Image Classification on SVHN (test) (Accuracy)
97.79AccuracyEXACT
Evaluation Results
| Method | Links | |
|---|---|---|
| EXACTOptimizer=ASAM, Architecture=Wide ResNet 16-82022.05 | 97.79 | |
| Cross-entropyOptimizer=SGD, Architecture=Wide ResNet 16-82022.05 | 97.56 | |
| EXACTOptimizer=SGD, Architecture=Wide ResNet 16-82022.05 | 97.47 | |
| Cross-entropyOptimizer=ASAM, Architecture=Wide ResNet 16-82022.05 | 97.46 | |
| HingeOptimizer=SGD, Architecture=Wide ResNet 16-82022.05 | 97.06 | |
| EXACTOptimizer=Adam, Architecture=Wide ResNet 16-82022.05 | 96.76 | |
| HingeOptimizer=ASAM, Architecture=Wide ResNet 16-82022.05 | 96.34 | |
| Cross-entropyOptimizer=Adam, Architecture=Wide ResNet 16-82022.05 | 96.14 | |
| HingeOptimizer=Adam, Architecture=Wide ResNet 16-82022.05 | 95.85 | |
| ProxyFLalpha=0.5, Labeling Ratio=20%2026.02 | 95.4 | |
| ProxyFLalpha=1, Labeling Ratio=20%2026.02 | 95.34 | |
| ProxyFLalpha=0.1, Labeling Ratio=20%2026.02 | 95.03 | |
| SAGEalpha=1, Labeling Ratio=20%2026.02 | 94.68 | |
| FedLabelalpha=1, Labeling Ratio=20%2026.02 | 94.59 | |
| SAGEalpha=0.5, Labeling Ratio=20%2026.02 | 94.56 | |
| FedDurealpha=0.5, Labeling Ratio=20%2026.02 | 94.42 | |
| FedAvg-SLalpha=0.5, Labeling Ratio=20%2026.02 | 94.41 | |
| FedAvg-SLalpha=1, Labeling Ratio=20%2026.02 | 94.4 | |
| FedLabelalpha=0.5, Labeling Ratio=20%2026.02 | 94.38 | |
| FedDurealpha=1, Labeling Ratio=20%2026.02 | 94.37 | |
| SAGEalpha=0.1, Labeling Ratio=20%2026.02 | 94.31 | |
| FedDBalpha=1, Labeling Ratio=20%2026.02 | 94.27 | |
| FixMatch-LPLalpha=1, Labeling Ratio=20%2026.02 | 94.21 | |
| FixMatch-GPLalpha=1, Labeling Ratio=20%2026.02 | 94.17 | |
| FixMatch-GPLalpha=0.5, Labeling Ratio=20%2026.02 | 94.12 | |
| FedAvg-SLalpha=0.1, Labeling Ratio=20%2026.02 | 94.11 | |
| FixMatch-LPLalpha=0.5, Labeling Ratio=20%2026.02 | 94.11 | |
| FedProx+FixMatchalpha=1, Labeling Ratio=20%2026.02 | 94.05 | |
| FedProx+FixMatchalpha=0.5, Labeling Ratio=20%2026.02 | 93.93 | |
| FixMatch-GPLalpha=0.1, Labeling Ratio=20%2026.02 | 93.89 | |
| FedDurealpha=0.1, Labeling Ratio=20%2026.02 | 93.81 | |
| FedMatchalpha=1, Labeling Ratio=20%2026.02 | 93.76 | |
| FixMatch-LPLalpha=0.1, Labeling Ratio=20%2026.02 | 93.66 | |
| FedProx+FixMatchalpha=0.1, Labeling Ratio=20%2026.02 | 93.6 | |
| FedMatchalpha=0.5, Labeling Ratio=20%2026.02 | 93.58 | |
| FedLokealpha=1, Labeling Ratio=20%2026.02 | 93.57 | |
| FedDBalpha=0.5, Labeling Ratio=20%2026.02 | 93.5 | |
| FedLokealpha=0.5, Labeling Ratio=20%2026.02 | 93.45 | |
| FedLabelalpha=0.1, Labeling Ratio=20%2026.02 | 93.44 | |
| FedLokealpha=0.1, Labeling Ratio=20%2026.02 | 93.26 | |
| FedDBalpha=0.1, Labeling Ratio=20%2026.02 | 93.22 | |
| FedMatchalpha=0.1, Labeling Ratio=20%2026.02 | 93.01 | |
| FedProxalpha=1, Labeling Ratio=20%2026.02 | 91.1 | |
| FedAvgalpha=1, Labeling Ratio=20%2026.02 | 89.97 | |
| FedAvgalpha=0.5, Labeling Ratio=20%2026.02 | 89.05 | |
| FedProxalpha=0.5, Labeling Ratio=20%2026.02 | 88.56 | |
| FedAvgalpha=0.1, Labeling Ratio=20%2026.02 | 88.37 | |
| FedProxalpha=0.1, Labeling Ratio=20%2026.02 | 87.99 | |
| FedAvg+FlexMatchalpha=1, Labeling Ratio=20%2026.02 | 62.19 | |
| FedAvg+FlexMatchalpha=0.5, Labeling Ratio=20%2026.02 | 58.58 | |
| FedAvg+FlexMatchalpha=0.1, Labeling Ratio=20%2026.02 | 56.94 |