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ResearchFormerly WizWand

Image Classification on Tiny-ImageNet fine-grained

21.36AccuracyFedFMX
2.08887.091912.09517.0981Jun 27, 2026
Updated 4mo ago

Evaluation results

MethodLinks
FedFMXBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.0621.36
FedFMXBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.0619.47
FedFMXBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.0616.76
FedCBDRBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.0616.69
pFedMxFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.0616.58
FedCBDRBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.0615.32
pFedMxFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.0615.27
FedCBDRBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.0613.44
Re-FedBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.0613.37
FL-CLIPBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.0613.15
pFedMxFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.0613.05
pFedMoEBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.0612.18
Re-FedBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.0612.06
FL-CLIPBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.0611.85
LANDERBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.0611.23
FedLwFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.0611.22
pFedMoEBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.0611.02
Re-FedBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.069.97
LANDERBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.069.53
FL-CLIPBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.069.51
LANDERBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.069.22
pFedMoEBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.068.79
TARGETBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.068.45
FedLwFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.067.14
TARGETBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.066.48
FedEWCBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.066.18
TARGETBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.066.16
FedCrossBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.065.84
FedWMSAMBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.065.62
FedMutBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.065.21
FedEWCBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.065.07
FedLSABackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=62026.064.86
FedLwFBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.064.85
FedCrossBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.064.66
FedWMSAMBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.064.46
FedEWCBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.064.43
FedMutBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.064.1
FedLSABackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=42026.063.81
FedCrossBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.063.41
FedWMSAMBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.063.24
FedMutBackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.062.96
FedLSABackbone=ResNet-18, Task Granularity Setting=Fine-grained, Label Imbalance Setting=QLI, alpha_Q=22026.062.83