Image Classification on CIFAR-100 (test) (Accuracy and ECE)
0.691AccuracyFedAvg-SL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedAvg-SLalpha=1, Labeling Ratio=20%2026.02 | 0.691 | — | |
| FedAvg-SLalpha=0.5, Labeling Ratio=20%2026.02 | 0.6883 | — | |
| FedAvg-SLalpha=0.1, Labeling Ratio=20%2026.02 | 0.6798 | — | |
| ProxyFLalpha=1, Labeling Ratio=20%2026.02 | 0.6319 | — | |
| ProxyFLalpha=0.5, Labeling Ratio=20%2026.02 | 0.6309 | — | |
| ProxyFLalpha=0.1, Labeling Ratio=20%2026.02 | 0.6257 | — | |
| SAGEalpha=1, Labeling Ratio=20%2026.02 | 0.6201 | — | |
| SAGEalpha=0.5, Labeling Ratio=20%2026.02 | 0.6149 | — | |
| SAGEalpha=0.1, Labeling Ratio=20%2026.02 | 0.6086 | — | |
| FedLabelalpha=1, Labeling Ratio=20%2026.02 | 0.5923 | — | |
| FedLabelalpha=0.5, Labeling Ratio=20%2026.02 | 0.5898 | — | |
| FedAvg+FlexMatchalpha=1, Labeling Ratio=20%2026.02 | 0.5879 | — | |
| FedLabelalpha=0.1, Labeling Ratio=20%2026.02 | 0.5863 | — | |
| FedAvg+FlexMatchalpha=0.5, Labeling Ratio=20%2026.02 | 0.5844 | — | |
| FedAvg+FlexMatchalpha=0.1, Labeling Ratio=20%2026.02 | 0.5824 | — | |
| FedProx+FixMatchalpha=0.5, Labeling Ratio=20%2026.02 | 0.5791 | — | |
| FedDurealpha=1, Labeling Ratio=20%2026.02 | 0.5789 | — | |
| FedProx+FixMatchalpha=1, Labeling Ratio=20%2026.02 | 0.5787 | — | |
| FixMatch-GPLalpha=0.5, Labeling Ratio=20%2026.02 | 0.5785 | — | |
| FixMatch-GPLalpha=1, Labeling Ratio=20%2026.02 | 0.5785 | — | |
| FixMatch-LPLalpha=1, Labeling Ratio=20%2026.02 | 0.5759 | — | |
| FedProx+FixMatchalpha=0.1, Labeling Ratio=20%2026.02 | 0.5744 | — | |
| FixMatch-LPLalpha=0.5, Labeling Ratio=20%2026.02 | 0.5735 | — | |
| FedDurealpha=0.5, Labeling Ratio=20%2026.02 | 0.5723 | — | |
| FixMatch-GPLalpha=0.1, Labeling Ratio=20%2026.02 | 0.5702 | — | |
| FixMatch-LPLalpha=0.1, Labeling Ratio=20%2026.02 | 0.568 | — | |
| FedDurealpha=0.1, Labeling Ratio=20%2026.02 | 0.5614 | — | |
| FedDBalpha=1, Labeling Ratio=20%2026.02 | 0.5548 | — | |
| FedDBalpha=0.5, Labeling Ratio=20%2026.02 | 0.5462 | — | |
| FedLokealpha=1, Labeling Ratio=20%2026.02 | 0.5456 | — | |
| FedLokealpha=0.1, Labeling Ratio=20%2026.02 | 0.5387 | — | |
| FedLokealpha=0.5, Labeling Ratio=20%2026.02 | 0.5367 | — | |
| FedDBalpha=0.1, Labeling Ratio=20%2026.02 | 0.5281 | — | |
| FedMatchalpha=1, Labeling Ratio=20%2026.02 | 0.484 | — | |
| FedProxalpha=1, Labeling Ratio=20%2026.02 | 0.4789 | — | |
| FedAvgalpha=1, Labeling Ratio=20%2026.02 | 0.4755 | — | |
| FedProxalpha=0.5, Labeling Ratio=20%2026.02 | 0.4733 | — | |
| FedMatchalpha=0.5, Labeling Ratio=20%2026.02 | 0.4729 | — | |
| FedAvgalpha=0.5, Labeling Ratio=20%2026.02 | 0.4657 | — | |
| FedProxalpha=0.1, Labeling Ratio=20%2026.02 | 0.4596 | — | |
| FedAvgalpha=0.1, Labeling Ratio=20%2026.02 | 0.4572 | — | |
| FedMatchalpha=0.1, Labeling Ratio=20%2026.02 | 0.4507 | — |