Image Classification on CIFAR-10 Dir(0.5)
78.97AccuracyFedFM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedFMNumber of clients=20, Sample ratio=100%2024.10 | 78.97 | — | |
| FedDriftNumber of clients=20, Sample ratio=100%2024.10 | 78.59 | — | |
| FedAvgNumber of clients=20, Sample ratio=100%2024.10 | 78.56 | — | |
| FedProxNumber of clients=20, Sample ratio=100%2024.10 | 78.49 | — | |
| FedCCFANumber of clients=20, Sample ratio=100%2024.10 | 78.38 | — | |
| AdapFedAvgNumber of clients=20, Sample ratio=100%2024.10 | 78.28 | — | |
| FlashNumber of clients=20, Sample ratio=100%2024.10 | 78.01 | — | |
| pFedGM2026.03 | 77.49 | 7.1 | |
| DittoNumber of clients=20, Sample ratio=100%2024.10 | 77.03 | — | |
| FedPAC2026.03 | 76.29 | 8.3 | |
| pFedFDA2026.03 | 76.05 | 7.6 | |
| SCAFFOLDNumber of clients=20, Sample ratio=100%2024.10 | 75.84 | — | |
| FlashNumber of clients=100, Sample ratio=20%2024.10 | 75.13 | — | |
| FedFMNumber of clients=100, Sample ratio=20%2024.10 | 74.89 | — | |
| FedCCFANumber of clients=100, Sample ratio=20%2024.10 | 74.44 | — | |
| FedAvgFT2026.03 | 74.13 | 8.5 | |
| FedAvgNumber of clients=100, Sample ratio=20%2024.10 | 74.05 | — | |
| AdapFedAvgNumber of clients=100, Sample ratio=20%2024.10 | 73.91 | — | |
| FedDriftNumber of clients=100, Sample ratio=20%2024.10 | 73.7 | — | |
| Ditto2026.03 | 73.6 | 8.2 | |
| FedProxNumber of clients=100, Sample ratio=20%2024.10 | 73.5 | — | |
| IFCANumber of clients=100, Sample ratio=20%2024.10 | 72.53 | — | |
| FedBABU2026.03 | 72.5 | 9.1 | |
| DittoNumber of clients=100, Sample ratio=20%2024.10 | 72.26 | — | |
| pFedMe2026.03 | 70.54 | 8.8 | |
| FedOBPDataset Partition=Dir(0.5)2026.04 | 70.22 | — | |
| pFedFDADataset Partition=Dir(0.5)2026.04 | 68.72 | — | |
| FedPACNumber of clients=20, Sample ratio=100%2024.10 | 67.96 | — | |
| FedPACNumber of clients=100, Sample ratio=20%2024.10 | 67.77 | — | |
| FLOCODataset Partition=Dir(0.5)2026.04 | 66.26 | — | |
| FedPerDataset Partition=Dir(0.5)2026.04 | 65.87 | — | |
| FedPer2026.03 | 65.65 | 9.9 | |
| FedRep2026.03 | 65.62 | 10 | |
| LG-FedAvg2026.03 | 64.39 | 10 | |
| IFCANumber of clients=20, Sample ratio=100%2024.10 | 64.1 | — | |
| FedRepNumber of clients=20, Sample ratio=100%2024.10 | 64.08 | — | |
| FedAvgDataset Partition=Dir(0.5)2026.04 | 63.98 | — | |
| APFLDataset Partition=Dir(0.5)2026.04 | 63.78 | — | |
| FedRepDataset Partition=Dir(0.5)2026.04 | 63.63 | — | |
| FedALADataset Partition=Dir(0.5)2026.04 | 63.58 | — | |
| pFedMeNumber of clients=20, Sample ratio=100%2024.10 | 63.08 | — | |
| FedAvg2026.03 | 61.53 | 6.7 | |
| SCAFFOLDNumber of clients=100, Sample ratio=20%2024.10 | 59.01 | — | |
| FedBABUNumber of clients=20, Sample ratio=100%2024.10 | 58.99 | — | |
| Local2026.03 | 58.64 | 13 | |
| LG-FedAvgDataset Partition=Dir(0.5)2026.04 | 57.46 | — | |
| FedDPADataset Partition=Dir(0.5)2026.04 | 57.37 | — | |
| FedBABUNumber of clients=100, Sample ratio=20%2024.10 | 55.42 | — | |
| Local-OnlyDataset Partition=Dir(0.5)2026.04 | 54.78 | — | |
| FedSelectDataset Partition=Dir(0.5)2026.04 | 53.59 | — | |
| FedRepNumber of clients=100, Sample ratio=20%2024.10 | 52.19 | — | |
| pFedMeNumber of clients=100, Sample ratio=20%2024.10 | 51.49 | — | |
| FedAvgN (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.05 | 51.44 | — | |
| FLUTEDataset Partition=Dir(0.5)2026.04 | 48.25 | — | |
| FedRepN (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.05 | 39.21 | — | |
| FibFL++N (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.05 | 38.95 | — | |
| RDFLN (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.05 | 31.91 | — | |
| FibFLN (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.05 | 28.8 | — | |
| FibFL+N (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.05 | 27.89 | — |