Human Activity Recognition on UCI-HAR Natural Distribution
71.28Accuracy (%)MFedMC (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 | 71.28 | 7.36 | |
| Ours w/o Modality Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 71.12 | 8.93 | |
| Ours w/o Client Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 60.54 | 13.49 | |
| Ours w/o Joint Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 60.22 | 16.64 | |
| FL-FDCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 35.89 | 50.13 | |
| FLASHCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 22.88 | — | |
| HarmonyCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 21.61 | 145.22 | |
| MMFedCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 21.34 | 152.37 | |
| FedMultimodalCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 17.7 | 143.7 |