Image Classification on CIFAR100 (Shards)
1RESLocal-KD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Local-KDModel=MobileNetV22026.05 | 1 | 0.7064 | 1.0537 | 0.7444 | |
| Local-KDModel=ShuffleNetV22026.05 | 1 | 0.7756 | 1.2845 | 0.9962 | |
| DittoModel=MobileNetV22026.05 | 0.9896 | 0.4223 | 1.0537 | 0.4497 | |
| FedDistillModel=MobileNetV22026.05 | 0.9413 | 0.531 | 4.9018 | 2.7651 | |
| FedDFModel=MobileNetV22026.05 | 0.9411 | 0.1824 | 1 | 0.1938 | |
| FedMDModel=MobileNetV22026.05 | 0.9382 | 0.7534 | 4.9018 | 3.9363 | |
| FedAvgModel=MobileNetV22026.05 | 0.9376 | 0.9975 | 1.0537 | 1.1211 | |
| FedMDModel=ShuffleNetV22026.05 | 0.9309 | 0.6932 | 1.1287 | 0.8405 | |
| FedDistillModel=ShuffleNetV22026.05 | 0.9278 | 0.5088 | 1.1287 | 0.6191 | |
| DittoModel=ShuffleNetV22026.05 | 0.9223 | 0.3293 | 1.2845 | 0.4586 | |
| FedDFModel=ShuffleNetV22026.05 | 0.9044 | 0.205 | 1 | 0.2267 | |
| FedAvgModel=ShuffleNetV22026.05 | 0.8997 | 1 | 1.2845 | 1.4276 | |
| FedKD-NASModel=ShuffleNetV22026.05 | 0.8582 | 0.9101 | 1.1287 | 1.1971 | |
| FedKD-NASModel=MobileNetV22026.05 | 0.7527 | 0.7263 | 4.9018 | 4.7298 |