Image Classification on CIFAR10 (Dirichlet)
1RESLocal-KD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Local-KDModel=MobileNetV22026.05 | 1 | 0.1479 | 1.0057 | 0.1487 | |
| Local-KDModel=ShuffleNetV22026.05 | 1 | 0.1369 | 1.0359 | 0.1418 | |
| DittoModel=MobileNetV22026.05 | 0.9528 | 0.3682 | 1.0057 | 0.3886 | |
| FedDistillModel=ShuffleNetV22026.05 | 0.9408 | 0.7481 | 7.2129 | 5.7358 | |
| FedMDModel=MobileNetV22026.05 | 0.9387 | 0.8126 | 44.4882 | 38.5099 | |
| FedMDModel=ShuffleNetV22026.05 | 0.9214 | 0.7259 | 7.2129 | 5.6826 | |
| DittoModel=ShuffleNetV22026.05 | 0.9174 | 0.2738 | 1.0359 | 0.3091 | |
| FedDFModel=MobileNetV22026.05 | 0.9172 | 0.4909 | 1 | 0.5352 | |
| FedAvgModel=MobileNetV22026.05 | 0.9091 | 0.6461 | 1.0057 | 0.7147 | |
| FedAvgModel=ShuffleNetV22026.05 | 0.9062 | 0.5677 | 1.0359 | 0.6489 | |
| FedDistillModel=MobileNetV22026.05 | 0.9044 | 0.8032 | 44.4882 | 39.5127 | |
| FedDFModel=ShuffleNetV22026.05 | 0.9037 | 0.3217 | 1 | 0.356 | |
| FedKD-NASModel=ShuffleNetV22026.05 | 0.8539 | 1 | 7.2129 | 8.4466 | |
| FedKD-NASModel=MobileNetV22026.05 | 0.7092 | 1 | 44.4882 | 62.7298 |