Model Training on CIFAR-10 (non-IID)
2,540.26Training Delay (minutes)Proposed
Evaluation Results
| Method | Links | |
|---|---|---|
| ProposedModel=ResNet182025.06 | 2,540.26 | |
| ProposedModel=GoogLeNet2025.06 | 2,891.81 | |
| OSSModel=ResNet182025.06 | 3,272.18 | |
| RegressionModel=ResNet182025.06 | 3,502.76 | |
| ProposedModel=ResNet502025.06 | 3,611.98 | |
| Device-onlyModel=ResNet182025.06 | 3,640.04 | |
| ProposedModel=DenseNet1212025.06 | 3,652.77 | |
| OSSModel=GoogLeNet2025.06 | 3,839.34 | |
| OSSModel=ResNet502025.06 | 4,208.29 | |
| OSSModel=DenseNet1212025.06 | 4,215.98 | |
| Device-onlyModel=GoogLeNet2025.06 | 4,367.28 | |
| RegressionModel=GoogLeNet2025.06 | 4,737.32 | |
| RegressionModel=ResNet502025.06 | 5,490.38 | |
| Device-onlyModel=ResNet502025.06 | 5,586.54 | |
| RegressionModel=DenseNet1212025.06 | 5,702.53 | |
| Device-onlyModel=DenseNet1212025.06 | 5,744.91 |