Image Classification on CIFAR-100 Practical (Mean Accuracy)
53.69Mean AccuracyFedFew
Evaluation results
| Method | Links | |
|---|---|---|
| FedFewHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 53.69 | |
| FedFewHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 50.44 | |
| APFLHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 48.3 | |
| FedRepHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 48.26 | |
| APFLHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 46.67 | |
| FedRepHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 46.46 | |
| FedMTLHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 46.28 | |
| DittoHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 46.19 | |
| FedAMPHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 46.13 | |
| FedAMPHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 45 | |
| DittoHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 44.89 | |
| FedMTLHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 44.79 | |
| IFCAHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 34.09 | |
| FedAvgHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 31.1 | |
| FedProxHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 30.9 | |
| FedAvgHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 30.84 | |
| FedProxHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 30.74 | |
| IFCAHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 29.8 |