Image Classification on CIFAR-10 Practical
88.38Mean AccuracyAPFL
Evaluation results
| Method | Links | |
|---|---|---|
| APFLHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 88.38 | |
| FedFewHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 88.26 | |
| FedFewHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 88.17 | |
| APFLHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 87.36 | |
| FedRepHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 87.36 | |
| FedRepHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 86.94 | |
| DittoHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 85.97 | |
| FedAMPHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 85.96 | |
| FedAMPHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 85.93 | |
| FedMTLHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 85.92 | |
| FedMTLHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 85.75 | |
| DittoHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 85.72 | |
| IFCAHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 77.27 | |
| IFCAHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 73.35 | |
| FedProxHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 61.38 | |
| FedAvgHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 61.36 | |
| FedAvgHeterogeneous setting=Practical, Number of clients (M)=202026.03 | 61.26 | |
| FedProxHeterogeneous setting=Practical, Number of clients (M)=102026.03 | 60.87 |