Model Training on CIFAR-10 (IID)
2,164.36Training Delay (minutes)Proposed
Evaluation Results
| Method | Links | |
|---|---|---|
| ProposedModel=GoogLeNet2025.06 | 2,164.36 | |
| ProposedModel=ResNet182025.06 | 2,265.09 | |
| ProposedModel=ResNet502025.06 | 2,445.16 | |
| OSSModel=GoogLeNet2025.06 | 2,872.04 | |
| OSSModel=ResNet182025.06 | 2,905.48 | |
| ProposedModel=DenseNet1212025.06 | 3,196.94 | |
| RegressionModel=ResNet182025.06 | 3,201.3 | |
| OSSModel=ResNet502025.06 | 3,242.2 | |
| Device-onlyModel=GoogLeNet2025.06 | 3,265.28 | |
| Device-onlyModel=ResNet182025.06 | 3,331.11 | |
| RegressionModel=GoogLeNet2025.06 | 3,489.76 | |
| RegressionModel=ResNet502025.06 | 3,639.25 | |
| Device-onlyModel=ResNet502025.06 | 3,685.03 | |
| OSSModel=DenseNet1212025.06 | 3,717.68 | |
| RegressionModel=DenseNet1212025.06 | 4,921.35 | |
| Device-onlyModel=DenseNet1212025.06 | 4,940.63 |