Deepfake Detection on Adversarial Fake Images SP24
3.63Recall Degradation (ΔR)DE-FAKE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DE-FAKESurrogate Model=EfficientNet, Variant=Ours2026.06 | 3.63 | 86.5 | |
| DE-FAKESurrogate Model=ViT, Variant=Ours2026.06 | 8.48 | 70.3 | |
| DE-FAKESurrogate Model=CLIP-ResNet, Variant=Ours2026.06 | 11.63 | 71.3 | |
| Patch-ForensicsSurrogate Model=ViT, Variant=SP242026.06 | 13.47 | — | |
| ResynthesisSurrogate Model=ViT, Variant=Ours2026.06 | 16.22 | 56.6 | |
| ResynthesisSurrogate Model=EfficientNet, Variant=Ours2026.06 | 23.21 | 47.9 | |
| Patch-ForensicsSurrogate Model=ViT, Variant=Ours2026.06 | 23.3 | 31.6 | |
| ResynthesisSurrogate Model=CLIP-ResNet, Variant=Ours2026.06 | 24.93 | 66.3 | |
| DE-FAKESurrogate Model=EfficientNet, Variant=Org.2026.06 | 26.9 | — | |
| Patch-ForensicsSurrogate Model=EfficientNet, Variant=SP242026.06 | 28.37 | — | |
| DE-FAKESurrogate Model=ViT, Variant=Org.2026.06 | 28.57 | — | |
| Patch-ForensicsSurrogate Model=EfficientNet, Variant=Ours2026.06 | 30.89 | 28.9 | |
| Patch-ForensicsSurrogate Model=ViT, Variant=Org.2026.06 | 34.05 | — | |
| ResynthesisSurrogate Model=ViT, Variant=SP242026.06 | 37.39 | — | |
| DE-FAKESurrogate Model=CLIP-ResNet, Variant=Org.2026.06 | 40.49 | — | |
| Patch-ForensicsSurrogate Model=CLIP-ResNet, Variant=SP242026.06 | 40.96 | — | |
| Patch-ForensicsSurrogate Model=EfficientNet, Variant=Org.2026.06 | 43.43 | — | |
| ResynthesisSurrogate Model=EfficientNet, Variant=SP242026.06 | 44.58 | — | |
| Patch-ForensicsSurrogate Model=CLIP-ResNet, Variant=Ours2026.06 | 58.6 | 19.5 | |
| Patch-ForensicsSurrogate Model=CLIP-ResNet, Variant=Org.2026.06 | 72.76 | — | |
| ResynthesisSurrogate Model=CLIP-ResNet, Variant=SP242026.06 | 73.96 | — | |
| DE-FAKESurrogate Model=EfficientNet, Variant=SP242026.06 | 75.76 | — | |
| DE-FAKESurrogate Model=ViT, Variant=SP242026.06 | 78.43 | — | |
| DE-FAKESurrogate Model=CLIP-ResNet, Variant=SP242026.06 | 80.04 | — |