Deepfake Attribution on FLUX unseen
57.92AccuracyPVLM
Evaluation Results
| Method | Links | |
|---|---|---|
| PVLMThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 57.92 | |
| PVLMThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 32 | |
| CViTThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 30.08 | |
| CARZeroThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 29.4 | |
| DE-FAKEThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 28.32 | |
| ForAdapterThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 22.48 | |
| DNA-DetThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 17.76 | |
| CAELThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 15.12 | |
| CPLThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 13.97 | |
| CARZeroThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 13.89 | |
| CViTThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 13.6 | |
| MFCLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 12.4 | |
| DE-FAKEThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 12 | |
| ForAdapterThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 10.08 | |
| DNA-DetThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 8.64 | |
| CLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 8.16 | |
| CPLThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 7.2 | |
| CAELThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 6.4 | |
| MFCLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 6.08 | |
| CLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 3.6 |