (s)=0.172025.0424.91
CAELThreshold=0.7, Params (M)=158.63, Inference Time (s)=3.742025.0421.76
CViTThreshold=0.7, Params (M)=89.02, Inference Time (s)=0.262025.0419.84
CLIPThreshold=0.7, Params (M)=84.23, Inference Time (s)=1.412025.0417.68
DE-FAKEThreshold=0.9, Params (M)=84.24, Inference Time (s)=1.422025.0414.64
CARZeroThreshold=0.7, Params (M)=84.24, Inference Time (s)=1.422025.049.37
DE-FAKEThreshold=0.7, Params (M)=84.24, Inference Time (s)=1.422025.047.04
DNA-DetParams (M)=5.90, FLOPs (G)=16.37, Inference Time (s)=0.0062026.034.24
DNA-DetThreshold=0.9, Params (M)=6.23, Inference Time (s)=0.132025.043.28
DNA-DetThreshold=0.7, Params (M)=6.23, Inference Time (s)=0.132025.040.9