Image Classification on MNIST (Accuracy Metrics with Alpha Parameters)
97.19Accuracy (alpha=0.1)FuseFL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FuseFLK (number of splitted blocks)=4, Communication rounds=42024.10 | 97.19 | 98.34 | 98.29 | |
| FuseFLK (number of splitted blocks)=2, Communication rounds=22024.10 | 97.02 | 98.43 | 98.54 | |
| FuseFLK (number of splitted blocks)=8, Communication rounds=82024.10 | 96.66 | 98.35 | 98.16 | |
| EnsembleCommunication rounds=12024.10 | 86.81 | 96.76 | 97.22 | |
| DENSECommunication rounds=12024.10 | 66.61 | 76.48 | 95.82 | |
| Fed-DAFLCommunication rounds=12024.10 | 64.38 | 74.18 | 93.01 | |
| Fed-ADICommunication rounds=12024.10 | 64.13 | 75.03 | 93.49 | |
| FedDFCommunication rounds=12024.10 | 60.15 | 74.01 | 92.18 | |
| FedAvgCommunication rounds=12024.10 | 48.24 | 72.94 | 90.55 |