Image Classification on CIFAR-100 Dir-1.0
54.62AccuracyA-FedPDSAM
Evaluation Results
| Method | Links | |
|---|---|---|
| A-FedPDSAMBackbone=LeNet, Family=PD, Local Opt=SAM2024.09 | 54.62 | |
| FedSpeedBackbone=ResNet-18, Family=PD, Local Opt=SAM2024.09 | 53.49 | |
| A-FedPDSAMBackbone=ResNet-18, Family=PD, Local Opt=SAM2024.09 | 53.49 | |
| FedSpeedBackbone=LeNet, Family=PD, Local Opt=SAM2024.09 | 53.45 | |
| FedDynBackbone=ResNet-18, Family=PD, Local Opt=SGD2024.09 | 52.75 | |
| A-FedPDBackbone=LeNet, Family=PD, Local Opt=SGD2024.09 | 51.17 | |
| SCAFFOLDBackbone=ResNet-18, Family=P, Local Opt=SGD2024.09 | 50.28 | |
| FedDynBackbone=LeNet, Family=PD, Local Opt=SGD2024.09 | 49.64 | |
| SCAFFOLDBackbone=LeNet, Family=P, Local Opt=SGD2024.09 | 49.11 | |
| FedCMBackbone=ResNet-18, Family=P, Local Opt=SGD2024.09 | 48.66 | |
| FedSAMBackbone=ResNet-18, Family=P, Local Opt=SAM2024.09 | 48.42 | |
| A-FedPDBackbone=ResNet-18, Family=PD, Local Opt=SGD2024.09 | 48.02 | |
| FedAvgBackbone=ResNet-18, Family=P, Local Opt=SGD2024.09 | 44.27 | |
| FedSAMBackbone=LeNet, Family=P, Local Opt=SAM2024.09 | 42.83 | |
| FedCMBackbone=LeNet, Family=P, Local Opt=SGD2024.09 | 42.35 | |
| FedAvgBackbone=LeNet, Family=P, Local Opt=SGD2024.09 | 39.65 |