Image Classification on FMNIST
83.2Accuracy (alpha=0.1)FuseFL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FuseFLK (number of splitted blocks)=8, Communication rounds=82024.10 | 83.2 | 88.57 | 88.24 | |
| FuseFLK (number of splitted blocks)=2, Communication rounds=22024.10 | 83.15 | 89.94 | 89.47 | |
| FuseFLK (number of splitted blocks)=4, Communication rounds=42024.10 | 83.05 | 84.58 | 90.5 | |
| EnsembleCommunication rounds=12024.10 | 67.71 | 87.25 | 89.42 | |
| DENSECommunication rounds=12024.10 | 50.29 | 83.96 | 85.94 | |
| Fed-ADICommunication rounds=12024.10 | 48.49 | 81.15 | 84.19 | |
| Fed-DAFLCommunication rounds=12024.10 | 47.14 | 80.59 | 84.02 | |
| FedDFCommunication rounds=12024.10 | 43.58 | 80.67 | 84.67 | |
| FedAvgCommunication rounds=12024.10 | 41.69 | 82.96 | 83.72 |