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ResearchFormerly WizWand

Deepfake Detection on Adversarial Fake Images SP24

3.63Recall Degradation (ΔR)DE-FAKE
0.573621.204341.83562.4657Jun 1, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DE-FAKESurrogate Model=EfficientNet, Variant=Ours2026.063.6386.5
DE-FAKESurrogate Model=ViT, Variant=Ours2026.068.4870.3
DE-FAKESurrogate Model=CLIP-ResNet, Variant=Ours2026.0611.6371.3
Patch-ForensicsSurrogate Model=ViT, Variant=SP242026.0613.47—
ResynthesisSurrogate Model=ViT, Variant=Ours2026.0616.2256.6
ResynthesisSurrogate Model=EfficientNet, Variant=Ours2026.0623.2147.9
Patch-ForensicsSurrogate Model=ViT, Variant=Ours2026.0623.331.6
ResynthesisSurrogate Model=CLIP-ResNet, Variant=Ours2026.0624.9366.3
DE-FAKESurrogate Model=EfficientNet, Variant=Org.2026.0626.9—
Patch-ForensicsSurrogate Model=EfficientNet, Variant=SP242026.0628.37—
DE-FAKESurrogate Model=ViT, Variant=Org.2026.0628.57—
Patch-ForensicsSurrogate Model=EfficientNet, Variant=Ours2026.0630.8928.9
Patch-ForensicsSurrogate Model=ViT, Variant=Org.2026.0634.05—
ResynthesisSurrogate Model=ViT, Variant=SP242026.0637.39—
DE-FAKESurrogate Model=CLIP-ResNet, Variant=Org.2026.0640.49—
Patch-ForensicsSurrogate Model=CLIP-ResNet, Variant=SP242026.0640.96—
Patch-ForensicsSurrogate Model=EfficientNet, Variant=Org.2026.0643.43—
ResynthesisSurrogate Model=EfficientNet, Variant=SP242026.0644.58—
Patch-ForensicsSurrogate Model=CLIP-ResNet, Variant=Ours2026.0658.619.5
Patch-ForensicsSurrogate Model=CLIP-ResNet, Variant=Org.2026.0672.76—
ResynthesisSurrogate Model=CLIP-ResNet, Variant=SP242026.0673.96—
DE-FAKESurrogate Model=EfficientNet, Variant=SP242026.0675.76—
DE-FAKESurrogate Model=ViT, Variant=SP242026.0678.43—
DE-FAKESurrogate Model=CLIP-ResNet, Variant=SP242026.0680.04—