Image Classification on CIFAR-100 (alpha=0.5)
49.17AccuracyFedASAM + SWA
Evaluation results
| Method | Links | |
|---|---|---|
| FedASAM + SWAClients participation (K)=52022.03 | 49.17 | |
| FedASAM + SWAClients participation (K)=102022.03 | 48.72 | |
| FedASAM + SWAClients participation (K)=202022.03 | 48.27 | |
| FedSAM + SWAClients participation (K)=52022.03 | 47.96 | |
| FedASAMClients participation (K)=202022.03 | 47.78 | |
| FedSAM + SWAClients participation (K)=102022.03 | 46.76 | |
| FedASAMClients participation (K)=102022.03 | 46.58 | |
| FedSAM + SWAClients participation (K)=202022.03 | 46.47 | |
| FedSAMClients participation (K)=202022.03 | 46.05 | |
| FedASAMClients participation (K)=52022.03 | 45.61 | |
| FedSAMClients participation (K)=102022.03 | 44.84 | |
| FedSAMClients participation (K)=52022.03 | 44.73 | |
| FedAvg + SWAClients participation (K)=102022.03 | 44.02 | |
| FedAvg + SWAClients participation (K)=52022.03 | 43.9 | |
| FedAvgClients participation (K)=20, Local Epochs (E)=12022.03 | 42.17 | |
| FedAvg + SWAClients participation (K)=202022.03 | 42.09 | |
| FedAvgClients participation (K)=10, Local Epochs (E)=12022.03 | 41.27 | |
| FedAvgClients participation (K)=20, Local Epochs (E)=22022.03 | 40.94 | |
| FedAvgClients participation (K)=5, Local Epochs (E)=12022.03 | 40.43 | |
| FedAvgClients participation (K)=10, Local Epochs (E)=22022.03 | 39.59 | |
| FedAvgClients participation (K)=5, Local Epochs (E)=22022.03 | 38.21 |