Image Classification on MNIST (Structure)
99.2AccuracyFedAvg
Evaluation Results
| Method | Links | |
|---|---|---|
| FedAvgNumber of Clients=20, Clustering Strategy=Clustering (MMDSW)2026.06 | 99.2 | |
| FedPerNumber of Clients=20, Clustering Strategy=Clustering (MMDSW)2026.06 | 99.2 | |
| FedAvgNumber of Clients=40, Clustering Strategy=Clustering (MMDSW)2026.06 | 99 | |
| FedPerNumber of Clients=40, Clustering Strategy=Clustering (MMDSW)2026.06 | 99 | |
| FedAvgNumber of Clients=100, Clustering Strategy=Clustering (MMDSW)2026.06 | 98.8 | |
| FedPerNumber of Clients=100, Clustering Strategy=Clustering (MMDSW)2026.06 | 98.8 | |
| FedRepNumber of Clients=20, Clustering Strategy=Clustering (MMDSW)2026.06 | 98.8 | |
| FedRepNumber of Clients=40, Clustering Strategy=Clustering (MMDSW)2026.06 | 98.7 | |
| FedRepNumber of Clients=100, Clustering Strategy=Clustering (MMDSW)2026.06 | 98.4 | |
| FedRepNumber of Clients=20, Clustering Strategy=Vanilla2026.06 | 98.2 | |
| FedPerNumber of Clients=20, Clustering Strategy=Vanilla2026.06 | 98 | |
| FedPerNumber of Clients=40, Clustering Strategy=Vanilla2026.06 | 97.5 | |
| FedRepNumber of Clients=40, Clustering Strategy=Vanilla2026.06 | 97.4 | |
| FedPerNumber of Clients=100, Clustering Strategy=Vanilla2026.06 | 95.9 | |
| FedRepNumber of Clients=100, Clustering Strategy=Vanilla2026.06 | 92.9 | |
| FedAvgNumber of Clients=20, Clustering Strategy=Vanilla2026.06 | 58 | |
| FedAvgNumber of Clients=100, Clustering Strategy=Vanilla2026.06 | 56.5 | |
| FedAvgNumber of Clients=40, Clustering Strategy=Vanilla2026.06 | 51.7 | |
| OTDDMetric Type=Average Uplift2026.06 | 26.4 | |
| MMDSWMetric Type=Average Uplift2026.06 | 15.7 |