Federated Learning on DomainNet (test)
55Clipart ScoreFed-CO2
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Fed-CO2distribution_setting=Feature Skew2023.12 | 55 | 28.6 | 44.3 | 75.1 | 62.4 | 45.7 | 51.8 | |
| MOONdistribution_setting=Feature Skew2023.12 | 52.5 | 25.7 | 39.4 | 50.8 | 48.8 | 40.1 | 42.9 | |
| FedBNdistribution_setting=Feature Skew2023.12 | 51.2 | 26.8 | 41.5 | 71.3 | 54.8 | 42.1 | 48 | |
| COPAdistribution_setting=Feature Skew2023.12 | 51.1 | 24.7 | 36.8 | 54.8 | 47.1 | 41 | 42.6 | |
| FedRoDdistribution_setting=Feature Skew2023.12 | 50.8 | 26.3 | 40.1 | 66.8 | 51.5 | 39.1 | 45.7 | |
| FedProxdistribution_setting=Feature Skew2023.12 | 48.9 | 24.9 | 36.6 | 54.4 | 47.8 | 36.9 | 41.6 | |
| FedAvgdistribution_setting=Feature Skew2023.12 | 48.8 | 24.9 | 36.5 | 56.1 | 46.3 | 36.6 | 41.5 | |
| SingleSetdistribution_setting=Feature Skew2023.12 | 41 | 23.8 | 36.2 | 73.1 | 48.5 | 34 | 42.8 | |
| FedPerdistribution_setting=Feature Skew2023.12 | 40.4 | 25.7 | 37.3 | 62.5 | 47.4 | 32.8 | 41 |