Image Classification on SVHN (Alpha-Weighted Accuracy Metrics)
80.31Acc (alpha=0.1)FuseFL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FuseFLK (number of splitted blocks)=8, Communication rounds=82024.10 | 80.31 | 88.88 | 89.94 | |
| FuseFLK (number of splitted blocks)=4, Communication rounds=42024.10 | 78.08 | 89.63 | 89.34 | |
| FuseFLK (number of splitted blocks)=2, Communication rounds=22024.10 | 76.88 | 91.07 | 90.87 | |
| EnsembleCommunication rounds=12024.10 | 65.29 | 88.31 | 85.7 | |
| DENSECommunication rounds=12024.10 | 55.34 | 79.59 | 80.03 | |
| Fed-ADICommunication rounds=12024.10 | 53.45 | 77.45 | 78.85 | |
| Fed-DAFLCommunication rounds=12024.10 | 53.23 | 76.56 | 78.03 | |
| FedDFCommunication rounds=12024.10 | 49.13 | 73.34 | 73.98 | |
| FedAvgCommunication rounds=12024.10 | 31.65 | 61.51 | 56.09 |