Deepfake Attribution on FLOAT unseen
88.48AccuracyPVLM
Evaluation Results
| Method | Links | |
|---|---|---|
| PVLMThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 88.48 | |
| DNA-DetThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 74.56 | |
| MFCLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 72.32 | |
| CPLThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 70.84 | |
| PVLMThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 61.92 | |
| ForAdapterThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 58.88 | |
| CViTThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 58 | |
| MFCLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 43.76 | |
| DNA-DetThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 41.28 | |
| CPLThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 40.37 | |
| CViTThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 33.52 | |
| ForAdapterThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 33.52 | |
| CAELThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 15.84 | |
| CARZeroThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 15.73 | |
| CLIPThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 14.16 | |
| DE-FAKEThreshold (T)=0.9, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 14.16 | |
| CARZeroThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 8.96 | |
| DE-FAKEThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 6.08 | |
| CAELThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 5.84 | |
| CLIPThreshold (T)=0.7, Protocol=Protocol-2, Setting=Zero-shot evaluation2025.04 | 4.96 |