Image Classification on CIFAR-100 (Convergence Rounds to Target Accuracy)
55.79Accuracy (500 Rounds)FedACG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedACGFederated Learning Setting=Moderate-scale, Number of clients=100, Participation rate=5%, Dirichlet parameter=0.32022.01 | 55.79 | 62.51 | 260 | 409 | |
| FedDC‡Federated Learning Setting=Moderate-scale, Number of clients=100, Participation rate=5%, Dirichlet parameter=0.32022.01 | 54.25 | 59.01 | 333 | 553 | |
| MOONFederated Learning Setting=Moderate-scale, Number of clients=100, Participation rate=5%, Dirichlet parameter=0.32022.01 | 53.15 | 58.37 | 284 | 640 | |
| FedCM†Federated Learning Setting=Moderate-scale, Number of clients=100, Participation rate=5%, Dirichlet parameter=0.32022.01 | 52.44 | 58.06 | 293 | 747 | |
| FedDynFederated Learning Setting=Moderate-scale, Number of clients=100, Participation rate=5%, Dirichlet parameter=0.32022.01 | 48.38 | 55.79 | 424 | 883 | |
| FedMLBFederated Learning Setting=Moderate-scale, Number of clients=100, Participation rate=5%, Dirichlet parameter=0.32022.01 | 47.39 | 54.58 | 490 | 1,000 | |
| FedAvgMFederated Learning Setting=Moderate-scale, Number of clients=100, Participation rate=5%, Dirichlet parameter=0.32022.01 | 46.98 | 53.29 | 515 | 1,000 | |
| FedADAMFederated Learning Setting=Moderate-scale, Number of clients=100, Participation rate=5%, Dirichlet parameter=0.32022.01 | 44.8 | 52.48 | 691 | 1,000 | |
| FedDecorrFederated Learning Setting=Moderate-scale, Number of clients=100, Participation rate=5%, Dirichlet parameter=0.32022.01 | 43.52 | 49.17 | 767 | 1,000 | |
| FedNTDFederated Learning Setting=Moderate-scale, Number of clients=100, Participation rate=5%, Dirichlet parameter=0.32022.01 | 43.22 | 49.29 | 721 | 1,000 | |
| FedLCFederated Learning Setting=Moderate-scale, Number of clients=100, Participation rate=5%, Dirichlet parameter=0.32022.01 | 42.74 | 47.23 | 980 | 1,000 | |
| FedProxFederated Learning Setting=Moderate-scale, Number of clients=100, Participation rate=5%, Dirichlet parameter=0.32022.01 | 42.43 | 48.32 | 881 | 1,000 | |
| FedAvgFederated Learning Setting=Moderate-scale, Number of clients=100, Participation rate=5%, Dirichlet parameter=0.32022.01 | 41.88 | 47.83 | 924 | 1,000 |