Electrocardiography Classification on PTB-XL Natural Distribution
55.09AccuracyMFedMC (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 | 55.09 | 0.48 | |
| Ours w/o Joint Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 54.18 | 0.24 | |
| Ours w/o Client Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 51.44 | 0.24 | |
| Ours w/o Modality Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 49.8 | — | |
| FL-FDCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 22.28 | — | |
| FLASHCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 17.44 | — | |
| FedMultimodalCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 16.4 | — | |
| MMFedCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 13.97 | — | |
| HarmonyCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 11.41 | — |