Image Classification on CIFAR-10 (Convergence Rounds Evaluation)
90.57Accuracy @ 500 RoundsFedACG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedACGData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 90.57 | 92.29 | 157 | 354 | |
| FedDCData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 90.07 | 90.8 | 194 | 425 | |
| FedDynData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 89.19 | 90.7 | 269 | 492 | |
| MOONData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 88.24 | 89.96 | 207 | 628 | |
| FedAvgMData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 87.67 | 89.96 | 258 | 375 | |
| FedCMData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 87.38 | 89.65 | 182 | 782 | |
| FedMLBData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 86.32 | 89.65 | 359 | 784 | |
| FedNTDData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 85.68 | 89.43 | 367 | 870 | |
| FedADAMData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 85.29 | 87.97 | 286 | 1,000 | |
| FedAvgData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 85.28 | 88.69 | 372 | 1,000 | |
| FedDecorrData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 85.21 | 88.17 | 364 | 1,000 | |
| FedProxData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 84.79 | 87.99 | 384 | 1,000 | |
| FedLCData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 84.48 | 88.26 | 393 | 1,000 |