Age Prediction on ABIDE (test)
4.93MAE (NYU Site)Ablation C
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Ablation CEqual=true, Prox=false, Harm=true2022.05 | 4.93 | 2.13 | 2.26 | 4.36 | 3.42 | |
| All SitesProtocol=Semi-supervised 3 Site, Training=Centralised training2022.05 | 5.1 | 2.32 | 2.87 | 4.53 | 3.7 | |
| All SitesEqual=false, Prox=false, Harm=false2022.05 | 5.1 | 2.32 | 2.87 | 4.53 | 3.7 | |
| FedHarmonyProtocol=Semi-supervised 3 Site, Global Shared Information=Used for all sites2022.05 | 5.12 | 2.39 | 2.16 | 4.69 | 3.59 | |
| FedHarmonyEqual=true, Prox=true, Harm=true2022.05 | 5.14 | 2.04 | 2.13 | 4.34 | 3.42 | |
| FedProxProtocol=Semi-supervised 3 Site2022.05 | 5.15 | 2.15 | 2.62 | 5.96 | 3.96 | |
| FedProxEqual=false, Prox=true, Harm=false2022.05 | 5.21 | 2.15 | 2.61 | 4.47 | 3.61 | |
| NYU OnlyEqual=false, Prox=false, Harm=false2022.05 | 5.26 | 2.38 | 3.22 | 9.66 | 5.13 | |
| FedAvgEqual=false, Prox=false, Harm=false2022.05 | 5.26 | 1.99 | 2.57 | 4.94 | 3.69 | |
| Ablation BEqual=false, Prox=true, Harm=true2022.05 | 5.27 | 2.27 | 2.66 | 4.81 | 3.75 | |
| No TrinityProtocol=Semi-supervised 3 Site, Training=Centralised training no Trinity2022.05 | 5.36 | 1.81 | 1.83 | 7.29 | 4.07 | |
| FedEqualEqual=true, Prox=false, Harm=false2022.05 | 6.07 | 2.06 | 2.61 | 5.43 | 4.06 | |
| Ablation AEqual=false, Prox=false, Harm=true2022.05 | 12.21 | 4.2 | 6.21 | 10.32 | 8.23 |