Image Classification on CIFAR-10 Dir-1.0
86.46AccuracyA-FedPDSAM
Evaluation Results
| Method | Links | |
|---|---|---|
| A-FedPDSAMBackbone=ResNet-18, Family=PD, Local Opt=SAM2024.09 | 86.46 | |
| FedSpeedBackbone=ResNet-18, Family=PD, Local Opt=SAM2024.09 | 85.92 | |
| A-FedPDSAMBackbone=LeNet, Family=PD, Local Opt=SAM2024.09 | 85.9 | |
| FedSpeedBackbone=LeNet, Family=PD, Local Opt=SAM2024.09 | 85.11 | |
| A-FedPDBackbone=LeNet, Family=PD, Local Opt=SGD2024.09 | 84.94 | |
| A-FedPDBackbone=ResNet-18, Family=PD, Local Opt=SGD2024.09 | 84.33 | |
| FedDynBackbone=LeNet, Family=PD, Local Opt=SGD2024.09 | 84.2 | |
| SCAFFOLDBackbone=ResNet-18, Family=P, Local Opt=SGD2024.09 | 83.7 | |
| SCAFFOLDBackbone=LeNet, Family=P, Local Opt=SGD2024.09 | 83.61 | |
| FedCMBackbone=ResNet-18, Family=P, Local Opt=SGD2024.09 | 82.85 | |
| FedDynBackbone=ResNet-18, Family=PD, Local Opt=SGD2024.09 | 82.66 | |
| FedSAMBackbone=ResNet-18, Family=P, Local Opt=SAM2024.09 | 82.58 | |
| FedSAMBackbone=LeNet, Family=P, Local Opt=SAM2024.09 | 81.94 | |
| FedAvgBackbone=ResNet-18, Family=P, Local Opt=SGD2024.09 | 80.94 | |
| FedAvgBackbone=LeNet, Family=P, Local Opt=SGD2024.09 | 80.58 | |
| FedCMBackbone=LeNet, Family=P, Local Opt=SGD2024.09 | 79.31 |