Image Classification on CIFAR100 globalized symmetric label noise (test)
56.36AccuracySymmetricCE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SymmetricCENoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 56.36 | 39.25 | 58.86 | |
| FedRGNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 51.95 | 56.49 | 54.31 | |
| FedSAMNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 42.59 | 44.61 | 42.68 | |
| FedELCNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 41.75 | 39.93 | 41.89 | |
| FedCleanNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 39.57 | 38.88 | 40.22 | |
| FedAvgNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 39.27 | 40.81 | 39.53 | |
| CCVRNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 39.03 | 41.29 | 38.96 | |
| FedExpNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 38.93 | 41.51 | 39.04 | |
| FedInitNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 38.29 | 40.46 | 38.21 | |
| FedDiscoNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 38.11 | 40.87 | 38.22 | |
| FedCorrNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 36.75 | 39.55 | 40.05 | |
| MOONNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 36.57 | 39.78 | 36.69 | |
| FedProxNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 34.98 | 40.16 | 35.03 | |
| FedNoRoNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 34.9 | 39.29 | 34.95 | |
| FedLSRNoise setting=Globalized, Noise level (epsilon)=0.4, Concentration (alpha)=0.12026.03 | 16.14 | 18.72 | 6.57 |