Deepfake Detection on CelebDF (test)
0.9388AUCID-unaware Deepfake Detection Model
Evaluation Results
| Method | Links | |
|---|---|---|
| ID-unaware Deepfake Detection ModelBackbone=Efficient-b42022.10 | 0.9388 | |
| SBIBackbone=Efficient-b42022.10 | 0.9318 | |
| ID-unaware Deepfake Detection ModelBackbone=Efficient-b32022.10 | 0.9308 | |
| ID-unaware Deepfake Detection ModelBackbone=ResNet-342022.10 | 0.9115 | |
| PCL+I2GBackbone=ResNet-342022.10 | 0.9003 | |
| Face-x-rayBackbone=HRNet2022.10 | 0.8058 | |
| SLADDTraining Set=FF++2022.03 | 0.797 | |
| SLADDBackbone=Xception2022.10 | 0.797 | |
| Local-Relation2022.10 | 0.7826 | |
| SPSLBackbone=Xception2022.10 | 0.7688 | |
| Two-branchTraining Set=FF++2022.03 | 0.734 | |
| Two-branchBackbone=DenseNet2022.10 | 0.734 | |
| SPSLTraining Set=FF++2022.03 | 0.724 | |
| MATBackbone=Efficient-b42022.10 | 0.6844 | |
| MADDTraining Set=FF++2022.03 | 0.674 | |
| MMMSBackbone=Transformer2022.10 | 0.657 | |
| XceptionTraining Set=FF++2022.03 | 0.653 | |
| F3-NetBackbone=Xception2022.10 | 0.6517 | |
| DSP-FWATraining Set=FF++2022.03 | 0.646 | |
| DSP-FWABackbone=ResNet-502022.10 | 0.646 | |
| CapsuleTraining Set=FF++2022.03 | 0.575 | |
| FWATraining Set=FF++2022.03 | 0.569 | |
| SMILTraining Set=FF++2022.03 | 0.563 | |
| VA-MLPTraining Set=FF++2022.03 | 0.55 | |
| Meso4Training Set=FF++2022.03 | 0.548 | |
| HeadposeTraining Set=FF++2022.03 | 0.546 | |
| Multi-task2022.10 | 0.543 | |
| Two-streamTraining Set=FF++2022.03 | 0.538 | |
| MesoInception4Training Set=FF++2022.03 | 0.536 | |
| XceptionBackbone=Xception2022.10 | 0.4903 |