Image Classification on CIFAR-10 500 clients, 2% participation (i.i.d.)
80.87Accuracy (500 Rounds)FedDC‡
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedDC‡clients=500, participation=2%, data_distribution=i.i.d.2022.01 | 80.87 | 87.53 | 358 | 574 | |
| FedACGclients=500, participation=2%, data_distribution=i.i.d.2022.01 | 80.15 | 87.47 | 316 | 578 | |
| FedCM†clients=500, participation=2%, data_distribution=i.i.d.2022.01 | 77.84 | 83.26 | 491 | 959 | |
| FedADAMclients=500, participation=2%, data_distribution=i.i.d.2022.01 | 75.32 | 84.01 | 491 | 915 | |
| FedDynclients=500, participation=2%, data_distribution=i.i.d.2022.01 | 74.81 | 84.71 | 398 | 823 | |
| FedAvgMclients=500, participation=2%, data_distribution=i.i.d.2022.01 | 74.34 | 83.64 | 523 | 943 | |
| MOONclients=500, participation=2%, data_distribution=i.i.d.2022.01 | 69.86 | 81.89 | 586 | 1,000 | |
| FedLCclients=500, participation=2%, data_distribution=i.i.d.2022.01 | 68.92 | 79.09 | 727 | 1,000 | |
| FedProxclients=500, participation=2%, data_distribution=i.i.d.2022.01 | 68.74 | 77.96 | 643 | 1,000 | |
| FedAvgclients=500, participation=2%, data_distribution=i.i.d.2022.01 | 68.7 | 78.21 | 652 | 1,000 | |
| FedNTDclients=500, participation=2%, data_distribution=i.i.d.2022.01 | 68.61 | 80.65 | 706 | 1,000 | |
| FedDecorrclients=500, participation=2%, data_distribution=i.i.d.2022.01 | 68.12 | 77.39 | 802 | 1,000 | |
| FedMLBclients=500, participation=2%, data_distribution=i.i.d.2022.01 | 62.6 | 80.16 | 729 | 1,000 |