Action Recognition on ActionSense Natural Distribution
98.87AccuracyMFedMC (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 | 98.87 | 1.01 | |
| Ours w/o Client Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 90.39 | 2.94 | |
| Ours w/o Joint Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 89.3 | 3.86 | |
| Ours w/o Modality Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 88.85 | 3.9 | |
| FL-FDCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 51.57 | 48.71 | |
| HarmonyCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 50.72 | 110.24 | |
| MMFedCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 47.24 | 82.34 | |
| FLASHCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 34.77 | — | |
| FedMultimodalCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 24.81 | 135.08 |