Deepfake Attribution on LivePortrait unseen
78.08AccuracyPVLM
Evaluation Results
| Method | Links | |
|---|---|---|
| PVLMThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 78.08 | |
| MFCLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 74.88 | |
| ForAdapterThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 64.16 | |
| PVLMThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 46.88 | |
| CAELThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 43.44 | |
| CPLThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 42.71 | |
| MFCLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 42.08 | |
| CLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 33.6 | |
| ForAdapterThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 33.44 | |
| CLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 22.72 | |
| CAELThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 21.36 | |
| CPLThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 19.56 | |
| CViTThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 17.04 | |
| CARZeroThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 12.05 | |
| DE-FAKEThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 11.04 | |
| CViTThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 9.6 | |
| CARZeroThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 5.89 | |
| DE-FAKEThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 4.4 | |
| DNA-DetThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 4.24 | |
| DNA-DetThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 1.92 |