Image Classification on CIFAR-10 (Acln Metric Evaluation)
90.2AclnFedProx+DART
Evaluation Results
| Method | Links | |
|---|---|---|
| FedProx+DARTalpha_IID=100, T_tr=×1.1, E_tr=×1.1, M_tr=×1.32025.08 | 90.2 | |
| FedAFAalpha_IID=100, T_tr=×1.9, E_tr=×1.9, M_tr=×1.72025.08 | 89.9 | |
| FedAugMixalpha_IID=100, T_tr=×2.6, E_tr=×2.9, M_tr=×2.62025.08 | 89.3 | |
| FedAvg+DARTalpha_IID=100, T_tr=×1.0, E_tr=×1.0, M_tr=×1.02025.08 | 89.2 | |
| FedAugMixalpha_IID=10, T_tr=×2.6, E_tr=×2.9, M_tr=×2.62025.08 | 89.1 | |
| FedProx+DARTalpha_IID=10, T_tr=×1.1, E_tr=×1.1, M_tr=×1.32025.08 | 88.7 | |
| FedAFAalpha_IID=10, T_tr=×1.9, E_tr=×1.9, M_tr=×1.72025.08 | 88.4 | |
| FedAvg+DARTalpha_IID=10, T_tr=×1.0, E_tr=×1.0, M_tr=×1.02025.08 | 88.3 | |
| FedProx+DARTalpha_IID=1, T_tr=×1.1, E_tr=×1.1, M_tr=×1.32025.08 | 87.1 | |
| FedAFAalpha_IID=1, T_tr=×1.9, E_tr=×1.9, M_tr=×1.72025.08 | 86.7 | |
| FedPrimealpha_IID=100, T_tr=×21.5, E_tr=×5.7, M_tr=×2.62025.08 | 86.6 | |
| FedPrimealpha_IID=10, T_tr=×21.5, E_tr=×5.7, M_tr=×2.62025.08 | 85 | |
| FedAugMixalpha_IID=1, T_tr=×2.6, E_tr=×2.9, M_tr=×2.62025.08 | 84.6 | |
| FedAvg+DARTalpha_IID=1, T_tr=×1.0, E_tr=×1.0, M_tr=×1.02025.08 | 83.2 | |
| FedPrimealpha_IID=1, T_tr=×21.5, E_tr=×5.7, M_tr=×2.62025.08 | 79.6 | |
| FedProx+DARTalpha_IID=0.1, T_tr=×1.1, E_tr=×1.1, M_tr=×1.32025.08 | 66.9 | |
| FedAFAalpha_IID=0.1, T_tr=×1.9, E_tr=×1.9, M_tr=×1.72025.08 | 48.3 | |
| FedAugMixalpha_IID=0.1, T_tr=×2.6, E_tr=×2.9, M_tr=×2.62025.08 | 44.2 | |
| FedAvg+DARTalpha_IID=0.1, T_tr=×1.0, E_tr=×1.0, M_tr=×1.02025.08 | 43 | |
| FedPrimealpha_IID=0.1, T_tr=×21.5, E_tr=×5.7, M_tr=×2.62025.08 | 30.3 |