Image Classification on Tiny-ImageNet fine-grained
21.36AccuracyFedFMX
Evaluation Results
| Method | Links | |
|---|---|---|
| FedFMXBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 21.36 | |
| FedFMXBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 19.47 | |
| FedFMXBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 16.76 | |
| FedCBDRBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 16.69 | |
| pFedMxFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 16.58 | |
| FedCBDRBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 15.32 | |
| pFedMxFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 15.27 | |
| FedCBDRBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 13.44 | |
| Re-FedBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 13.37 | |
| FL-CLIPBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 13.15 | |
| pFedMxFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 13.05 | |
| pFedMoEBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 12.18 | |
| Re-FedBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 12.06 | |
| FL-CLIPBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 11.85 | |
| LANDERBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 11.23 | |
| FedLwFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 11.22 | |
| pFedMoEBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 11.02 | |
| Re-FedBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 9.97 | |
| LANDERBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 9.53 | |
| FL-CLIPBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 9.51 | |
| LANDERBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 9.22 | |
| pFedMoEBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 8.79 | |
| TARGETBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 8.45 | |
| FedLwFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 7.14 | |
| TARGETBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 6.48 | |
| FedEWCBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 6.18 | |
| TARGETBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 6.16 | |
| FedCrossBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 5.84 | |
| FedWMSAMBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 5.62 | |
| FedMutBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 5.21 | |
| FedEWCBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 5.07 | |
| FedLSABackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 4.86 | |
| FedLwFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 4.85 | |
| FedCrossBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 4.66 | |
| FedWMSAMBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 4.46 | |
| FedEWCBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 4.43 | |
| FedMutBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 4.1 | |
| FedLSABackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 3.81 | |
| FedCrossBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 3.41 | |
| FedWMSAMBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 3.24 | |
| FedMutBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 2.96 | |
| FedLSABackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 2.83 |