Image Classification on MNIST (test) (Accuracy and System Overhead)
98.8AccuracyGCN-HViT-1
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GCN-HViT-12026.04 | 98.8 | — | — | — | |
| HViT2026.04 | 98.71 | — | — | — | |
| GCN-HViT-2position embeddings=bidirectional adjacency matrix2026.04 | 98.66 | — | — | — | |
| ViT-16patch size=162026.04 | 98.61 | — | — | — | |
| ViT-4patch size=42026.04 | 98.57 | — | — | — | |
| DynaFedTarget Accuracy=80%, Data Distribution Condition=IID2024.09 | 85.1 | 2 | 84.7 | 1.4 | |
| FedSeqTarget Accuracy=80%, Data Distribution Condition=IID2024.09 | 84.32 | 1 | 39 | 0.7 | |
| HFLDDTarget Accuracy=80%, Data Distribution Condition=IID2024.09 | 80.63 | 5 | 58.8 | 1 | |
| FedProxTarget Accuracy=80%, Data Distribution Condition=IID2024.09 | 80.6 | 20 | 694.8 | 11.8 | |
| FedAvgTarget Accuracy=80%, Data Distribution Condition=IID2024.09 | 80.54 | 17 | 593.15 | 10.1 |