Federated Image Classification on Digits (Source Domains: MNIST, USPS, SVHN, SYN)
98.52Accuracy (MNIST)FedHPro
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FedHPro2026.05 | 98.52 | 93.13 | 84.95 | 62.59 | 84.8 | 5.98 | |
| FedGMKD2026.05 | 97.8 | 92.26 | 81.13 | 56.17 | 81.83 | 3.01 | |
| FedSAExchange prototypes and model parameters=true2026.05 | 97.78 | 92.5 | 81.77 | 58.12 | 82.54 | 3.72 | |
| FedTGPExchange prototypes and model parameters=true2026.05 | 97.73 | 92.43 | 81.35 | 55.19 | 81.67 | 2.85 | |
| FedProtoExchange prototypes and model parameters=true2026.05 | 97.4 | 91.89 | 79.22 | 53.15 | 80.41 | 1.59 | |
| FedRCL2026.05 | 96.71 | 91.32 | 77.45 | 53.2 | 79.67 | 0.85 | |
| FedAvg2026.05 | 96.68 | 90.43 | 76.35 | 51.85 | 78.82 | — | |
| FedProx2026.05 | 96.61 | 89.92 | 76.8 | 52.69 | 79.01 | 0.19 | |
| MOON2026.05 | 95.9 | 91.15 | 76.64 | 43.29 | 76.74 | -2.08 |