Image Classification on CIFAR10 (Accuracy, Energy, Speed)
88.72AccuracyEvoCSFL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EvoCSFLData Distribution=IID, Model Architecture=ResNet182026.06 | 88.72 | 35.8 | 2.49 | |
| FedGCSData Distribution=IID, Model Architecture=ResNet182026.06 | 88.42 | — | — | |
| FedRankData Distribution=IID, Model Architecture=ResNet182026.06 | 87.69 | 44.4 | 1.67 | |
| FedAvgData Distribution=IID, Model Architecture=ResNet182026.06 | 87.3 | 100 | 1 | |
| TiFLData Distribution=IID, Model Architecture=ResNet182026.06 | 87.28 | 49.5 | 1.99 | |
| AFLData Distribution=IID, Model Architecture=ResNet182026.06 | 86.85 | 74.4 | 1.32 | |
| OortData Distribution=IID, Model Architecture=ResNet182026.06 | 86.68 | 43.3 | 2.08 | |
| EvoCSFLData Distribution=Non-IID (δ=0.1), Model Architecture=ResNet182026.06 | 63.31 | 38 | 2.37 | |
| FedGCSData Distribution=Non-IID (δ=0.1), Model Architecture=ResNet182026.06 | 61.62 | — | — | |
| OortData Distribution=Non-IID (δ=0.1), Model Architecture=ResNet182026.06 | 61.02 | 46.1 | 1.95 | |
| FedRankData Distribution=Non-IID (δ=0.1), Model Architecture=ResNet182026.06 | 59.11 | 50.8 | 1.78 | |
| TiFLData Distribution=Non-IID (δ=0.1), Model Architecture=ResNet182026.06 | 56.15 | 52.8 | 1.88 | |
| FedAvgData Distribution=Non-IID (δ=0.1), Model Architecture=ResNet182026.06 | 52.93 | 100 | 1 | |
| AFLData Distribution=Non-IID (δ=0.1), Model Architecture=ResNet182026.06 | 50.78 | 62 | 1.51 |