Multimodal Emotion Recognition on MELD Natural Distribution
57.43AccuracyOurs w/o Joint Sel.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Ours w/o Joint Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 57.43 | 1.65 | |
| Ours w/o Client Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 53.67 | 0.37 | |
| 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 | 53.31 | 0.37 | |
| MMFedCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 51.85 | 18.09 | |
| FL-FDCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 51.73 | 16.89 | |
| FedMultimodalCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 49.39 | 271.32 | |
| FLASHCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 49.1 | — | |
| Ours w/o Modality Sel.Communication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 48.35 | — | |
| HarmonyCommunication Constraint=5 MB, Goal=Achieve Target Accuracy2024.01 | 46.33 | — |