Image Classification on CIFAR100 (Dirichlet) using Robustness Metrics
1Robustness Score (RES)Local-KD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Local-KDModel=MobileNetV22026.05 | 1 | 0.6019 | 1.0537 | 0.6343 | |
| Local-KDModel=ShuffleNetV22026.05 | 1 | 0.6194 | 1.2845 | 0.7956 | |
| DittoModel=MobileNetV22026.05 | 0.9418 | 0.5688 | 1.0537 | 0.6365 | |
| FedMDModel=ShuffleNetV22026.05 | 0.9227 | 0.7181 | 1.1287 | 0.8784 | |
| FedDistillModel=ShuffleNetV22026.05 | 0.9224 | 0.418 | 1.1287 | 0.5115 | |
| DittoModel=ShuffleNetV22026.05 | 0.9097 | 0.4913 | 1.2845 | 0.6937 | |
| FedDFModel=MobileNetV22026.05 | 0.9031 | 0.1826 | 1 | 0.2022 | |
| FedMDModel=MobileNetV22026.05 | 0.8981 | 0.7018 | 4.9018 | 3.8307 | |
| FedDistillModel=MobileNetV22026.05 | 0.8946 | 0.5019 | 4.9018 | 2.7502 | |
| FedDFModel=ShuffleNetV22026.05 | 0.8939 | 0.2017 | 1 | 0.2256 | |
| FedAvgModel=MobileNetV22026.05 | 0.8919 | 1 | 1.0537 | 1.1814 | |
| FedAvgModel=ShuffleNetV22026.05 | 0.8867 | 0.9659 | 1.2845 | 1.3991 | |
| FedKD-NASModel=ShuffleNetV22026.05 | 0.8468 | 0.941 | 1.1287 | 1.2543 | |
| FedKD-NASModel=MobileNetV22026.05 | 0.7023 | 0.7119 | 4.9018 | 4.9691 |