Image Classification on CIFAR-10 Pairflip Label Noise, Localized
61.52AccuracyFedRG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FedRGNoise Type=Pairflip Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 61.52 | 73.01 | 57.09 | |
| MOONNoise Type=Pairflip Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 51.68 | 58.97 | 48.8 | |
| FedSAMNoise Type=Pairflip Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 50.69 | 58.41 | 43.45 | |
| FedProxNoise Type=Pairflip Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 49.65 | 57.35 | 46.42 | |
| FedCleanNoise Type=Pairflip Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 47.82 | 46.53 | 43.05 | |
| FedNoRoNoise Type=Pairflip Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 46.67 | 48.41 | 46.34 | |
| FedInitNoise Type=Pairflip Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 46.33 | 53.86 | 43.51 | |
| FedELCNoise Type=Pairflip Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 45.94 | 53.19 | 44.18 | |
| SymmetricCENoise Type=Pairflip Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 45.5 | 51.95 | 41.04 | |
| FedExpNoise Type=Pairflip Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 45.22 | 52.48 | 42.31 | |
| CCVRNoise Type=Pairflip Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 45.16 | 53.53 | 42.3 | |
| FedDiscoNoise Type=Pairflip Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 44.71 | 49.47 | 41.58 | |
| FedAvgNoise Type=Pairflip Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 44.44 | 50.46 | 41.43 | |
| FedCorrNoise Type=Pairflip Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 40.39 | 39.01 | 37.68 | |
| FedLSRNoise Type=Pairflip Label Noise, Noise Pattern=Localized, Backbone=ResNet family2026.03 | 35.12 | 25.86 | 25.94 |