Federated Image Classification on Office-Caltech
64.61Accuracy (Caltech)FedHPro
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FedHPro2026.05 | 64.61 | 62.45 | 80.69 | 50.33 | 64.52 | 9.1 | |
| FedSAExchange prototypes and model parameters=true2026.05 | 62.23 | 55.85 | 79.13 | 45.05 | 60.57 | 5.15 | |
| FedGMKD2026.05 | 61.78 | 55.36 | 79.3 | 43.22 | 59.91 | 4.49 | |
| FedProtoExchange prototypes and model parameters=true2026.05 | 61.58 | 53.21 | 78.72 | 39.53 | 58.26 | 2.84 | |
| FedTGPExchange prototypes and model parameters=true2026.05 | 61.25 | 54.97 | 78.79 | 42.57 | 59.39 | 3.97 | |
| FedProx2026.05 | 60.77 | 50.83 | 77.27 | 37.61 | 56.62 | 1.2 | |
| FedAvg2026.05 | 60.71 | 48.9 | 75.79 | 36.28 | 55.42 | — | |
| FedRCL2026.05 | 60.29 | 50.41 | 74.54 | 37.46 | 55.68 | 0.26 | |
| MOON2026.05 | 57.75 | 46.08 | 72.83 | 34.5 | 52.79 | -2.63 |