Image Classification on CIFAR-10 Symmetric Label Noise, Globalized
63.29AccuracyFedRG
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FedRGNoise Type=Symmetric Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 63.29 | 72.94 | 59.14 | |
| SymmetricCENoise Type=Symmetric Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 59.23 | 64.55 | 54.38 | |
| FedLSRNoise Type=Symmetric Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 55.32 | 57.45 | 48.96 | |
| FedELCNoise Type=Symmetric Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 47.64 | 56.57 | 45.76 | |
| FedSAMNoise Type=Symmetric Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 46.63 | 46.75 | 45.53 | |
| FedProxNoise Type=Symmetric Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 46.18 | 47.16 | 44.48 | |
| MOONNoise Type=Symmetric Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 44.88 | 45.73 | 43.2 | |
| FedDiscoNoise Type=Symmetric Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 43.07 | 43.19 | 41.85 | |
| CCVRNoise Type=Symmetric Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 42.63 | 42.44 | 41.53 | |
| FedAvgNoise Type=Symmetric Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 42.58 | 42.64 | 41.57 | |
| FedInitNoise Type=Symmetric Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 42.42 | 42.78 | 41.44 | |
| FedExpNoise Type=Symmetric Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 42.06 | 42.04 | 41.05 | |
| FedNoRoNoise Type=Symmetric Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 40.13 | 40.41 | 39.33 | |
| FedCleanNoise Type=Symmetric Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 39.87 | 38.66 | 41.25 | |
| FedCorrNoise Type=Symmetric Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 35.83 | 48.79 | 41.05 |