Image Classification on CIFAR-10 (Alpha Threshold Accuracy)
73.79Accuracy (alpha=0.1)FuseFL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FuseFLK (number of splitted blocks)=4, Communication rounds=42024.10 | 73.79 | 84.58 | 81.15 | |
| FuseFLK (number of splitted blocks)=2, Communication rounds=22024.10 | 70.85 | 81.41 | 84.34 | |
| FuseFLK (number of splitted blocks)=8, Communication rounds=82024.10 | 70.46 | 80.7 | 74.99 | |
| EnsembleCommunication rounds=12024.10 | 57.5 | 77.35 | 79.91 | |
| DENSECommunication rounds=12024.10 | 50.26 | 59.76 | 62.19 | |
| Fed-ADICommunication rounds=12024.10 | 48.59 | 54.68 | 59.34 | |
| Fed-DAFLCommunication rounds=12024.10 | 47.34 | 53.89 | 58.59 | |
| FedDFCommunication rounds=12024.10 | 40.58 | 46.78 | 53.56 | |
| FedAvgCommunication rounds=12024.10 | 23.93 | 27.72 | 43.67 |