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ResearchFormerly WizWand

Deepfake Attribution on FLOAT unseen

88.48AccuracyPVLM
1.619224.169646.7269.2704Apr 19, 2025
Updated 5mo ago

Evaluation results

MethodLinks
PVLMThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0488.48
DNA-DetThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0474.56
MFCLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0472.32
CPLThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0470.84
PVLMThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0461.92
ForAdapterThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0458.88
CViTThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0458
MFCLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0443.76
DNA-DetThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0441.28
CPLThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0440.37
CViTThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0433.52
ForAdapterThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0433.52
CAELThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0415.84
CARZeroThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0415.73
CLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0414.16
DE-FAKEThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0414.16
CARZeroThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.048.96
DE-FAKEThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.046.08
CAELThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.045.84
CLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.044.96