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ResearchFormerly WizWand

Deepfake Attribution on LIA unseen

82.56AccuracyPVLM
-3.302418.988841.2863.5712Apr 19, 2025
Updated 5mo ago

Evaluation results

MethodLinks
PVLMThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0482.56
MFCLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0481.52
CPLThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0470.54
CAELThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0460.32
ForAdapterThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0452.88
PVLMThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0450.4
MFCLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0444.24
CLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0436.88
CAELThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0431.68
CPLThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0430.79
ForAdapterThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0426
CLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0422.4
CARZeroThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0416.97
DE-FAKEThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0414.48
CViTThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.047.44
CARZeroThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.046.77
DE-FAKEThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.045.84
CViTThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.043.12
DNA-DetThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.040.32
DNA-DetThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.040