Image Classification on DomainNet fine-grained
49.76AccuracyFedFMX
Evaluation results
| Method | Links | |
|---|---|---|
| FedFMXBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 49.76 | |
| FedFMXBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 47.63 | |
| FedCBDRBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 46.52 | |
| pFedMxFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 45.98 | |
| FedFMXBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 44.82 | |
| FedCBDRBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 44.37 | |
| pFedMxFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 43.92 | |
| FedCBDRBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 41.26 | |
| pFedMxFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 40.74 | |
| Re-FedBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 38.42 | |
| FL-CLIPBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 37.15 | |
| Re-FedBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 36.18 | |
| LANDERBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 34.94 | |
| FL-CLIPBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 34.77 | |
| pFedMoEBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 32.18 | |
| LANDERBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 30.85 | |
| pFedMoEBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 27.92 | |
| FedLwFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 27.85 | |
| Re-FedBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 26.94 | |
| FL-CLIPBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 25.83 | |
| TARGETBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 24.26 | |
| LANDERBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 24.17 | |
| FedLwFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 23.96 | |
| pFedMoEBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 21.76 | |
| TARGETBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 19.83 | |
| FedLwFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 18.42 | |
| TARGETBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 13.52 | |
| FedEWCBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 11.37 | |
| FedCrossBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 10.24 | |
| FedWMSAMBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 9.82 | |
| FedEWCBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 9.11 | |
| FedMutBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 8.93 | |
| FedLSABackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 8.21 | |
| FedCrossBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 7.93 | |
| FedWMSAMBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 7.58 | |
| FedEWCBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 6.98 | |
| FedMutBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 6.84 | |
| FedLSABackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 6.11 | |
| FedCrossBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 5.61 | |
| FedWMSAMBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 5.23 | |
| FedMutBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 4.72 | |
| FedLSABackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 4.18 |