Image Classification on CIFAR-10 fine-grained
68.94AccuracyFedFMX
Evaluation results
| Method | Links | |
|---|---|---|
| FedFMXBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 68.94 | |
| FedCBDRBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 65.79 | |
| pFedMxFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 65.56 | |
| FedFMXBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 65.28 | |
| FedCBDRBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 61.45 | |
| pFedMxFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 61.38 | |
| FedFMXBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 60.35 | |
| Re-FedBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 59.58 | |
| FL-CLIPBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 59.47 | |
| LANDERBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 59.33 | |
| FedCBDRBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 57.62 | |
| pFedMxFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 56.99 | |
| Re-FedBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 55.13 | |
| pFedMoEBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 53.56 | |
| FL-CLIPBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 53.26 | |
| FedLwFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 52.47 | |
| Re-FedBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 51.96 | |
| FL-CLIPBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 50.25 | |
| TARGETBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 49.75 | |
| pFedMoEBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 47.96 | |
| pFedMoEBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 41.47 | |
| LANDERBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 40.49 | |
| FedLwFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 39.25 | |
| LANDERBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 36.68 | |
| TARGETBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 36.67 | |
| FedLwFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 35.93 | |
| TARGETBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 33.29 | |
| FedCrossBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 31.03 | |
| FedEWCBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 30.52 | |
| FedWMSAMBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 29.57 | |
| FedMutBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 28.96 | |
| FedLSABackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 26.62 | |
| FedCrossBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 25.48 | |
| FedWMSAMBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 24.62 | |
| FedMutBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 23.41 | |
| FedLSABackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 21.36 | |
| FedEWCBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 21.14 | |
| FedCrossBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 20.07 | |
| FedWMSAMBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 19.61 | |
| FedMutBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 18.52 | |
| FedEWCBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 17.11 | |
| FedLSABackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 16.44 |