Electrocardiography Classification on PTB-XL IID Setting
87.04AccuracyMFedMC (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 | 87.04 | 0.24 | |
| Ours w/o Joint Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 86.9 | 0.24 | |
| Ours w/o Modality SelCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 86.5 | 0.24 | |
| Ours w/o Client Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 85.66 | 0.24 | |
| FL-FDCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 22.28 | — | |
| FLASHCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 17.44 | — | |
| HarmonyCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 15.84 | — | |
| MMFedCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 13.31 | — | |
| FedMultimodalCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 4.07 | — |