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ResearchFormerly WizWand

Deepfake Attribution on Real3DPortrait unseen

92.32AccuracyPVLM
0.051224.005647.9671.9144Apr 19, 2025
Updated 5mo ago

Evaluation results

MethodLinks
PVLMThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0492.32
CPLThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0472.88
DNA-DetThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0471.44
PVLMThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0461.84
MFCLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0460.88
CViTThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0454.64
ForAdapterThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0448.32
CAELThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0444.8
CPLThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0430.46
DNA-DetThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0429.36
MFCLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0428.56
CViTThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0425.76
ForAdapterThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0421.92
CAELThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0421.68
CLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0415.92
CARZeroThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.0411.44
DE-FAKEThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.049.6
CLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.046.88
CARZeroThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.045.09
DE-FAKEThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.043.6