Deepfake Detection on DFC IID Setting 23
67.61AccuracyMFedMC (Ours)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MFedMC (Ours)Communication Constraint=5 MB, Goal=Achieve Target Accuracy, Specific Config=δ=0.2, γ=1, αs=1/3, αc=1/3, αr=1/32024.01 | 67.61 | 0.84 | |
| Ours w/o Client Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 67.41 | 0.84 | |
| Ours w/o Joint Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 66.69 | 0.84 | |
| Ours w/o Modality Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 66.47 | 0.84 | |
| Ours w/o Joint Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 64.36 | 0.84 | |
| Ours w/o Client Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 63.81 | 4.18 | |
| HarmonyCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 63.17 | 18.04 | |
| FL-FDCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 62.49 | 4.54 | |
| FL-FDCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 62.49 | 4.54 | |
| FedMultimodalCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 62.4 | 9.04 | |
| FLASHCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 62.13 | 9.04 | |
| MFedMC (Ours)Communication Constraint=5 MB, Goal=Achieve Target Accuracy, Specific Config=δ=0.2, γ=1, αs=1/3, αc=1/3, αr=1/32024.01 | 62.05 | 9.2 | |
| MMFedCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 61.81 | 9.04 | |
| MMFedCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 61.81 | 9.04 | |
| FLASHCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 61.67 | 9.04 | |
| Ours w/o Modality SelCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 61.16 | 9.21 | |
| FedMultimodalCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 60.24 | 9.04 | |
| HarmonyCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 57.83 | 18.04 |