Image Classification on CIFAR-10 Pairflip Label Noise Globalized
64.88AccuracyFedRG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FedRGNoise Type=Pairflip Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 64.88 | 64.88 | 60.98 | |
| FedSAMNoise Type=Pairflip Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 59.03 | 64 | 54.8 | |
| FedELCNoise Type=Pairflip Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 54.31 | 60.11 | 52.61 | |
| SymmetricCENoise Type=Pairflip Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 48.25 | 48.31 | 44.74 | |
| MOONNoise Type=Pairflip Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 47.54 | 48.76 | 46.22 | |
| FedProxNoise Type=Pairflip Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 46.62 | 49.22 | 44.83 | |
| FedAvgNoise Type=Pairflip Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 43.89 | 45.5 | 42.39 | |
| FedNoRoNoise Type=Pairflip Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 43.73 | 43.67 | 42.9 | |
| CCVRNoise Type=Pairflip Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 43.69 | 45.2 | 41.95 | |
| FedDiscoNoise Type=Pairflip Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 43.59 | 45.3 | 42.22 | |
| FedExpNoise Type=Pairflip Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 42.33 | 44.15 | 40.54 | |
| FedInitNoise Type=Pairflip Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 42 | 43.8 | 40.33 | |
| FedCleanNoise Type=Pairflip Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 41.66 | 42.61 | 42.88 | |
| FedCorrNoise Type=Pairflip Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 36.82 | 34.24 | 41.34 | |
| FedLSRNoise Type=Pairflip Label Noise, Noise Pattern=Globalized, Backbone=ResNet family2026.03 | 35.21 | 24.93 | 25.66 |