Image Classification on EMNIST Dir(0.5) (test)
91.82Test AccuracypFedGM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| pFedGM2026.03 | 91.82 | — | |
| pFedFDA2026.03 | 91.45 | — | |
| FedAvgFT2026.03 | 90.79 | — | |
| FedPAC2026.03 | 90.74 | — | |
| pFedGM2026.03 | 90.44 | 5 | |
| pFedFDA2026.03 | 90.06 | 5.1 | |
| FedPAC2026.03 | 89.7 | 5.9 | |
| FedOBPDataset Partition=Dir(0.5)2026.04 | 88.82 | — | |
| FedAvgFT2026.03 | 88.73 | 5.6 | |
| Ditto2026.03 | 88.53 | 5.7 | |
| pFedMe2026.03 | 87.83 | 5.6 | |
| FedPerDataset Partition=Dir(0.5)2026.04 | 87.55 | — | |
| FedRepDataset Partition=Dir(0.5)2026.04 | 87.38 | — | |
| FedDPADataset Partition=Dir(0.5)2026.04 | 86.64 | — | |
| LG-FedAvgDataset Partition=Dir(0.5)2026.04 | 86.32 | — | |
| pFedFDADataset Partition=Dir(0.5)2026.04 | 86.24 | — | |
| FLOCODataset Partition=Dir(0.5)2026.04 | 85.71 | — | |
| FedAvg2026.03 | 85.25 | — | |
| Local-OnlyDataset Partition=Dir(0.5)2026.04 | 85.02 | — | |
| FedSelectDataset Partition=Dir(0.5)2026.04 | 84.57 | — | |
| FedAvgDataset Partition=Dir(0.5)2026.04 | 84.02 | — | |
| LG-FedAvg2026.03 | 83.96 | 6.9 | |
| FedPer2026.03 | 83.93 | 7 | |
| FedALADataset Partition=Dir(0.5)2026.04 | 83.89 | — | |
| APFLDataset Partition=Dir(0.5)2026.04 | 83.85 | — | |
| FedAvg2026.03 | 83.61 | 8.2 | |
| FedBABU2026.03 | 82.85 | 8.3 | |
| Local2026.03 | 81.71 | — | |
| FedRep2026.03 | 80.99 | 7.9 | |
| Local2026.03 | 71 | 11 | |
| FLUTEDataset Partition=Dir(0.5)2026.04 | 63.87 | — |