Deepfake Attribution on Real3DPortrait unseen
92.32AccuracyPVLM
Evaluation Results
| Method | Links | |
|---|---|---|
| PVLMThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 92.32 | |
| CPLThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 72.88 | |
| DNA-DetThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 71.44 | |
| PVLMThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 61.84 | |
| MFCLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 60.88 | |
| CViTThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 54.64 | |
| ForAdapterThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 48.32 | |
| CAELThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 44.8 | |
| CPLThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 30.46 | |
| DNA-DetThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 29.36 | |
| MFCLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 28.56 | |
| CViTThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 25.76 | |
| ForAdapterThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 21.92 | |
| CAELThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 21.68 | |
| CLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 15.92 | |
| CARZeroThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 11.44 | |
| DE-FAKEThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 9.6 | |
| CLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 6.88 | |
| CARZeroThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 5.09 | |
| DE-FAKEThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 3.6 |