Image Classification on CIFAR10 Shards (Accuracy and System Metrics)
68.01AccuracyFedKD-NAS
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FedKD-NASBackbone=ShuffleNetV22026.05 | 68.01 | 0.9888 | 35.0826 | 967.5703 | 1 | |
| FedKD-NASBackbone=MobileNetV22026.05 | 65.42 | 1.0793 | 34.3094 | 947.5234 | 1 | |
| FedMDBackbone=MobileNetV22026.05 | 62.18 | 1.186 | 46.9156 | 1,062.3096 | 1 | |
| FedDistillBackbone=MobileNetV22026.05 | 61.5 | 1.3891 | 47.1072 | 1,072.4082 | 1 | |
| FedDistillBackbone=ShuffleNetV22026.05 | 56.62 | 1.3501 | 42.7873 | 893.8965 | 1 | |
| FedMDBackbone=ShuffleNetV22026.05 | 53.35 | 1.3703 | 42.7477 | 892.2266 | 1 | |
| FedAvgBackbone=MobileNetV22026.05 | 51.29 | 1.4409 | 47.1081 | 1,080.5068 | 71 | |
| FedDFBackbone=ShuffleNetV22026.05 | 45.14 | 1.7162 | 42.6431 | 864.9658 | 11 | |
| FedAvgBackbone=ShuffleNetV22026.05 | 44.6 | 1.6002 | 42.6718 | 862.4404 | 11 | |
| FedDFBackbone=MobileNetV22026.05 | 44.18 | 1.7477 | 47.0881 | 1,113.6807 | 71 | |
| Local-KDBackbone=ShuffleNetV22026.05 | 34.18 | 2.0688 | 43.7823 | 1,021.2637 | 11 | |
| Local-KDBackbone=MobileNetV22026.05 | 33.09 | 1.9622 | 47.2867 | 1,208.3408 | 71 | |
| DittoBackbone=MobileNetV22026.05 | 32.14 | 1.4372 | 47.0089 | 1,151.0547 | 71 | |
| DittoBackbone=ShuffleNetV22026.05 | 30.34 | 1.7208 | 42.4416 | 895.4395 | 11 |