Image Classification on CIFAR-10 Non-IID Dir(0.5) 2009 (test)
89.33Top-1 AccuracySFedHIFI
Evaluation Results
| Method | Links | |
|---|---|---|
| SFedHIFIScale=0.75×2026.03 | 89.33 | |
| SFedHIFIScale=1.0×2026.03 | 89.26 | |
| FedProxScale=0.75×2026.03 | 88.76 | |
| FedAVGScale=0.75×2026.03 | 88.71 | |
| FedNovaScale=1.0×2026.03 | 88.37 | |
| FedNovaScale=0.75×2026.03 | 87.97 | |
| FedProxScale=1.0×2026.03 | 87.9 | |
| FedAVGScale=1.0×2026.03 | 87.72 | |
| SFedHIFIScale=0.5×2026.03 | 87.12 | |
| SFedHIFIScale=Avg.2026.03 | 86.64 | |
| FedNovaScale=0.5×2026.03 | 85.62 | |
| FedProxScale=0.5×2026.03 | 85.41 | |
| FedNovaScale=Avg.2026.03 | 85.38 | |
| FedAVGScale=0.5×2026.03 | 85.21 | |
| FedProxScale=Avg.2026.03 | 85.15 | |
| FedAVGScale=Avg.2026.03 | 85.03 | |
| SFedHIFIScale=0.25×2026.03 | 80.83 | |
| FedNovaScale=0.25×2026.03 | 79.57 | |
| FedProxScale=0.25×2026.03 | 78.53 | |
| FedAVGScale=0.25×2026.03 | 78.49 |