Image Classification on CIFAR10 0.6-Dirichlet (test)
99.62Client Accp > Accg RatioFlow
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Flow2022.11 | 99.62 | — | — | — | — | — | |
| Flow2022.11 | 99.62 | — | — | — | — | — | |
| FEDAVGFT2022.11 | 99.33 | — | — | — | — | — | |
| FEDAVGFT2022.11 | 99.33 | — | — | — | — | — | |
| HYPCLUSTER2022.11 | 98.18 | — | — | — | — | — | |
| HYPCLUSTER2022.11 | 98.18 | — | — | — | — | — | |
| APFL2022.11 | 90.63 | — | — | — | — | — | |
| APFL2022.11 | 90.63 | — | — | — | — | — | |
| KNNPER2022.11 | 90 | — | — | — | — | — | |
| KNNPER2022.11 | 90 | — | — | — | — | — | |
| DITTO2022.11 | 89.61 | — | — | — | — | — | |
| DITTO2022.11 | 89.61 | — | — | — | — | — | |
| LGFEDAVG2022.11 | 89.59 | — | — | — | — | — | |
| LGFEDAVG2022.11 | 89.59 | — | — | — | — | — | |
| PARTIALFEDType=Adaptive2022.11 | 84.8 | — | — | — | — | — | |
| PARTIALFED2022.11 | 84.8 | — | — | — | — | — | |
| FEDREP2022.11 | 84.64 | — | — | — | — | — | |
| FEDREP2022.11 | 84.64 | — | — | — | — | — | |
| APFLBackbone=ResNet182022.11 | — | 69.53 | 72.53 | — | — | — | |
| DITTOBackbone=ResNet182022.11 | — | 68.12 | 70.31 | — | — | — | |
| FedASAM2025.12 | — | — | — | — | — | 79.9 | |
| FedASAM+MANregularizer=MAN2025.12 | — | — | — | — | — | 80.81 | |
| FedAvg2025.12 | — | — | — | — | — | 79.34 | |
| FEDAVGBackbone=ResNet182022.11 | — | 67.5 | — | — | — | — | |
| FedAvg+MANregularizer=MAN2025.12 | — | — | — | — | — | 82.53 | |
| FEDAVGFTBackbone=ResNet182022.11 | — | 68.19 | 72.21 | — | — | — | |
| FedCMTotal Rounds=4002025.12 | — | 56.06 | — | 378 | 0.49 | — | |
| FedDC2025.12 | — | — | — | — | — | 83.1 | |
| FedDC+MANregularizer=MAN2025.12 | — | — | — | — | — | 83.27 | |
| FedDPCTotal Rounds=4002025.12 | — | 57.96 | — | 364 | 0.51 | — | |
| FedDyn2025.12 | — | — | — | — | — | 82 | |
| FedDyn+MANregularizer=MAN2025.12 | — | — | — | — | — | 83.84 | |
| FedExPTotal Rounds=4002025.12 | — | 51.61 | — | 399 | 0.45 | — | |
| FedGATotal Rounds=4002025.12 | — | 51.97 | — | 399 | 0.5 | — | |
| FedProxTotal Rounds=4002025.12 | — | 48.79 | — | 378 | 0.5 | — | |
| FEDREPBackbone=ResNet182022.11 | — | 69.77 | 63.61 | — | — | — | |
| FedSAM2025.12 | — | — | — | — | — | 80.42 | |
| FedSAM+MANregularizer=MAN2025.12 | — | — | — | — | — | 81.56 | |
| FedSpeed2025.12 | — | — | — | — | — | 84.06 | |
| FedSpeed+MANregularizer=MAN2025.12 | — | — | — | — | — | 84.37 | |
| FedVARPTotal Rounds=4002025.12 | — | 51.16 | — | 398 | 0.52 | — | |
| FlowBackbone=ResNet182022.11 | — | 70.88 | 77.11 | — | — | — | |
| HYPCLUSTERBackbone=ResNet182022.11 | — | 65.44 | 72.4 | — | — | — | |
| KNNPERBackbone=ResNet182022.11 | — | 69.22 | 70.14 | — | — | — | |
| LGFEDAVGBackbone=ResNet182022.11 | — | 67.48 | 68.94 | — | — | — | |
| LOCALBackbone=ResNet182022.11 | — | — | 62.74 | — | — | — | |
| PARTIALFEDBackbone=ResNet18, variant=adaptive2022.11 | — | 66.93 | 70.38 | — | — | — |