Image Classification on TinyImageNet Fourth Session Transition
69.23AccuracyAlgorithm 1 + SCAFFOLD
Evaluation results
| Method | Links | |
|---|---|---|
| Algorithm 1 + SCAFFOLDOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 69.23 | |
| Algorithm 1 + SCAFFOLDOverlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 68.83 | |
| Algorithm 1 + SCAFFOLDOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 68.47 | |
| Algorithm 1 + SCAFFOLDOverlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 68.09 | |
| Algorithm 1 + FedACGOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 67.84 | |
| Algorithm 1 + MOONOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 67.77 | |
| Algorithm 1 + FedProxOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 67.26 | |
| Algorithm 1 + FedACGOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 67.11 | |
| Algorithm 1 + FedProxOverlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 67.06 | |
| Algorithm 1 + FedACGOverlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 67.06 | |
| Algorithm 1 + MOONOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 67.03 | |
| Algorithm 1 + MOONOverlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 67.03 | |
| Algorithm 1 + FedProxOverlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 66.56 | |
| Algorithm 1 + FedACGOverlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 66.39 | |
| Algorithm 1 + MOONOverlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 66.36 | |
| Algorithm 1 + FedProxOverlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 66.32 | |
| FedProx (Previous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 65.46 | |
| FedProx (Previous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 65.38 | |
| SCAFFOLD (Average)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 65.35 | |
| FedProx (Previous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 65.25 | |
| FedProx (Previous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 64.73 | |
| SCAFFOLD (Average)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 64.71 | |
| SCAFFOLD (Average)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 64.48 | |
| FedProx (Average)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 64.4 | |
| MOON (Average)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 64.33 | |
| MOON (Average)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 64.2 | |
| FedProx (Average)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 64.06 | |
| FedACG (Average)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 63.96 | |
| FedACG (Average)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 63.95 | |
| SCAFFOLD (Average)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 63.81 | |
| FedProx (Average)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 63.8 | |
| FedProx (Average)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 63.45 | |
| MOON (Previous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 63.18 | |
| MOON (Average)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 62.98 | |
| MOON (Previous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 62.64 | |
| MOON (Average)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 62.57 | |
| FedACG (Average)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 62.42 | |
| FedACG (Average)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 62.29 | |
| MOON (Previous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 61.91 | |
| MOON (Previous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 61.71 | |
| SCAFFOLD (Previous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 61.35 | |
| SCAFFOLD (Previous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 61.16 | |
| SCAFFOLD (Previous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 61.12 | |
| SCAFFOLD (Previous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 61.11 | |
| MOON (Continuous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 60.69 | |
| FedProx (Continuous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 60.58 | |
| FedACG (Continuous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 60.58 | |
| FedACG (Continuous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 59.84 | |
| FedProx (Continuous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 59.8 | |
| MOON (Continuous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 59.79 | |
| MOON (Continuous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 58.79 | |
| FedACG (Continuous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 58.78 | |
| SCAFFOLD (Continuous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 58.76 | |
| FedProx (Continuous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 58.75 | |
| FedACG (Continuous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 57.78 | |
| SCAFFOLD (Continuous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 57.66 | |
| MOON (Continuous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 57.64 | |
| FedProx (Continuous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 57.57 | |
| FedACG (Previous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.72024.10 | 56.75 | |
| SCAFFOLD (Continuous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 56.46 | |
| FedACG (Previous)Overlap=0.2 (Slight Overlap), Dirichlet alpha=0.32024.10 | 55.29 | |
| SCAFFOLD (Continuous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 54.64 | |
| FedACG (Previous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.32024.10 | 36.26 | |
| FedACG (Previous)Overlap=0.0 (Non-Overlap), Dirichlet alpha=0.72024.10 | 31.27 |