Image Classification on SVHN 1.0 (10% label)
95.26AccuracyProxyFL
Evaluation results
| Method | Links | |
|---|---|---|
| ProxyFLalpha=12026.02 | 95.26 | |
| ProxyFLalpha=0.52026.02 | 95.18 | |
| ProxyFLalpha=0.12026.02 | 95.09 | |
| SAGEalpha=12026.02 | 94.65 | |
| FedAvg-SLalpha=0.52026.02 | 94.41 | |
| FedAvg-SLalpha=12026.02 | 94.4 | |
| SAGEalpha=0.52026.02 | 94.27 | |
| FedDurealpha=12026.02 | 94.19 | |
| FedAvg-SLalpha=0.12026.02 | 94.11 | |
| SAGEalpha=0.12026.02 | 93.85 | |
| FedDurealpha=0.52026.02 | 93.49 | |
| FedDBalpha=12026.02 | 93.14 | |
| FedDBalpha=0.52026.02 | 93 | |
| FedDurealpha=0.12026.02 | 92.87 | |
| FedDBalpha=0.12026.02 | 92.56 | |
| FixMatch-GPLalpha=12026.02 | 92.31 | |
| FixMatch-GPLalpha=0.52026.02 | 91.94 | |
| FixMatch-LPLalpha=12026.02 | 91.91 | |
| FedLabelalpha=0.52026.02 | 91.51 | |
| FedProx+FixMatchalpha=0.52026.02 | 91.36 | |
| FixMatch-LPLalpha=0.52026.02 | 91.33 | |
| FedProx+FixMatchalpha=12026.02 | 91.25 | |
| FedLabelalpha=12026.02 | 91.16 | |
| FixMatch-GPLalpha=0.12026.02 | 90.5 | |
| FedProx+FixMatchalpha=0.12026.02 | 90.46 | |
| FedLokealpha=0.52026.02 | 90 | |
| FedLokealpha=0.12026.02 | 89.94 | |
| FixMatch-LPLalpha=0.12026.02 | 89.68 | |
| FedLokealpha=12026.02 | 89.45 | |
| FedLabelalpha=0.12026.02 | 89.31 | |
| FedMatchalpha=12026.02 | 89.23 | |
| FedMatchalpha=0.52026.02 | 89.2 | |
| FedMatchalpha=0.12026.02 | 88.63 | |
| FedProxalpha=0.52026.02 | 83.77 | |
| FedProxalpha=12026.02 | 83.77 | |
| FedAvgalpha=0.52026.02 | 83.4 | |
| FedAvgalpha=0.12026.02 | 82.4 | |
| FedProxalpha=0.12026.02 | 81.67 | |
| FedAvgalpha=12026.02 | 78.6 | |
| FedAvg+FlexMatchalpha=12026.02 | 60.5 | |
| FedAvg+FlexMatchalpha=0.52026.02 | 55.59 | |
| FedAvg+FlexMatchalpha=0.12026.02 | 52.58 |