List your company
ResearchFormerly WizWand

Image Classification on CIFAR100 Dirichlet-0.6

316Communication RoundsFedNSAM
288.64473.32658842.68Jul 26, 2025Aug 31, 2025Oct 6, 2025Nov 11, 2025Dec 17, 2025Jan 22, 2026Feb 27, 2026
Updated 6mo ago

Evaluation results

MethodLinks
FedNSAMBackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.0231666.04
FedMoSWABackbone=ResNet-18, Target Accuracy=55%2025.0733067.9
FedNSAMBackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.0233456.33
FedMoSWABackbone=VGG-11, Target Accuracy=53%2025.0738961.7
FedAvgMBackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.0251660.91
FedACGBackbone=ResNet-18, Target Accuracy=55%2025.0751861.7
FedACGBackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.0252161.92
FedSWABackbone=ResNet-18, Target Accuracy=55%2025.0757459.8
MoFedSAMBackbone=ResNet-18, Target Accuracy=55%2025.0760360.1
FedMoSWABackbone=LeNet-5, Target Accuracy=52%2025.0762253.8
FedSAMBackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.0262847.83
FedNSAMBackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.0263353.61
FedACGBackbone=LeNet-5, Target Accuracy=52%2025.0772952.5
FedACGBackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.0272953.04
FedASAMBackbone=VGG-11, Target Accuracy=53%2025.0790853.4
FedGAMMABackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.0290853.42
FedAvgBackbone=LeNet-5, Target Accuracy=52%2025.071,00041.2
FedAvgBackbone=VGG-11, Target Accuracy=53%2025.071,00048.9
FedAvgBackbone=ResNet-18, Target Accuracy=55%2025.071,00054.2
FedDynBackbone=LeNet-5, Target Accuracy=52%2025.071,00040.8
FedDynBackbone=VGG-11, Target Accuracy=53%2025.071,00045.2
FedDynBackbone=ResNet-18, Target Accuracy=55%2025.071,00046.5
SCAFFOLDBackbone=LeNet-5, Target Accuracy=52%2025.071,00050.3
SCAFFOLDBackbone=VGG-11, Target Accuracy=53%2025.071,00047.9
SCAFFOLDBackbone=ResNet-18, Target Accuracy=55%2025.071,00054.1
FedSAMBackbone=LeNet-5, Target Accuracy=52%2025.071,00047.9
FedSAMBackbone=VGG-11, Target Accuracy=53%2025.071,00051.7
FedSAMBackbone=ResNet-18, Target Accuracy=55%2025.071,00047.8
MoFedSAMBackbone=LeNet-5, Target Accuracy=52%2025.071,00049.3
MoFedSAMBackbone=VGG-11, Target Accuracy=53%2025.071,0001
FedLESAMBackbone=LeNet-5, Target Accuracy=52%2025.071,00041.3
FedLESAMBackbone=VGG-11, Target Accuracy=53%2025.071,00049.2
FedLESAMBackbone=ResNet-18, Target Accuracy=55%2025.071,00052.1
FedASAMBackbone=LeNet-5, Target Accuracy=52%2025.071,00042.1
FedASAMBackbone=ResNet-18, Target Accuracy=55%2025.071,00049.8
FedACGBackbone=VGG-11, Target Accuracy=53%2025.071,00050.9
FedSWABackbone=LeNet-5, Target Accuracy=52%2025.071,00048.5
FedSWABackbone=VGG-11, Target Accuracy=53%2025.071,00052.5
FedAvgBackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00041.15
FedAvgBackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00048.94
FedAvgBackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00054.25
FedAvgMBackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00048.35
FedAvgMBackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00051.94
SCAFFOLDBackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00050.21
SCAFFOLDBackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00050.81
SCAFFOLDBackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00054.12
FedACGBackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00051.55
FedSAMBackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00048.12
FedSAMBackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00047.71
MoFedSAMBackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00050.11
MoFedSAMBackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,000—
MoFedSAMBackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00060.15
FedGAMMABackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00041.33
FedGAMMABackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00049.83
FedLESAMBackbone=LeNet-5, Target Accuracy Threshold=52%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00041.33
FedLESAMBackbone=VGG-11, Target Accuracy Threshold=53%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00049.26
FedLESAMBackbone=ResNet-18, Target Accuracy Threshold=55%, Local Epochs (E)=5, Data Heterogeneity=Dirichlet-0.62026.021,00052.11