Frame-level Deepfake Detection on Average (Celeb-DF, Wild Deepfake, DFDC-P, DFD, DiffSwap)
83.78AUCDiffusionFake (ViT-B)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DiffusionFake (ViT-B)Backbone=ViT-B, Training Dataset=FF++(HQ)2024.10 | 83.78 | 25.17 | |
| DiffusionFake (En-b4)Backbone=EfficientNet-B4, Training Dataset=FF++(HQ)2024.10 | 81.88 | 25.97 | |
| DCLTraining Dataset=FF++(HQ), Reproduced Status=false2024.10 | 80.4 | 27.73 | |
| SBITraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 77.77 | 28.81 | |
| ViT-BBackbone=ViT-B, Training Dataset=FF++(HQ), Reproduced Status=true2024.10 | 77.44 | 30.24 | |
| LTWTraining Dataset=FF++(HQ), Reproduced Status=false2024.10 | 77.07 | 30.39 | |
| RECCETraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 76.36 | 31.38 | |
| CADDMTraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 76.21 | 30.81 | |
| EfficientNet-B4 (En-b4)Backbone=EfficientNet-B4, Training Dataset=FF++(HQ), Reproduced Status=true2024.10 | 75.8 | 31.19 | |
| GFFTraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 75.46 | 32.51 | |
| MATTraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 75.13 | 32.03 | |
| F3-NetTraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 74.96 | 32.92 | |
| XceptionBackbone=Xception, Training Dataset=FF++(HQ), Reproduced Status=false2024.10 | 72.67 | 33.48 |