Image Classification on CINIC-10 non-iid
37.59AccuracyFedAvg
Evaluation Results
| Method | Links | |
|---|---|---|
| FedAvgModel=ResNet442025.12 | 37.59 | |
| FedAvgModel=ResNet202025.12 | 36.32 | |
| FedOLFModel=ResNet44, TOA setting=no TOA2025.12 | 35.57 | |
| DepthFLModel=ResNet442025.12 | 34.28 | |
| SLTModel=ResNet442025.12 | 33.63 | |
| ScaleFLModel=ResNet442025.12 | 33.59 | |
| FedOLFModel=ResNet44, TOA setting=TOA (s = 0.75)2025.12 | 32.52 | |
| FedOLFModel=ResNet20, TOA setting=no TOA2025.12 | 32.27 | |
| FedOLFModel=ResNet20, TOA setting=TOA (s = 0.5)2025.12 | 31.92 | |
| FedOLFModel=ResNet20, TOA setting=TOA (s = 0.75)2025.12 | 31.85 | |
| FedOLFModel=ResNet44, TOA setting=TOA (s = 0.5)2025.12 | 30.89 | |
| NeFLModel=ResNet442025.12 | 30.8 | |
| CoCoFLModel=ResNet442025.12 | 26.67 | |
| NeFLModel=ResNet202025.12 | 26 | |
| CoCoFLModel=ResNet202025.12 | 25.66 | |
| SLTModel=ResNet202025.12 | 24.11 | |
| FjORDModel=ResNet442025.12 | 20.08 | |
| FjORDModel=ResNet202025.12 | 16.55 | |
| AdaptiveFLModel=ResNet442025.12 | 15.14 | |
| AdaptiveFLModel=ResNet202025.12 | 13.49 | |
| HeteroFLModel=ResNet202025.12 | 10.69 | |
| FeddropModel=ResNet442025.12 | 10.31 | |
| HeteroFLModel=ResNet442025.12 | 10.03 | |
| DepthFLModel=ResNet202025.12 | 9.97 | |
| FeddropModel=ResNet202025.12 | 9.87 | |
| ScaleFLModel=ResNet202025.12 | 9.74 |