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ResearchFormerly WizWand

Deepfake Attribution on LivePortrait unseen

78.08AccuracyPVLM
-1.126419.43684060.5632Apr 19, 2025
Updated 5mo ago

Evaluation results

MethodLinks
PVLMThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0478.08
MFCLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0474.88
ForAdapterThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0464.16
PVLMThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0446.88
CAELThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0443.44
CPLThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0442.71
MFCLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0442.08
CLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0433.6
ForAdapterThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0433.44
CLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0422.72
CAELThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0421.36
CPLThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0419.56
CViTThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0417.04
CARZeroThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0412.05
DE-FAKEThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0411.04
CViTThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.049.6
CARZeroThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.045.89
DE-FAKEThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.044.4
DNA-DetThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.044.24
DNA-DetThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.041.92