Image Classification on CIFAR-100 Step-Imbalance
59.54AccuracyIB + Focal
Evaluation results
| Method | Links | |
|---|---|---|
| IB + FocalBackbone=ResNet-32, Imbalance Ratio (p)=102021.10 | 59.54 | |
| LDAM-DRWBackbone=ResNet-32, Imbalance Ratio (p)=102021.10 | 59.46 | |
| IBBackbone=ResNet-32, Imbalance Ratio (p)=102021.10 | 57.96 | |
| IB + CBBackbone=ResNet-32, Imbalance Ratio (p)=102021.10 | 57.86 | |
| LDAMBackbone=ResNet-32, Imbalance Ratio (p)=102021.10 | 56.27 | |
| IB + FocalBackbone=ResNet-32, Imbalance Ratio (p)=202021.10 | 54.53 | |
| Baseline (CE)Backbone=ResNet-32, Imbalance Ratio (p)=102021.10 | 54.13 | |
| IBBackbone=ResNet-32, Imbalance Ratio (p)=202021.10 | 53.57 | |
| IB + CBBackbone=ResNet-32, Imbalance Ratio (p)=202021.10 | 53.42 | |
| IBBackbone=ResNet-32, Imbalance Ratio (p)=502021.10 | 48.93 | |
| IB + FocalBackbone=ResNet-32, Imbalance Ratio (p)=502021.10 | 48.92 | |
| IB + CBBackbone=ResNet-32, Imbalance Ratio (p)=502021.10 | 48.8 | |
| Baseline (CE)Backbone=ResNet-32, Imbalance Ratio (p)=202021.10 | 48.55 | |
| IBBackbone=ResNet-32, Imbalance Ratio (p)=1002021.10 | 45.39 | |
| LDAM-DRWBackbone=ResNet-32, Imbalance Ratio (p)=2002021.10 | 45.36 | |
| IB + CBBackbone=ResNet-32, Imbalance Ratio (p)=1002021.10 | 45.27 | |
| IB + FocalBackbone=ResNet-32, Imbalance Ratio (p)=1002021.10 | 44.96 | |
| FedAvg2026.04 | 43.9 | |
| SpectralFed2026.04 | 43.88 | |
| SpectralFuse2026.04 | 43.63 | |
| Baseline (CE)Backbone=ResNet-32, Imbalance Ratio (p)=502021.10 | 41.65 | |
| ShapFed2026.04 | 41.65 | |
| IB + FocalBackbone=ResNet-32, Imbalance Ratio (p)=2002021.10 | 40.39 | |
| IB + CBBackbone=ResNet-32, Imbalance Ratio (p)=2002021.10 | 39.69 | |
| IBBackbone=ResNet-32, Imbalance Ratio (p)=2002021.10 | 39.66 | |
| LDAMBackbone=ResNet-32, Imbalance Ratio (p)=2002021.10 | 39.58 | |
| Baseline (CE)Backbone=ResNet-32, Imbalance Ratio (p)=1002021.10 | 39.27 | |
| Baseline (CE)Backbone=ResNet-32, Imbalance Ratio (p)=2002021.10 | 38.29 | |
| CGSV*Note=Average client performance reported2026.04 | 21.53 |