Image Classification on TinyImageNet Second Session Transition
93.67AccuracyAlgorithm 1
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Algorithm 1Label Distribution=Partial-Overlap, Model=ResNet34, FL Algorithm=FedAvg, Number of Clients=202024.10 | 93.67 | — | |
| Algorithm 1Label Distribution=Half, Model=ResNet34, FL Algorithm=FedAvg, Number of Clients=202024.10 | 77.77 | — | |
| Algorithm 1 + SCAFFOLDOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 68.55 | — | |
| Algorithm 1 + SCAFFOLDOverlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 68.3 | — | |
| Algorithm 1 + SCAFFOLDOverlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 67.58 | — | |
| Algorithm 1 + SCAFFOLDOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 67.51 | — | |
| Algorithm 1 + FedACGOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 66.71 | — | |
| Algorithm 1 + FedACGOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 66.54 | — | |
| Algorithm 1 + FedACGOverlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 66.51 | — | |
| Algorithm 1 + FedACGOverlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 66.33 | — | |
| Algorithm 1 + MOONOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 66.29 | — | |
| Algorithm 1 + FedProxOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 66.21 | — | |
| Algorithm 1 + MOONOverlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 66.09 | — | |
| Algorithm 1 + FedProxOverlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 66.06 | — | |
| Algorithm 1 + MOONOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 65.98 | — | |
| Algorithm 1 + FedProxOverlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 65.48 | — | |
| Algorithm 1 + FedProxOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 65.33 | — | |
| Algorithm 1 + MOONOverlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 64.99 | — | |
| FedProx (Previous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 64.4 | — | |
| FedProx (Previous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 63.88 | — | |
| FedProx (Previous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 63.75 | — | |
| SCAFFOLD (Average)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 63.57 | — | |
| FedProx (Previous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 63.03 | — | |
| MOON (Average)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 62.56 | — | |
| SCAFFOLD (Average)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 62.5 | — | |
| MOON (Previous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 62.47 | — | |
| SCAFFOLD (Average)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 62.22 | — | |
| FedProx (Average)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 61.98 | — | |
| FedACG (Average)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 61.96 | — | |
| SCAFFOLD (Average)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 61.66 | — | |
| FedProx (Average)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 61.49 | — | |
| MOON (Average)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 61.17 | — | |
| FedProx (Average)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 61.15 | — | |
| SCAFFOLD (Previous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 61.07 | — | |
| MOON (Previous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 60.88 | — | |
| SCAFFOLD (Previous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 60.84 | — | |
| MOON (Average)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 60.79 | — | |
| SCAFFOLD (Previous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 60.67 | — | |
| FedProx (Average)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 60.47 | — | |
| SCAFFOLD (Previous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 60.19 | — | |
| FedACG (Continuous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 60.02 | — | |
| FedProx (Continuous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 60 | — | |
| MOON (Continuous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 59.94 | — | |
| MOON (Previous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 59.72 | — | |
| FedACG (Average)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 58.76 | — | |
| MOON (Continuous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 58.67 | — | |
| FedACG (Continuous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 58.65 | — | |
| FedProx (Continuous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 58.64 | — | |
| FedACG (Average)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 58.62 | — | |
| MOON (Previous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 58.58 | — | |
| SCAFFOLD (Continuous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 58.53 | — | |
| MOON (Average)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 58.15 | — | |
| FedACG (Continuous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 57.74 | — | |
| MOON (Continuous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 57.73 | — | |
| FedProx (Continuous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 57.71 | — | |
| FedACG (Previous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 57.24 | — | |
| FedACG (Previous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 56.94 | — | |
| SCAFFOLD (Continuous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 56.77 | — | |
| MOON (Continuous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 56.16 | — | |
| FedACG (Continuous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 56.05 | — | |
| FedProx (Continuous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 56.03 | — | |
| FedACG (Average)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 55.69 | — | |
| SCAFFOLD (Continuous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 55.33 | — | |
| SCAFFOLD (Continuous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 52.43 | — | |
| FedACG (Previous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 38.89 | — | |
| FedACG (Previous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 32.99 | — | |
| FedAvgLabel Distribution=Half, Model=ResNet34, FL Algorithm=FedAvg, Number of Clients=202024.10 | — | 72.24 | |
| FedAvgLabel Distribution=Partial-Overlap, Model=ResNet34, FL Algorithm=FedAvg, Number of Clients=202024.10 | — | 82.01 |