Image Classification on Tiny ImageNet Dirichlet α=0.6 (test)
36.73AccuracySpecGradFilter
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SpecGradFilterBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.6, spectral filter ratio r=0.052026.07 | 36.73 | — | — | |
| FedDynBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.07 | 35.14 | — | — | |
| SCAFFOLDBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.07 | 34.87 | — | — | |
| FedDiscoBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.07 | 32.3 | — | — | |
| FedProxBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.07 | 31.94 | — | — | |
| FedAWABackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.07 | 31.94 | — | — | |
| FedLWSBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.07 | 31.64 | — | — | |
| FedAvgBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.07 | 31.22 | — | — | |
| FedDPCTotal Rounds=8002025.12 | 30.22 | 798 | 1.65 | |
| FedSAMBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.07 | 29.56 | — | — | |
| FedVARPTotal Rounds=8002025.12 | 25.96 | 797 | 1.73 | |
| FedExPTotal Rounds=8002025.12 | 25.8 | 779 | 1.59 | |
| FedCMTotal Rounds=8002025.12 | 25.21 | 785 | 1.72 | |
| FedGATotal Rounds=8002025.12 | 24.6 | 797 | 1.7 | |
| FedCMBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.07 | 22.59 | — | — | |
| FedProxTotal Rounds=8002025.12 | 22.43 | 786 | 1.8 |