Image Classification on CIFAR10 IID (Accuracy, Loss, and Resource Utilization)
76.97AccuracyFedAvg
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FedAvgBackbone=MobileNetV22026.05 | 76.97 | 0.6566 | 47.0968 | 1,077.1211 | 71 | |
| DittoBackbone=MobileNetV22026.05 | 75.68 | 0.634 | 47.1282 | 1,205.4883 | 71 | |
| FedKD-NASBackbone=ShuffleNetV22026.05 | 73.6 | 0.8536 | 33.6243 | 944.582 | 1 | |
| FedMDBackbone=MobileNetV22026.05 | 71.87 | 0.8472 | 46.8021 | 1,064.3936 | 1 | |
| Local-KDBackbone=MobileNetV22026.05 | 70.26 | 0.9747 | 47.1696 | 1,188.6553 | 71 | |
| FedDistillBackbone=MobileNetV22026.05 | 69.95 | 1.089 | 46.9686 | 1,054.0361 | 1 | |
| FedKD-NASBackbone=MobileNetV22026.05 | 69.2 | 0.9774 | 33.9926 | 971.918 | 1 | |
| FedAvgBackbone=ShuffleNetV22026.05 | 67.88 | 0.9131 | 42.5618 | 860.3389 | 11 | |
| DittoBackbone=ShuffleNetV22026.05 | 65.27 | 0.8855 | 42.5863 | 895.168 | 11 | |
| FedMDBackbone=ShuffleNetV22026.05 | 65.12 | 0.9985 | 42.5022 | 890.6963 | 1 | |
| Local-KDBackbone=ShuffleNetV22026.05 | 63.59 | 1.1046 | 43.6111 | 1,008.1592 | 11 | |
| FedDistillBackbone=ShuffleNetV22026.05 | 62 | 1.1413 | 42.9043 | 892.627 | 1 | |
| FedDFBackbone=ShuffleNetV22026.05 | 50.96 | 1.364 | 42.8215 | 865.1416 | 11 | |
| FedDFBackbone=MobileNetV22026.05 | 49.85 | 1.3816 | 47.2916 | 1,110.8105 | 71 |