Image Classification on MNIST (test) (Accuracy and Forgetting)
84.44Top-1 AccuracyFedNTD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedNTDNIID Partition Strategy=Sharding, s=22021.06 | 84.44 | 0.13 | |
| FedNTDNIID Partition Strategy=LDA, alpha=0.12021.06 | 81.34 | 0.17 | |
| SCAFFOLDNIID Partition Strategy=Sharding, s=22021.06 | 81.05 | 0.17 | |
| FedAvgNIID Partition Strategy=LDA, alpha=0.12021.06 | 79.73 | 0.19 | |
| FedProxNIID Partition Strategy=LDA, alpha=0.12021.06 | 79.25 | 0.19 | |
| MOONNIID Partition Strategy=LDA, alpha=0.12021.06 | 78.95 | 0.2 | |
| FedCurvNIID Partition Strategy=LDA, alpha=0.12021.06 | 78.72 | 0.2 | |
| FedAvgNIID Partition Strategy=Sharding, s=22021.06 | 78.63 | 0.2 | |
| FedCurvNIID Partition Strategy=Sharding, s=22021.06 | 78.56 | 0.21 | |
| FedProxNIID Partition Strategy=Sharding, s=22021.06 | 78.26 | 0.21 | |
| FedNovaNIID Partition Strategy=Sharding, s=22021.06 | 77.04 | 0.21 | |
| MOONNIID Partition Strategy=Sharding, s=22021.06 | 76.56 | 0.23 | |
| SCAFFOLDNIID Partition Strategy=LDA, alpha=0.12021.06 | 71.57 | 0.26 | |
| FedNovaNIID Partition Strategy=LDA, alpha=0.12021.06 | 60.37 | 0.38 |