Image Classification on CIFAR10 Dirichlet (Performance and Resource Tracking)
66.71AccuracyFedKD-NAS
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FedKD-NASBackbone=MobileNetV22026.05 | 66.71 | 1.0714 | 35.2611 | 911.7109 | 1 | |
| FedKD-NASBackbone=ShuffleNetV22026.05 | 65.62 | 1.0426 | 34.9672 | 942.7852 | 1 | |
| FedDistillBackbone=MobileNetV22026.05 | 59.94 | 1.4335 | 47.1102 | 1,100.998 | 1 | |
| FedMDBackbone=MobileNetV22026.05 | 58.63 | 1.2504 | 47.18 | 1,192.2227 | 1 | |
| FedDistillBackbone=ShuffleNetV22026.05 | 56.28 | 1.3477 | 42.7883 | 936.8057 | 1 | |
| FedMDBackbone=ShuffleNetV22026.05 | 55.16 | 1.3485 | 42.8513 | 894.9854 | 1 | |
| FedAvgBackbone=MobileNetV22026.05 | 51.34 | 1.4549 | 47.1893 | 1,111.5518 | 71 | |
| FedAvgBackbone=ShuffleNetV22026.05 | 49.61 | 1.708 | 42.8577 | 863.2227 | 11 | |
| FedDFBackbone=MobileNetV22026.05 | 44.4 | 1.6929 | 47.0609 | 1,137.2842 | 71 | |
| FedDFBackbone=ShuffleNetV22026.05 | 38.25 | 1.9432 | 42.5055 | 866.5195 | 11 | |
| DittoBackbone=MobileNetV22026.05 | 34.97 | 1.3631 | 47.1159 | 1,232.3281 | 71 | |
| DittoBackbone=ShuffleNetV22026.05 | 33.75 | 1.5513 | 42.4086 | 897.3008 | 11 | |
| Local-KDBackbone=ShuffleNetV22026.05 | 30.09 | 2.2856 | 43.603 | 1,040.6748 | 11 | |
| Local-KDBackbone=MobileNetV22026.05 | 27.57 | 2.1734 | 47.2457 | 1,356.5654 | 71 |