Deepfake Attribution on DFDC
60.75AccuracyPVLM
Evaluation Results
| Method | Links | |
|---|---|---|
| PVLMThreshold=0.9, Params (M)=242.25, Inference Time (s)=0.112025.04 | 60.75 | |
| MFCLIPThreshold=0.9, Params (M)=93.83, Inference Time (s)=1.672025.04 | 58.16 | |
| CPLThreshold=0.9, Params (M)=10.79, Inference Time (s)=0.172025.04 | 57.32 | |
| DNA-DetThreshold=0.9, Params (M)=6.23, Inference Time (s)=0.132025.04 | 48.08 | |
| ForAdapterThreshold=0.9, Params (M)=5.70, Inference Time (s)=0.572025.04 | 47.44 | |
| CViTThreshold=0.9, Params (M)=89.02, Inference Time (s)=0.262025.04 | 47.36 | |
| CPLThreshold=0.7, Params (M)=10.79, Inference Time (s)=0.172025.04 | 29.5 | |
| MFCLIPThreshold=0.7, Params (M)=93.83, Inference Time (s)=1.672025.04 | 28.48 | |
| PVLMThreshold=0.7, Params (M)=242.25, Inference Time (s)=0.112025.04 | 27.78 | |
| CViTThreshold=0.7, Params (M)=89.02, Inference Time (s)=0.262025.04 | 25.84 | |
| DNA-DetThreshold=0.7, Params (M)=6.23, Inference Time (s)=0.132025.04 | 25.04 | |
| CAELThreshold=0.9, Params (M)=158.63, Inference Time (s)=3.742025.04 | 23.44 | |
| ForAdapterThreshold=0.7, Params (M)=5.70, Inference Time (s)=0.572025.04 | 20.48 | |
| CLIPThreshold=0.9, Params (M)=84.23, Inference Time (s)=1.412025.04 | 17.92 | |
| CARZeroThreshold=0.9, Params (M)=84.24, Inference Time (s)=1.422025.04 | 10.64 | |
| CAELThreshold=0.7, Params (M)=158.63, Inference Time (s)=3.742025.04 | 9.52 | |
| CLIPThreshold=0.7, Params (M)=84.23, Inference Time (s)=1.412025.04 | 8.64 | |
| CARZeroThreshold=0.7, Params (M)=84.24, Inference Time (s)=1.422025.04 | 8.09 | |
| DE-FAKEThreshold=0.9, Params (M)=84.24, Inference Time (s)=1.422025.04 | 4.4 | |
| DE-FAKEThreshold=0.7, Params (M)=84.24, Inference Time (s)=1.422025.04 | 2.08 |