Attribution on WildDeepfake
99.68AccuracyGazeCLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| GazeCLIPParams (M)=204.40, FLOPs (G)=17.65, Inference Time (s)=0.1922026.03 | 99.68 | |
| XceptionParams (M)=20.83, FLOPs (G)=4.64, Inference Time (s)=0.0062026.03 | 81.92 | |
| CLIPParams (M)=84.26, FLOPs (G)=15.91, Inference Time (s)=0.0232026.03 | 75.49 | |
| CViTParams (M)=91.11, FLOPs (G)=6.69, Inference Time (s)=0.0072026.03 | 73.92 | |
| MFCLIPParams (M)=68.38, FLOPs (G)=7.17, Inference Time (s)=0.0702026.03 | 73.44 | |
| Lin et al.Params (M)=85.31, FLOPs (G)=96.04, Inference Time (s)=0.0572026.03 | 72.8 | |
| ResNetParams (M)=11.19, FLOPs (G)=1.82, Inference Time (s)=0.0042026.03 | 72.56 | |
| PVLMThreshold=0.9, Params (M)=242.25, Inference Time (s)=0.112025.04 | 68.56 | |
| ViTParams (M)=85.63, FLOPs (G)=16.88, Inference Time (s)=0.0072026.03 | 63.76 | |
| MFCLIPThreshold=0.9, Params (M)=93.83, Inference Time (s)=1.672025.04 | 60.64 | |
| FAParams (M)=5.70, Inference Time (s)=0.0492026.03 | 56.08 | |
| ForAdapterThreshold=0.9, Params (M)=5.70, Inference Time (s)=0.572025.04 | 56.08 | |
| CPLThreshold=0.9, Params (M)=10.79, Inference Time (s)=0.172025.04 | 56.02 | |
| OmniDFAParams (M)=31.75, FLOPs (G)=5.88, Inference Time (s)=0.0062026.03 | 50.11 | |
| CAELThreshold=0.9, Params (M)=158.63, Inference Time (s)=3.742025.04 | 49.52 | |
| CDALParams (M)=38.26, FLOPs (G)=1.04, Inference Time (s)=0.0062026.03 | 43.8 | |
| CViTThreshold=0.9, Params (M)=89.02, Inference Time (s)=0.262025.04 | 43.2 | |
| CAELParams (M)=158.65, FLOPs (G)=2.11, Inference Time (s)=0.1112026.03 | 39.52 | |
| CLIPThreshold=0.9, Params (M)=84.23, Inference Time (s)=1.412025.04 | 39.52 | |
| PVLMThreshold=0.7, Params (M)=242.25, Inference Time (s)=0.112025.04 | 31.28 | |
| MFCLIPThreshold=0.7, Params (M)=93.83, Inference Time (s)=1.672025.04 | 29.68 | |
| DE-FAKEParams (M)=84.26, FLOPs (G)=95.91, Inference Time (s)=0.0532026.03 | 28.76 | |
| CARZeroThreshold=0.9, Params (M)=84.24, Inference Time (s)=1.422025.04 | 25.9 | |
| ForAdapterThreshold=0.7, Params (M)=5.70, Inference Time (s)=0.572025.04 | 25.36 | |
| CPLThreshold=0.7, Params (M)=10.79, Inference Time (s)=0.172025.04 | 24.91 | |
| CAELThreshold=0.7, Params (M)=158.63, Inference Time (s)=3.742025.04 | 21.76 | |
| CViTThreshold=0.7, Params (M)=89.02, Inference Time (s)=0.262025.04 | 19.84 | |
| CLIPThreshold=0.7, Params (M)=84.23, Inference Time (s)=1.412025.04 | 17.68 | |
| DE-FAKEThreshold=0.9, Params (M)=84.24, Inference Time (s)=1.422025.04 | 14.64 | |
| CARZeroThreshold=0.7, Params (M)=84.24, Inference Time (s)=1.422025.04 | 9.37 | |
| DE-FAKEThreshold=0.7, Params (M)=84.24, Inference Time (s)=1.422025.04 | 7.04 | |
| DNA-DetParams (M)=5.90, FLOPs (G)=16.37, Inference Time (s)=0.0062026.03 | 4.24 | |
| DNA-DetThreshold=0.9, Params (M)=6.23, Inference Time (s)=0.132025.04 | 3.28 | |
| DNA-DetThreshold=0.7, Params (M)=6.23, Inference Time (s)=0.132025.04 | 0.9 |