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ResearchFormerly WizWand

Image Classification on Tiny ImageNet (Accuracy and Communication Rounds)

74.7AccuracyFedMoSWA
65.8668.15570.4572.745Jul 26, 2025
Updated 6mo ago

Evaluation results

MethodLinks
FedMoSWABackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.6, Max Rounds=400R, Target Accuracy=70%2025.0774.7144
FedMoSWABackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.3, Max Rounds=400R, Target Accuracy=70%2025.0774.4152
FedMoSWABackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.1, Max Rounds=400R, Target Accuracy=70%2025.0773.8161
FedSWABackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.6, Max Rounds=400R, Target Accuracy=70%2025.0773.2168
SCAFFOLDBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.6, Max Rounds=400R, Target Accuracy=70%2025.0773.1169
FedSAMBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.6, Max Rounds=400R, Target Accuracy=70%2025.0772.9180
FedAvgBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.6, Max Rounds=400R, Target Accuracy=70%2025.0772.8208
FedSWABackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.3, Max Rounds=400R, Target Accuracy=70%2025.0772.6179
SCAFFOLDBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.3, Max Rounds=400R, Target Accuracy=70%2025.0772.5192
MoFedSAMBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.6, Max Rounds=400R, Target Accuracy=70%2025.0772.5209
FedLESAMBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.6, Max Rounds=400R, Target Accuracy=70%2025.0772.5182
MoFedSAMBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.3, Max Rounds=400R, Target Accuracy=70%2025.0772.4214
FedSAMBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.3, Max Rounds=400R, Target Accuracy=70%2025.0772.2194
FedLESAMBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.3, Max Rounds=400R, Target Accuracy=70%2025.0772.1188
FedASAMBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.6, Max Rounds=400R, Target Accuracy=70%2025.0772.1196
FedLESAMBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.1, Max Rounds=400R, Target Accuracy=70%2025.0771.9210
FedSWABackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.1, Max Rounds=400R, Target Accuracy=70%2025.0771.9199
FedAvgBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.3, Max Rounds=400R, Target Accuracy=70%2025.0771.8223
SCAFFOLDBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.1, Max Rounds=400R, Target Accuracy=70%2025.0771.6202
MoFedSAMBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.1, Max Rounds=400R, Target Accuracy=70%2025.0771.6229
FedSAMBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.1, Max Rounds=400R, Target Accuracy=70%2025.0771.4212
FedASAMBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.3, Max Rounds=400R, Target Accuracy=70%2025.0771.3234
FedAvgBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.1, Max Rounds=400R, Target Accuracy=70%2025.0770.9258
FedACGBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.6, Max Rounds=400R, Target Accuracy=70%2025.0770.2386
FedDynBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.6, Max Rounds=400R, Target Accuracy=70%2025.0769.3400
FedASAMBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.1, Max Rounds=400R, Target Accuracy=70%2025.0769.2400
FedACGBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.3, Max Rounds=400R, Target Accuracy=70%2025.0768.5400
FedDynBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.3, Max Rounds=400R, Target Accuracy=70%2025.0768.2400
FedDynBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.1, Max Rounds=400R, Target Accuracy=70%2025.0767.5400
FedACGBackbone=ViT-Base, Data Heterogeneity (Dirichlet coefficient)=0.1, Max Rounds=400R, Target Accuracy=70%2025.0766.2400