Action Recognition on ActionSense IID Setting
92.28AccuracyMFedMC (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 | 92.28 | 4.27 | |
| Ours w/o Client Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 81.79 | — | |
| Ours w/o Modality SelCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 68.73 | 5.99 | |
| Ours w/o Joint Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 68 | 15.7 | |
| MMFedCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 44.04 | 82.34 | |
| HarmonyCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 42.02 | 110.24 | |
| FL-FDCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 39.5 | 48.71 | |
| FLASHCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 21.41 | — | |
| FedMultimodalCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 13.45 | 135.08 |