Image Classification on CIFAR-100 (Rounds to Target Accuracy)
59.82Accuracy at 500 RoundsFedACG
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedACGData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 59.82 | 64.08 | 244 | 342 | |
| MOONData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 58.5 | 64.73 | 311 | 484 | |
| FedCMData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 57.1 | 62.48 | 266 | 466 | |
| FedDCData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 55.17 | 61 | 400 | 633 | |
| FedADAMData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 52.23 | 57.73 | 496 | 1,000 | |
| FedDynData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 50.37 | 56.88 | 592 | 898 | |
| FedMLBData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 50.12 | 56.4 | 586 | 1,000 | |
| FedAvgMData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 47.43 | 52.83 | 880 | 1,000 | |
| FedDecorrData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 45.16 | 49.16 | 1,000 | 1,000 | |
| FedNTDData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 44.93 | 50.51 | 1,000 | 1,000 | |
| FedAvgData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 43.96 | 48.2 | 1,000 | 1,000 | |
| FedLCData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 43.84 | 46.7 | 1,000 | 1,000 | |
| FedProxData Distribution=i.i.d., Number of Clients=100, Participation Rate=5%2022.01 | 43.57 | 47.75 | 1,000 | 1,000 |