Image Classification on CINIC-10 1.0 (10% label)
81.29AccuracyFedAvg-SL
Evaluation results
| Method | Links | |
|---|---|---|
| FedAvg-SLalpha=12026.02 | 81.29 | |
| FedAvg-SLalpha=0.52026.02 | 80.42 | |
| ProxyFLalpha=12026.02 | 79.59 | |
| ProxyFLalpha=0.52026.02 | 78.96 | |
| ProxyFLalpha=0.12026.02 | 77.98 | |
| FedAvg-SLalpha=0.12026.02 | 77.82 | |
| SAGEalpha=12026.02 | 76.68 | |
| SAGEalpha=0.52026.02 | 75.74 | |
| FedDurealpha=12026.02 | 74.89 | |
| FixMatch-GPLalpha=12026.02 | 74.8 | |
| SAGEalpha=0.12026.02 | 74.59 | |
| FedDBalpha=12026.02 | 73.61 | |
| FedAvg+FlexMatchalpha=12026.02 | 73.42 | |
| FedDurealpha=0.52026.02 | 73.37 | |
| FixMatch-GPLalpha=0.52026.02 | 73.26 | |
| FedLabelalpha=12026.02 | 72.8 | |
| FixMatch-LPLalpha=12026.02 | 72.69 | |
| FedProx+FixMatchalpha=12026.02 | 72.69 | |
| FedDBalpha=0.52026.02 | 72.6 | |
| FedAvg+FlexMatchalpha=0.52026.02 | 71.87 | |
| FixMatch-GPLalpha=0.12026.02 | 71.67 | |
| FedDurealpha=0.12026.02 | 70.86 | |
| FixMatch-LPLalpha=0.52026.02 | 70.67 | |
| FedProx+FixMatchalpha=0.52026.02 | 70.67 | |
| FedLabelalpha=0.52026.02 | 70.56 | |
| FedMatchalpha=12026.02 | 70.22 | |
| FedDBalpha=0.12026.02 | 69.44 | |
| FedAvg+FlexMatchalpha=0.12026.02 | 69.2 | |
| FedProx+FixMatchalpha=0.12026.02 | 68.62 | |
| FixMatch-LPLalpha=0.12026.02 | 68.02 | |
| FedLabelalpha=0.12026.02 | 67.64 | |
| FedLokealpha=12026.02 | 63.21 | |
| FedProxalpha=12026.02 | 62.82 | |
| FedLokealpha=0.52026.02 | 61.6 | |
| FedAvgalpha=12026.02 | 61.54 | |
| FedProxalpha=0.52026.02 | 60.71 | |
| FedAvgalpha=0.52026.02 | 60.09 | |
| FedLokealpha=0.12026.02 | 59.03 | |
| FedProxalpha=0.12026.02 | 58.05 | |
| FedAvgalpha=0.12026.02 | 57.17 | |
| FedMatchalpha=0.52026.02 | 56.27 | |
| FedMatchalpha=0.12026.02 | 51.94 |