Image Classification on CIFAR-10 (Dirichlet α=0.3 Non-IID)
82.04Accuracy (Sym, phi=0.6)FedGR
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FedGRpartition=Non-I.I.D-Dirichlet (0.3)2024.11 | 82.04 | 86.22 | 63.64 | 86.79 | 83.67 | 86.5 | 84.65 | 81.22 | |
| FedCorrpartition=Non-I.I.D-Dirichlet (0.3)2024.11 | 78.85 | 77.14 | 29.42 | 57.91 | 55.67 | 83.33 | 67.85 | 62.17 | |
| FL-DivideMixpartition=Non-I.I.D-Dirichlet (0.3)2024.11 | 58.94 | — | 38.35 | 73.13 | 71.45 | 70.18 | 68.86 | 63.49 | |
| FedFixerpartition=Non-I.I.D-Dirichlet (0.3)2024.11 | 52.37 | — | 22.53 | 72.24 | 57.3 | 74.83 | 63.72 | 57.17 | |
| FedNoRopartition=Non-I.I.D-Dirichlet (0.3)2024.11 | 51.64 | — | 18.6 | 58.99 | 41.18 | 57.09 | 43.99 | 45.25 | |
| FL-Coteachingpartition=Non-I.I.D-Dirichlet (0.3)2024.11 | 44.42 | — | 33.49 | 76.2 | 72.93 | 74.4 | 72.42 | 62.31 | |
| FedAvgpartition=Non-I.I.D-Dirichlet (0.3)2024.11 | 39.46 | 87.05 | 17.32 | 69.98 | 53.74 | 66.1 | 51.92 | 49.75 | |
| FedProxpartition=Non-I.I.D-Dirichlet (0.3)2024.11 | 36.94 | 86.86 | 16.69 | 69.19 | 52.68 | 64.08 | 49.77 | 48.22 | |
| FedDivpartition=Non-I.I.D-Dirichlet (0.3)2024.11 | 20.76 | — | 14.22 | 26.85 | 26.28 | 35.71 | 23.2 | 24.5 |