Image Classification on CIFAR10 Non-IID 1
86.28AccuracyFedAvg
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedAvgModel=ResNet10, Nc=100, FLOPs=4.40 × 10^8, Memory (MB)=19.61702026.03 | 86.28 | 11.38 | |
| FedMUDModel=ResNet10, Nc=100, FLOPs=4.40 × 10^8, Memory (MB)=19.61702026.03 | 84.22 | 10.78 | |
| FedBNNModel=ResNet10, Nc=100, FLOPs=1.11 × 10^7, Memory (MB)=0.61302026.03 | 82.84 | 82.84 | |
| FedBATModel=ResNet10, Nc=100, FLOPs=4.40 × 10^8, Memory (MB)=19.61702026.03 | 72.8 | 10.94 | |
| FedBNNModel=ConvNeXt-Tiny, Nc=100, FLOPs=6.07 × 10^7, Memory (MB)=3.48872026.03 | 67.08 | 67.08 | |
| FedBATModel=ConvNeXt-Tiny, Nc=100, FLOPs=2.98 × 10^9, Memory (MB)=111.6402026.03 | 64.22 | 21.42 | |
| FedAvgModel=ConvNeXt-Tiny, Nc=100, FLOPs=2.98 × 10^9, Memory (MB)=111.6402026.03 | 60.2 | 21.64 | |
| BESplit-GSFL Setting=n=100, k=70, κ=12026.05 | 59.82 | — | |
| BESplit-ASFL Setting=n=100, k=70, κ=12026.05 | 57.98 | — | |
| FedRDNSFL Setting=n=100, k=70, κ=12026.05 | 56.89 | — | |
| FAVDSFL Setting=n=100, k=70, κ=12026.05 | 56.13 | — | |
| Fed-MoESFL Setting=n=100, k=70, κ=12026.05 | 54.79 | — | |
| FedMUDModel=ConvNeXt-Tiny, Nc=100, FLOPs=2.98 × 10^9, Memory (MB)=111.6402026.03 | 54.3 | 35.44 | |
| FedDynSFL Setting=n=100, k=70, κ=12026.05 | 54.02 | — | |
| ParallelSFLSFL Setting=n=100, k=70, κ=12026.05 | 53.6 | — | |
| HASFLSFL Setting=n=100, k=70, κ=12026.05 | 53.6 | — | |
| MergeSFLSFL Setting=n=100, k=70, κ=12026.05 | 53.16 | — | |
| FedProxSFL Setting=n=100, k=70, κ=12026.05 | 50.71 | — | |
| FedAvgSFL Setting=n=100, k=70, κ=12026.05 | 50.55 | — | |
| SplitFedSFL Setting=n=100, k=70, κ=12026.05 | 50.21 | — |