Image Classification on CIFAR-10 10% labeled data (test)
79.03All AccuracyCLIMB + FedReLa
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CLIMB + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 79.03 | — | — | 82.68 | 46.18 | |
| CLIMBImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 77.2 | — | — | 81.62 | 37.45 | |
| CLIMB + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 76.33 | — | — | 80.34 | 40.21 | |
| CLIMBImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 74.42 | — | — | 79.53 | 28.38 | |
| FedNova + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 62.27 | — | — | 62.77 | 57.8 | |
| FedProx + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 60.93 | — | — | 61.18 | 58.7 | |
| FedProx + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 59.91 | — | — | 60.58 | 53.9 | |
| FedAvg + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 59.79 | — | — | 60.7 | 51.6 | |
| FedAvg + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 59.43 | — | — | 59.84 | 55.7 | |
| MOON + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 59.23 | — | — | 60.33 | 49.3 | |
| MOON + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 58.52 | — | — | 59.72 | 47.7 | |
| FedNova + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 58.44 | — | — | 58.6 | 57 | |
| FedNovaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 58.2 | — | — | 61.77 | 26.05 | |
| FedProxImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 57.6 | — | — | 60.66 | 30.02 | |
| FedAvgImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 56.87 | — | — | 60.1 | 27.8 | |
| SSMAEStage=Fine-tune2026.01 | 56.8 | — | — | — | — | |
| FedAvgImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 56.02 | — | — | 60.33 | 17.25 | |
| FedNovaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 55.68 | — | — | 58.54 | 29.9 | |
| FedProxImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 54.96 | — | — | 59.33 | 15.6 | |
| MAEStage=Fine-tune2026.01 | 54.84 | — | — | — | — | |
| MOONImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 54.47 | — | — | 58.62 | 17.1 | |
| SSMAEStage=Pretrain2026.01 | 54.13 | — | — | — | — | |
| MOONImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 53.89 | — | — | 58.75 | 10.12 | |
| ViTStage=Supervised2026.01 | 47.56 | — | — | — | — | |
| OpenLDN-MixMatchSSL_framework=MixMatch, labeled_data=10%2022.07 | 0.928 | 0.924 | 0.932 | — | — | |
| ORCAlabeled_data=10%2022.07 | 0.841 | 0.828 | 0.855 | — | — | |
| UNOlabeled_data=10%2022.07 | 0.789 | 0.865 | 0.712 | — | — | |
| RankStatslabeled_data=10%2022.07 | 0.667 | 0.714 | 0.639 | — | — | |
| FixMatchlabeled_data=10%2022.07 | 0.473 | 0.643 | 0.494 | — | — | |
| DS3Llabeled_data=10%2022.07 | 0.435 | 0.705 | 0.466 | — | — | |
| DTClabeled_data=10%2022.07 | 0.324 | 0.427 | 0.318 | — | — |