Image Classification on CIFAR100 alpha=1000
54.97AccuracyFedASAM
Evaluation results
| Method | Links | |
|---|---|---|
| FedASAMClients participation (K)=102022.03 | 54.97 | |
| FedASAMClients participation (K)=52022.03 | 54.81 | |
| FedASAM + SWAClients participation (K)=102022.03 | 54.79 | |
| FedASAMClients participation (K)=202022.03 | 54.5 | |
| FedSAM + SWAClients participation (K)=202022.03 | 54.36 | |
| FedASAM + SWAClients participation (K)=202022.03 | 54.1 | |
| FedSAMClients participation (K)=52022.03 | 54.01 | |
| FedSAMClients participation (K)=202022.03 | 53.97 | |
| FedSAM + SWAClients participation (K)=52022.03 | 53.9 | |
| FedASAM + SWAClients participation (K)=52022.03 | 53.86 | |
| FedSAM + SWAClients participation (K)=102022.03 | 53.67 | |
| FedSAMClients participation (K)=102022.03 | 53.39 | |
| FedAvg + SWAClients participation (K)=52022.03 | 50.98 | |
| FedAvg + SWAClients participation (K)=202022.03 | 50.92 | |
| FedAvg + SWAClients participation (K)=102022.03 | 50.87 | |
| FedAvgClients participation (K)=20, Local Epochs (E)=12022.03 | 50.66 | |
| FedAvgClients participation (K)=10, Local Epochs (E)=12022.03 | 50.25 | |
| FedAvgClients participation (K)=5, Local Epochs (E)=12022.03 | 49.92 | |
| FedAvgClients participation (K)=5, Local Epochs (E)=22022.03 | 48.72 | |
| FedAvgClients participation (K)=10, Local Epochs (E)=22022.03 | 48.64 | |
| FedAvgClients participation (K)=20, Local Epochs (E)=22022.03 | 48.45 |