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Detection on Unseen Datasets Average

77.12AccuracyViT
52.118458.609265.171.5908Mar 31, 2026

Evaluation results

MethodLinks
ViTParams (M)=85.63, FLOPs (G)=16.88, Inference Time (s)=0.0072026.0377.1274.86
XceptionParams (M)=20.83, FLOPs (G)=4.64, Inference Time (s)=0.0062026.0375.0622.38
DNA-DetParams (M)=5.90, FLOPs (G)=16.37, Inference Time (s)=0.0062026.037523.2
GazeCLIPParams (M)=204.40, FLOPs (G)=17.65, Inference Time (s)=0.1922026.0374.8894.2
ResNetParams (M)=11.19, FLOPs (G)=1.82, Inference Time (s)=0.0042026.0374.850.07
OmniDFAParams (M)=31.75, FLOPs (G)=5.88, Inference Time (s)=0.0062026.0374.1748.95
Lin et al.Params (M)=85.31, FLOPs (G)=96.04, Inference Time (s)=0.0572026.0373.9350.84
CLIPParams (M)=84.26, FLOPs (G)=15.91, Inference Time (s)=0.0232026.0373.8870.42
CViTParams (M)=91.11, FLOPs (G)=6.69, Inference Time (s)=0.0072026.0373.8238.97
FAParams (M)=5.70, Inference Time (s)=0.0492026.0373.1844.07
CDALParams (M)=38.26, FLOPs (G)=1.04, Inference Time (s)=0.0062026.0372.0440.61
CAELParams (M)=158.65, FLOPs (G)=2.11, Inference Time (s)=0.1112026.0371.7853.19
DE-FAKEParams (M)=84.26, FLOPs (G)=95.91, Inference Time (s)=0.0532026.0370.3135.69
MFCLIPParams (M)=68.38, FLOPs (G)=7.17, Inference Time (s)=0.0702026.0353.0842.39