Image Classification on CIFAR-10 (test) (Accuracy and Win Rate)
85.7AccuracyFedDES
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedDESalpha (Dirichlet concentration)=1, C (Classes per client)=32026.03 | 85.7 | 90 | |
| Localalpha (Dirichlet concentration)=1, C (Classes per client)=32026.03 | 83.8 | — | |
| FedDESalpha (Dirichlet concentration)=10, C (Classes per client)=32026.03 | 81.9 | 80 | |
| FedGHalpha (Dirichlet concentration)=1, C (Classes per client)=32026.03 | 81.3 | 10 | |
| LG-FedAvgalpha (Dirichlet concentration)=1, C (Classes per client)=32026.03 | 81.1 | 20 | |
| FedKDalpha (Dirichlet concentration)=1, C (Classes per client)=32026.03 | 81 | 25 | |
| FMLalpha (Dirichlet concentration)=1, C (Classes per client)=32026.03 | 80.4 | 30 | |
| Localalpha (Dirichlet concentration)=10, C (Classes per client)=32026.03 | 79.3 | — | |
| LG-FedAvgalpha (Dirichlet concentration)=10, C (Classes per client)=32026.03 | 76.4 | 20 | |
| FedTGPalpha (Dirichlet concentration)=1, C (Classes per client)=32026.03 | 76.3 | 5 | |
| FedGHalpha (Dirichlet concentration)=10, C (Classes per client)=32026.03 | 76.2 | 15 | |
| FedKDalpha (Dirichlet concentration)=10, C (Classes per client)=32026.03 | 76 | 30 | |
| FMLalpha (Dirichlet concentration)=10, C (Classes per client)=32026.03 | 75.5 | 20 | |
| FedTGPalpha (Dirichlet concentration)=10, C (Classes per client)=32026.03 | 74.8 | 20 | |
| FedDESalpha (Dirichlet concentration)=1, C (Classes per client)=52026.03 | 74.2 | 95 | |
| Localalpha (Dirichlet concentration)=1, C (Classes per client)=52026.03 | 70.9 | — | |
| FedProtoalpha (Dirichlet concentration)=1, C (Classes per client)=32026.03 | 69.8 | 5 | |
| FedKDalpha (Dirichlet concentration)=1, C (Classes per client)=52026.03 | 69.2 | 30 | |
| LG-FedAvgalpha (Dirichlet concentration)=1, C (Classes per client)=52026.03 | 68.7 | 20 | |
| FedDESalpha (Dirichlet concentration)=1, C (Classes per client)=72026.03 | 68.4 | 95 | |
| FedDESalpha (Dirichlet concentration)=10, C (Classes per client)=52026.03 | 68.3 | 90 | |
| FedGHalpha (Dirichlet concentration)=1, C (Classes per client)=52026.03 | 68.3 | 15 | |
| FedProtoalpha (Dirichlet concentration)=10, C (Classes per client)=32026.03 | 68.1 | 10 | |
| FMLalpha (Dirichlet concentration)=1, C (Classes per client)=52026.03 | 67.8 | 25 | |
| FedTGPalpha (Dirichlet concentration)=1, C (Classes per client)=52026.03 | 65.9 | 5 | |
| Localalpha (Dirichlet concentration)=10, C (Classes per client)=52026.03 | 64 | — | |
| Localalpha (Dirichlet concentration)=1, C (Classes per client)=72026.03 | 63.7 | — | |
| FedKDalpha (Dirichlet concentration)=10, C (Classes per client)=52026.03 | 62.7 | 45 | |
| LG-FedAvgalpha (Dirichlet concentration)=10, C (Classes per client)=52026.03 | 61.8 | 25 | |
| FedKDalpha (Dirichlet concentration)=1, C (Classes per client)=72026.03 | 61.8 | 35 | |
| FedGHalpha (Dirichlet concentration)=10, C (Classes per client)=52026.03 | 61.3 | 30 | |
| FMLalpha (Dirichlet concentration)=10, C (Classes per client)=52026.03 | 61.1 | 40 | |
| LG-FedAvgalpha (Dirichlet concentration)=1, C (Classes per client)=72026.03 | 60.9 | 10 | |
| FedDESalpha (Dirichlet concentration)=10, C (Classes per client)=72026.03 | 60.2 | 90 | |
| FedGHalpha (Dirichlet concentration)=1, C (Classes per client)=72026.03 | 60.1 | 20 | |
| FMLalpha (Dirichlet concentration)=1, C (Classes per client)=72026.03 | 60 | 25 | |
| FedTGPalpha (Dirichlet concentration)=10, C (Classes per client)=52026.03 | 59.8 | 30 | |
| FedTGPalpha (Dirichlet concentration)=1, C (Classes per client)=72026.03 | 58 | 10 | |
| FedProtoalpha (Dirichlet concentration)=1, C (Classes per client)=52026.03 | 57.4 | 5 | |
| FedProtoalpha (Dirichlet concentration)=10, C (Classes per client)=52026.03 | 57.4 | 20 | |
| Globalalpha (Dirichlet concentration)=10, C (Classes per client)=72026.03 | 57 | 60 | |
| Localalpha (Dirichlet concentration)=10, C (Classes per client)=72026.03 | 54.3 | — | |
| FedProtoalpha (Dirichlet concentration)=1, C (Classes per client)=72026.03 | 54.3 | 10 | |
| Globalalpha (Dirichlet concentration)=1, C (Classes per client)=72026.03 | 51.1 | 10 | |
| FedKDalpha (Dirichlet concentration)=10, C (Classes per client)=72026.03 | 51 | 35 | |
| FedTGPalpha (Dirichlet concentration)=10, C (Classes per client)=72026.03 | 50.2 | 25 | |
| Globalalpha (Dirichlet concentration)=10, C (Classes per client)=52026.03 | 49.5 | 20 | |
| LG-FedAvgalpha (Dirichlet concentration)=10, C (Classes per client)=72026.03 | 49.5 | 20 | |
| Globalalpha (Dirichlet concentration)=10, C (Classes per client)=32026.03 | 49.1 | 0 | |
| FedGHalpha (Dirichlet concentration)=10, C (Classes per client)=72026.03 | 49.1 | 10 | |
| FMLalpha (Dirichlet concentration)=10, C (Classes per client)=72026.03 | 48.4 | 15 | |
| Globalalpha (Dirichlet concentration)=1, C (Classes per client)=52026.03 | 46.7 | 0 | |
| FedProtoalpha (Dirichlet concentration)=10, C (Classes per client)=72026.03 | 45.9 | 10 | |
| Globalalpha (Dirichlet concentration)=1, C (Classes per client)=32026.03 | 44.5 | 0 |