Image Classification on CIFAR-10 I.I.D partition
92.09Accuracy (Sym, $\phi=0.6$)FedGR
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FedGRpartition=I.I.D2024.11 | 92.09 | 93.95 | 83.91 | 93.38 | 91.64 | 93.13 | 92.27 | 91.07 | |
| FedCorrpartition=I.I.D2024.11 | 92.04 | 92.55 | 55.12 | 83.76 | 83.06 | 84.15 | 84 | 80.36 | |
| FedDivpartition=I.I.D2024.11 | 90.36 | — | 33.14 | 93.67 | 92.86 | 93.43 | 92.36 | 82.64 | |
| FL-DivideMixpartition=I.I.D2024.11 | 76.54 | — | 68.47 | 85.46 | 86.23 | 84.76 | 85.19 | 81.11 | |
| FedFixerpartition=I.I.D2024.11 | 66.49 | — | 30.18 | 83.29 | 70.65 | 85.52 | 77.5 | 68.94 | |
| FL-Coteachingpartition=I.I.D2024.11 | 66.43 | — | 47.28 | 87.4 | 82.61 | 86.51 | 83.99 | 75.7 | |
| FedNoRopartition=I.I.D2024.11 | 63.3 | — | 33.98 | 71.83 | 63.29 | 71.07 | 63.24 | 61.12 | |
| FedAvgpartition=I.I.D2024.11 | 61.6 | 92.55 | 23.89 | 83.46 | 70.44 | 81.9 | 70.66 | 65.33 | |
| FedProxpartition=I.I.D2024.11 | 56.57 | 90.75 | 23.02 | 79.78 | 64.44 | 77.94 | 65.23 | 61.16 |