Image Classification on SVHN (test) (Global and Local Accuracy)
46.3Global AccuracyFedRolex + DFRD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FedRolex + DFRDp (model heterogeneity level)=52023.09 | 46.3 | 18.44 | |
| HeteroFL + DFRDp (model heterogeneity level)=52023.09 | 42.77 | 29.41 | |
| FedDP + DFRDp (model heterogeneity level)=52023.09 | 41.48 | 19.02 | |
| FedRolex + FedFTGp (model heterogeneity level)=52023.09 | 38.07 | 17.64 | |
| FedDP + DFRDp (model heterogeneity level)=102023.09 | 37.3 | 17.19 | |
| FedRolex + DENSEp (model heterogeneity level)=52023.09 | 36.58 | 17.51 | |
| FedRolex + DFRDp (model heterogeneity level)=102023.09 | 34.78 | 15.99 | |
| FedRolexp (model heterogeneity level)=52023.09 | 34.71 | 14.2 | |
| FedDP + DFRDp (model heterogeneity level)=402023.09 | 32.89 | 16.14 | |
| FedRolex + DFRDp (model heterogeneity level)=402023.09 | 32.86 | 15.17 | |
| FedDP + FedFTGp (model heterogeneity level)=52023.09 | 32.3 | 18 | |
| HeteroFL + FedFTGp (model heterogeneity level)=52023.09 | 32.22 | 29.1 | |
| HeteroFL + DENSEp (model heterogeneity level)=52023.09 | 31.16 | 28.62 | |
| FedDP + DENSEp (model heterogeneity level)=52023.09 | 31.15 | 18.39 | |
| HeteroFL + DFRDp (model heterogeneity level)=102023.09 | 30.17 | 31.56 | |
| HeteroFLp (model heterogeneity level)=52023.09 | 29.56 | 27.63 | |
| FedDPp (model heterogeneity level)=52023.09 | 28.99 | 16.96 | |
| FedDP + FedFTGp (model heterogeneity level)=102023.09 | 28.55 | 15.04 | |
| HeteroFL + DENSEp (model heterogeneity level)=102023.09 | 27.48 | 31.51 | |
| HeteroFL + FedFTGp (model heterogeneity level)=102023.09 | 26.92 | 31.56 | |
| FedRolex + DENSEp (model heterogeneity level)=102023.09 | 26.69 | 14.49 | |
| FedDP + FedFTGp (model heterogeneity level)=402023.09 | 26.63 | 14.39 | |
| FedDP + DENSEp (model heterogeneity level)=102023.09 | 26.38 | 15.73 | |
| FedRolex + FedFTGp (model heterogeneity level)=102023.09 | 25.53 | 14.51 | |
| HeteroFL + DFRDp (model heterogeneity level)=402023.09 | 24.82 | 26.14 | |
| FedRolex + DENSEp (model heterogeneity level)=402023.09 | 24.34 | 14.04 | |
| FedDPp (model heterogeneity level)=102023.09 | 24.17 | 14.95 | |
| FedRolex + FedFTGp (model heterogeneity level)=402023.09 | 24.06 | 14.03 | |
| FedRolexp (model heterogeneity level)=102023.09 | 23.48 | 13.85 | |
| HeteroFLp (model heterogeneity level)=102023.09 | 23.07 | 30.9 | |
| FedRolexp (model heterogeneity level)=402023.09 | 22.39 | 13.59 | |
| FedDP + DENSEp (model heterogeneity level)=402023.09 | 22.33 | 14.65 | |
| HeteroFL + DENSEp (model heterogeneity level)=402023.09 | 20.47 | 24.88 | |
| FedDPp (model heterogeneity level)=402023.09 | 20.03 | 14.38 | |
| HeteroFL + FedFTGp (model heterogeneity level)=402023.09 | 19.02 | 25.33 | |
| HeteroFLp (model heterogeneity level)=402023.09 | 17.37 | 25.28 |