Image Classification on CIFAR100 Dirichlet-0.6
316Communication RoundsFedNSAM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FedNSAMBackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 316 | 66.04 | |
| FedMoSWABackbone=ResNet-18, Target Accuracy=55%2025.07 | 330 | 67.9 | |
| FedNSAMBackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 334 | 56.33 | |
| FedMoSWABackbone=VGG-11, Target Accuracy=53%2025.07 | 389 | 61.7 | |
| FedAvgMBackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 516 | 60.91 | |
| FedACGBackbone=ResNet-18, Target Accuracy=55%2025.07 | 518 | 61.7 | |
| FedACGBackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 521 | 61.92 | |
| FedSWABackbone=ResNet-18, Target Accuracy=55%2025.07 | 574 | 59.8 | |
| MoFedSAMBackbone=ResNet-18, Target Accuracy=55%2025.07 | 603 | 60.1 | |
| FedMoSWABackbone=LeNet-5, Target Accuracy=52%2025.07 | 622 | 53.8 | |
| FedSAMBackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 628 | 47.83 | |
| FedNSAMBackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 633 | 53.61 | |
| FedACGBackbone=LeNet-5, Target Accuracy=52%2025.07 | 729 | 52.5 | |
| FedACGBackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 729 | 53.04 | |
| FedASAMBackbone=VGG-11, Target Accuracy=53%2025.07 | 908 | 53.4 | |
| FedGAMMABackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 908 | 53.42 | |
| FedAvgBackbone=LeNet-5, Target Accuracy=52%2025.07 | 1,000 | 41.2 | |
| FedAvgBackbone=VGG-11, Target Accuracy=53%2025.07 | 1,000 | 48.9 | |
| FedAvgBackbone=ResNet-18, Target Accuracy=55%2025.07 | 1,000 | 54.2 | |
| FedDynBackbone=LeNet-5, Target Accuracy=52%2025.07 | 1,000 | 40.8 | |
| FedDynBackbone=VGG-11, Target Accuracy=53%2025.07 | 1,000 | 45.2 | |
| FedDynBackbone=ResNet-18, Target Accuracy=55%2025.07 | 1,000 | 46.5 | |
| SCAFFOLDBackbone=LeNet-5, Target Accuracy=52%2025.07 | 1,000 | 50.3 | |
| SCAFFOLDBackbone=VGG-11, Target Accuracy=53%2025.07 | 1,000 | 47.9 | |
| SCAFFOLDBackbone=ResNet-18, Target Accuracy=55%2025.07 | 1,000 | 54.1 | |
| FedSAMBackbone=LeNet-5, Target Accuracy=52%2025.07 | 1,000 | 47.9 | |
| FedSAMBackbone=VGG-11, Target Accuracy=53%2025.07 | 1,000 | 51.7 | |
| FedSAMBackbone=ResNet-18, Target Accuracy=55%2025.07 | 1,000 | 47.8 | |
| MoFedSAMBackbone=LeNet-5, Target Accuracy=52%2025.07 | 1,000 | 49.3 | |
| MoFedSAMBackbone=VGG-11, Target Accuracy=53%2025.07 | 1,000 | 1 | |
| FedLESAMBackbone=LeNet-5, Target Accuracy=52%2025.07 | 1,000 | 41.3 | |
| FedLESAMBackbone=VGG-11, Target Accuracy=53%2025.07 | 1,000 | 49.2 | |
| FedLESAMBackbone=ResNet-18, Target Accuracy=55%2025.07 | 1,000 | 52.1 | |
| FedASAMBackbone=LeNet-5, Target Accuracy=52%2025.07 | 1,000 | 42.1 | |
| FedASAMBackbone=ResNet-18, Target Accuracy=55%2025.07 | 1,000 | 49.8 | |
| FedACGBackbone=VGG-11, Target Accuracy=53%2025.07 | 1,000 | 50.9 | |
| FedSWABackbone=LeNet-5, Target Accuracy=52%2025.07 | 1,000 | 48.5 | |
| FedSWABackbone=VGG-11, Target Accuracy=53%2025.07 | 1,000 | 52.5 | |
| FedAvgBackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 41.15 | |
| FedAvgBackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 48.94 | |
| FedAvgBackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 54.25 | |
| FedAvgMBackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 48.35 | |
| FedAvgMBackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 51.94 | |
| SCAFFOLDBackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 50.21 | |
| SCAFFOLDBackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 50.81 | |
| SCAFFOLDBackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 54.12 | |
| FedACGBackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 51.55 | |
| FedSAMBackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 48.12 | |
| FedSAMBackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 47.71 | |
| MoFedSAMBackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 50.11 | |
| MoFedSAMBackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | — | |
| MoFedSAMBackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 60.15 | |
| FedGAMMABackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 41.33 | |
| FedGAMMABackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 49.83 | |
| FedLESAMBackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 41.33 | |
| FedLESAMBackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 49.26 | |
| FedLESAMBackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.02 | 1,000 | 52.11 |