Image Classification on CIFAR100 IID
100RESLocal-KD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Local-KDModel=ShuffleNetV22026.05 | 100 | 81.8 | 1.2845 | 1.0508 | |
| Local-KDModel=MobileNetV22026.05 | 99.92 | 79.95 | 1.0537 | 0.8431 | |
| DittoModel=MobileNetV22026.05 | 98.02 | 89.64 | 1.0537 | 0.9636 | |
| FedMDModel=ShuffleNetV22026.05 | 96.61 | 60.09 | 1.1287 | 0.7021 | |
| FedDFModel=MobileNetV22026.05 | 96.51 | 18.16 | 1 | 0.1882 | |
| FedAvgModel=MobileNetV22026.05 | 95.03 | 100 | 1.0537 | 1.1088 | |
| FedMDModel=MobileNetV22026.05 | 94.06 | 56.76 | 4.9018 | 2.9579 | |
| DittoModel=ShuffleNetV22026.05 | 92.02 | 84.9 | 1.2845 | 1.1851 | |
| FedDistillModel=MobileNetV22026.05 | 91.85 | 42.04 | 4.9018 | 2.2434 | |
| FedDistillModel=ShuffleNetV22026.05 | 91.06 | 41.56 | 1.1287 | 0.5152 | |
| FedDFModel=ShuffleNetV22026.05 | 90.54 | 19.21 | 1 | 0.2122 | |
| FedAvgModel=ShuffleNetV22026.05 | 89.49 | 99.13 | 1.2845 | 1.4228 | |
| FedKD-NASModel=ShuffleNetV22026.05 | 84.52 | 78.11 | 1.1287 | 1.0432 | |
| FedKD-NASModel=MobileNetV22026.05 | 75.68 | 74.12 | 4.9018 | 4.8006 |