Classification on CIFAR-100 10% labeled data
69.1AccuracyFedAvg-SL
Evaluation results
| Method | Links | |
|---|---|---|
| FedAvg-SLalpha=12026.02 | 69.1 | |
| FedAvg-SLalpha=0.52026.02 | 68.83 | |
| FedAvg-SLalpha=0.12026.02 | 67.98 | |
| ProxyFLalpha=0.52026.02 | 58.75 | |
| ProxyFLalpha=12026.02 | 58.24 | |
| ProxyFLalpha=0.12026.02 | 57.5 | |
| SAGEalpha=12026.02 | 56.06 | |
| SAGEalpha=0.52026.02 | 55.82 | |
| SAGEalpha=0.12026.02 | 54.18 | |
| FedLabelalpha=12026.02 | 52.38 | |
| FedLabelalpha=0.52026.02 | 52.21 | |
| FixMatch-GPLalpha=12026.02 | 52.19 | |
| FixMatch-GPLalpha=0.52026.02 | 51.8 | |
| FedAvg+FlexMatchalpha=12026.02 | 51.79 | |
| FedDBalpha=12026.02 | 51.55 | |
| FedAvg+FlexMatchalpha=0.52026.02 | 51.39 | |
| FedDurealpha=0.52026.02 | 51.09 | |
| FedLabelalpha=0.12026.02 | 50.88 | |
| FedDurealpha=12026.02 | 50.79 | |
| FedDBalpha=0.52026.02 | 50.11 | |
| FedAvg+FlexMatchalpha=0.12026.02 | 49.91 | |
| FixMatch-LPLalpha=0.52026.02 | 49.67 | |
| FixMatch-LPLalpha=12026.02 | 49.55 | |
| FedProx+FixMatchalpha=12026.02 | 49.33 | |
| FixMatch-LPLalpha=0.12026.02 | 49.32 | |
| FixMatch-GPLalpha=0.12026.02 | 48.96 | |
| FedProx+FixMatchalpha=0.52026.02 | 48.51 | |
| FedDBalpha=0.12026.02 | 48.43 | |
| FedProx+FixMatchalpha=0.12026.02 | 48.42 | |
| FedDurealpha=0.12026.02 | 48.27 | |
| FedLokealpha=0.52026.02 | 40.46 | |
| FedLokealpha=12026.02 | 39.96 | |
| FedLokealpha=0.12026.02 | 39.29 | |
| FedMatchalpha=12026.02 | 35.75 | |
| FedAvgalpha=12026.02 | 35.31 | |
| FedProxalpha=12026.02 | 34.88 | |
| FedProxalpha=0.12026.02 | 34.2 | |
| FedAvgalpha=0.12026.02 | 34.08 | |
| FedProxalpha=0.52026.02 | 34.07 | |
| FedAvgalpha=0.52026.02 | 33.21 | |
| FedMatchalpha=0.12026.02 | 32.23 | |
| FedMatchalpha=0.52026.02 | 31.49 | |
| SSMAEStage=Fine-tune2026.01 | 22.65 | |
| MAEStage=Fine-tune2026.01 | 21.72 | |
| ViTStage=Supervised2026.01 | 20.86 | |
| SSMAEStage=Pretrain2026.01 | 19.65 |