Deepfake Attribution on Celeb-DF
68.24AccuracyPVLM
Evaluation Results
| Method | Links | |
|---|---|---|
| PVLMThreshold=0.9, Params (M)=242.25, Inference Time (s)=0.112025.04 | 68.24 | |
| CPLThreshold=0.9, Params (M)=10.79, Inference Time (s)=0.172025.04 | 64.24 | |
| MFCLIPThreshold=0.9, Params (M)=93.83, Inference Time (s)=1.672025.04 | 62.32 | |
| DNA-DetThreshold=0.9, Params (M)=6.23, Inference Time (s)=0.132025.04 | 41.36 | |
| PVLMThreshold=0.7, Params (M)=242.25, Inference Time (s)=0.112025.04 | 36.14 | |
| CPLThreshold=0.7, Params (M)=10.79, Inference Time (s)=0.172025.04 | 35.06 | |
| MFCLIPThreshold=0.7, Params (M)=93.83, Inference Time (s)=1.672025.04 | 34.88 | |
| CAELThreshold=0.9, Params (M)=158.63, Inference Time (s)=3.742025.04 | 28.32 | |
| ForAdapterThreshold=0.9, Params (M)=5.70, Inference Time (s)=0.572025.04 | 27.6 | |
| DNA-DetThreshold=0.7, Params (M)=6.23, Inference Time (s)=0.132025.04 | 17.12 | |
| CViTThreshold=0.9, Params (M)=89.02, Inference Time (s)=0.262025.04 | 14.24 | |
| CAELThreshold=0.7, Params (M)=158.63, Inference Time (s)=3.742025.04 | 12.96 | |
| CARZeroThreshold=0.9, Params (M)=84.24, Inference Time (s)=1.422025.04 | 12.65 | |
| ForAdapterThreshold=0.7, Params (M)=5.70, Inference Time (s)=0.572025.04 | 11.36 | |
| DE-FAKEThreshold=0.9, Params (M)=84.24, Inference Time (s)=1.422025.04 | 9.92 | |
| CLIPThreshold=0.9, Params (M)=84.23, Inference Time (s)=1.412025.04 | 8.56 | |
| CARZeroThreshold=0.7, Params (M)=84.24, Inference Time (s)=1.422025.04 | 7.86 | |
| CViTThreshold=0.7, Params (M)=89.02, Inference Time (s)=0.262025.04 | 7.28 | |
| DE-FAKEThreshold=0.7, Params (M)=84.24, Inference Time (s)=1.422025.04 | 4.16 | |
| CLIPThreshold=0.7, Params (M)=84.23, Inference Time (s)=1.412025.04 | 2.56 |