Image Classification on CIFAR-10 (Dirichlet α=0.6)
91.2AccuracyFedMoSWA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FedMoSWABackbone=ResNet-18, Target Accuracy=85%2025.07 | 91.2 | 265 | |
| FedACGBackbone=ResNet-18, Target Accuracy=85%2025.07 | 90.3 | 237 | |
| FedSWABackbone=ResNet-18, Target Accuracy=85%2025.07 | 89.5 | 538 | |
| FedLESAMBackbone=ResNet-18, Target Accuracy=85%2025.07 | 89 | 480 | |
| FedASAMBackbone=ResNet-18, Target Accuracy=85%2025.07 | 88.3 | 542 | |
| FedMoSWABackbone=VGG-11, Target Accuracy=80%2025.07 | 88.1 | 137 | |
| MoFedSAMBackbone=VGG-11, Target Accuracy=80%2025.07 | 87.4 | 345 | |
| MoFedSAMBackbone=ResNet-18, Target Accuracy=85%2025.07 | 87 | 569 | |
| SCAFFOLDBackbone=VGG-11, Target Accuracy=80%2025.07 | 86.9 | 272 | |
| FedSWABackbone=VGG-11, Target Accuracy=80%2025.07 | 86.5 | 169 | |
| FedASAMBackbone=VGG-11, Target Accuracy=80%2025.07 | 86.3 | 169 | |
| FedAvgBackbone=ResNet-18, Target Accuracy=85%2025.07 | 86 | 542 | |
| SCAFFOLDBackbone=ResNet-18, Target Accuracy=85%2025.07 | 85.9 | 543 | |
| FedSAMBackbone=VGG-11, Target Accuracy=80%2025.07 | 85.5 | 227 | |
| FedDynBackbone=ResNet-18, Target Accuracy=85%2025.07 | 84.6 | 1,000 | |
| FedACGBackbone=VGG-11, Target Accuracy=80%2025.07 | 84.5 | 249 | |
| FedAvgBackbone=VGG-11, Target Accuracy=80%2025.07 | 84 | 313 | |
| FedMoSWABackbone=LeNet-5, Target Accuracy=78%2025.07 | 83.8 | 301 | |
| FedSAMBackbone=ResNet-18, Target Accuracy=85%2025.07 | 83.6 | 1,000 | |
| FedLESAMBackbone=VGG-11, Target Accuracy=80%2025.07 | 83.5 | 169 | |
| FedDynBackbone=VGG-11, Target Accuracy=80%2025.07 | 83.1 | 557 | |
| FedACGBackbone=LeNet-5, Target Accuracy=78%2025.07 | 82.9 | 321 | |
| MoFedSAMBackbone=LeNet-5, Target Accuracy=78%2025.07 | 82.5 | 483 | |
| FedSWABackbone=LeNet-5, Target Accuracy=78%2025.07 | 81.5 | 591 | |
| FedASAMBackbone=LeNet-5, Target Accuracy=78%2025.07 | 81 | 371 | |
| FedDynBackbone=LeNet-5, Target Accuracy=78%2025.07 | 80.8 | 390 | |
| SCAFFOLDBackbone=LeNet-5, Target Accuracy=78%2025.07 | 80.7 | 799 | |
| FedSAMBackbone=LeNet-5, Target Accuracy=78%2025.07 | 79.9 | 821 | |
| FedLESAMBackbone=LeNet-5, Target Accuracy=78%2025.07 | 79.7 | 496 | |
| FedAvgBackbone=LeNet-5, Target Accuracy=78%2025.07 | 79.6 | 574 |