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ResearchFormerly WizWand

Deepfake Attribution on DiffusionAct unseen

83.6AccuracyPVLM
-0.931221.014442.9664.9056Apr 19, 2025
Updated 5mo ago

Evaluation results

MethodLinks
PVLMThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0483.6
DNA-DetThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0475.36
CPLThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0470.85
PVLMThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0461.76
CLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0453.84
DNA-DetThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0447.52
ForAdapterThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0447.2
CLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0435.68
DE-FAKEThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0423.84
ForAdapterThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0423.76
CViTThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0422.32
CAELThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0421.92
CPLThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0421.04
CARZeroThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0420.18
CARZeroThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0412.76
DE-FAKEThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0410.48
CViTThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.049.04
CAELThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.048.96
MFCLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.046.72
MFCLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.042.32