Image Classification on CIFAR-10 Symmetric Label Noise (Localized)
59.99AccuracyFedRG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FedRGNoise Type=Symmetric Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 59.99 | 70.32 | 55.31 | |
| FedLSRNoise Type=Symmetric Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 55.32 | 57.45 | 48.96 | |
| SymmetricCENoise Type=Symmetric Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 55.01 | 63.9 | 49.78 | |
| FedCleanNoise Type=Symmetric Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 45.82 | 42.33 | 43.55 | |
| MOONNoise Type=Symmetric Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 44.88 | 45.73 | 43.2 | |
| FedNoRoNoise Type=Symmetric Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 43.44 | 43.46 | 42.42 | |
| FedDiscoNoise Type=Symmetric Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 43.07 | 43.19 | 41.85 | |
| CCVRNoise Type=Symmetric Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 42.63 | 42.44 | 41.53 | |
| FedExpNoise Type=Symmetric Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 42.06 | 42.04 | 41.05 | |
| FedSAMNoise Type=Symmetric Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 41.05 | 60.13 | 37.35 | |
| FedELCNoise Type=Symmetric Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 40.83 | 42.33 | 39.66 | |
| FedCorrNoise Type=Symmetric Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 39.18 | 44.51 | 42.57 | |
| FedProxNoise Type=Symmetric Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 38.88 | 62.7 | 34.34 | |
| FedInitNoise Type=Symmetric Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 36.22 | 48.86 | 33.54 | |
| FedAvgNoise Type=Symmetric Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 34.2 | 46.17 | 30.96 |