Image Classification on CIFAR-10 Non-IID Dir(0.3) 2009 (test)
86.9Top-1 AccuracySFedHIFI
Evaluation results
| Method | Links | |
|---|---|---|
| SFedHIFIScale=1.0×2026.03 | 86.9 | |
| SFedHIFIScale=0.5×2026.03 | 86.63 | |
| SFedHIFIScale=0.75×2026.03 | 86.03 | |
| SFedHIFIScale=Avg.2026.03 | 84.73 | |
| FedAVGScale=1.0×2026.03 | 82.46 | |
| FedAVGScale=0.75×2026.03 | 81.22 | |
| FedAVGScale=0.5×2026.03 | 79.6 | |
| SFedHIFIScale=0.25×2026.03 | 79.35 | |
| FedProxScale=1.0×2026.03 | 77.75 | |
| FedProxScale=0.5×2026.03 | 76.98 | |
| FedNovaScale=1.0×2026.03 | 75.24 | |
| FedAVGScale=Avg.2026.03 | 74.49 | |
| FedNovaScale=0.5×2026.03 | 74.25 | |
| FedProxScale=0.75×2026.03 | 72.71 | |
| FedProxScale=Avg.2026.03 | 69.88 | |
| FedNovaScale=0.75×2026.03 | 68.26 | |
| FedNovaScale=Avg.2026.03 | 66.39 | |
| FedAVGScale=0.25×2026.03 | 54.68 | |
| FedProxScale=0.25×2026.03 | 52.06 | |
| FedNovaScale=0.25×2026.03 | 47.82 |