Image Classification on CIFAR100-F fine-grained
76Accuracyno-stitch
Evaluation results
| Method | Links | |
|---|---|---|
| no-stitchstitching_type=none, decoder=SVM (linear kernel)2023.11 | 76 | |
| orthostitching_type=latent translation (ortho), zero_shot=true, decoder=SVM (linear kernel)2023.11 | 71 | |
| affinestitching_type=latent translation (affine), zero_shot=true, decoder=SVM (linear kernel)2023.11 | 68 | |
| 1-orthostitching_type=latent translation (1-ortho), zero_shot=true, decoder=SVM (linear kernel)2023.11 | 64 | |
| linearstitching_type=latent translation (linear), zero_shot=true, decoder=SVM (linear kernel)2023.11 | 62 | |
| FedFMXBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 53.24 | |
| FedFMXBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 51.18 | |
| FedFMXBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 49.87 | |
| FedCBDRBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 48.15 | |
| pFedMxFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 47.78 | |
| FedCBDRBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 46.97 | |
| pFedMxFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 46.88 | |
| FedCBDRBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 45.54 | |
| pFedMxFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 45.07 | |
| Re-FedBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 41.52 | |
| FL-CLIPBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 40.87 | |
| Re-FedBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 40.28 | |
| FL-CLIPBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 39.15 | |
| LANDERBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 38.45 | |
| LANDERBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 35.11 | |
| pFedMoEBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 34.82 | |
| pFedMoEBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 30.76 | |
| Re-FedBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 30.55 | |
| relativestitching_type=relative, decoder=SVM (linear kernel)2023.11 | 30 | |
| FL-CLIPBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 29.76 | |
| FedLwFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 29.34 | |
| LANDERBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 28.28 | |
| TARGETBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 26.28 | |
| FedLwFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 26.09 | |
| pFedMoEBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 24.83 | |
| TARGETBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 22.27 | |
| FedLwFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 20.12 | |
| TARGETBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 15.29 | |
| FedEWCBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 13.46 | |
| FedEWCBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 12.32 | |
| FedCrossBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 11.24 | |
| FedWMSAMBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 10.83 | |
| FedMutBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 9.85 | |
| FedCrossBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 9.18 | |
| FedEWCBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 9.14 | |
| FedLSABackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.06 | 8.91 | |
| FedWMSAMBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 8.85 | |
| FedMutBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 7.76 | |
| absolutestitching_type=absolute (probe), decoder=SVM (linear kernel)2023.11 | 7 | |
| FedLSABackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.06 | 6.86 | |
| FedCrossBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 6.79 | |
| FedWMSAMBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 6.52 | |
| FedMutBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 5.43 | |
| FedLSABackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.06 | 4.84 |