Deepfake Attribution on Unseen Generators Average
81.46AccuracyPVLM
Evaluation Results
| Method | Links | |
|---|---|---|
| PVLMThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 81.46 | |
| MFCLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 60.38 | |
| CPLThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 59.48 | |
| PVLMThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 52.47 | |
| ForAdapterThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 51.36 | |
| CAELThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 40.59 | |
| MFCLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 32.36 | |
| CPLThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 28.89 | |
| CLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 27.99 | |
| DNA-DetThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 27.16 | |
| ForAdapterThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 25.91 | |
| CViTThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 24.12 | |
| CAELThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 19.75 | |
| CARZeroThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 16.65 | |
| DE-FAKEThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 16.08 | |
| CLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 15.96 | |
| DNA-DetThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 14.32 | |
| CViTThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 11.8 | |
| CARZeroThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 8.42 | |
| DE-FAKEThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 6.73 |