Image Classification on CIFAR-100 LT (IF=100)
58.6Top-1 AccGLMC + Loss + LR
Evaluation Results
| Method | Links | |
|---|---|---|
| GLMC + Loss + LRreweighting=Inverse-view, LR Schedule=MiLeLR2026.05 | 58.6 | |
| GLMC + Lossreweighting=Inverse-view2026.05 | 58.3 | |
| GLMC + SEL2026.05 | 56.5 | |
| B-SCLVenue=NeurIPS252026.05 | 56.4 | |
| GLMCVenue=CVPR232026.05 | 55.9 | |
| RBLVenue=ICML232026.05 | 53.1 | |
| FeatReconVenue=ICLR252026.05 | 52.5 | |
| IP-DPPVenue=NeurIPS252026.05 | 52.4 | |
| PaCoStrategy=Decoupled / Two-stage2026.01 | 52 | |
| CCAR + BSStrategy=Logit-Adjustment, Adjustment=Balanced Softmax2026.01 | 48.91 | |
| CE* + Loss + LRreweighting=Inverse-view, LR Schedule=MiLeLR2026.05 | 48.9 | |
| CMO + Loss + LRreweighting=Inverse-view, LR Schedule=MiLeLR2026.05 | 48.8 | |
| RIDE-3 expertsVenue=ICLR212026.05 | 48.6 | |
| INC-DRWVenue=AISTATS232026.05 | 48.6 | |
| ETF-DR + Loss + LRreweighting=Inverse-view, LR Schedule=MiLeLR2026.05 | 48 | |
| CE* + Lossreweighting=Inverse-view2026.05 | 47.9 | |
| MiSLASVenue=CVPR212026.05 | 47 | |
| ETF-DR + Lossreweighting=Inverse-view2026.05 | 47 | |
| CMO + Lossreweighting=Inverse-view2026.05 | 46.8 | |
| HCLVenue=CVPR212026.05 | 46.7 | |
| FedYoYoVenue=ICCV252026.05 | 46.1 | |
| ETF-DR + DisA2026.05 | 45.9 | |
| ETF-DRVenue=NeurIPS222026.05 | 45.3 | |
| cRT + mixupStrategy=Decoupled / Two-stage2026.01 | 45.12 | |
| Focal + BSStrategy=Logit-Adjustment, Base Loss=Focal Loss, Adjustment=Balanced Softmax2026.01 | 45.11 | |
| Balanced SoftmaxStrategy=Logit-Adjustment2026.01 | 45 | |
| CCAR + LAStrategy=Logit-Adjustment, Adjustment=Logit Adjustment2026.01 | 44.65 | |
| DisAVenue=ICML242026.05 | 44.5 | |
| SELVenue=ICCV252026.05 | 44.5 | |
| Focal-SAMVenue=ICML252026.05 | 44 | |
| Focal + LAStrategy=Logit-Adjustment, Base Loss=Focal Loss, Adjustment=Logit Adjustment2026.01 | 43.94 | |
| Logit AdjustStrategy=Logit-Adjustment2026.01 | 43.9 | |
| CMOVenue=CVPR222026.05 | 43.9 | |
| TSCVenue=CVPR222026.05 | 43.8 | |
| KCLVenue=ICLR212026.05 | 42.8 | |
| BBNVenue=CVPR202026.05 | 42.6 | |
| LDAM-DRWStrategy=Margin-based2026.01 | 42.04 | |
| CE*reproduced=true2026.05 | 41.6 | |
| CCAR + CEStrategy=Standard / Re-weighting, Base Loss=Cross-Entropy2026.01 | 39.86 | |
| Class-BalancedStrategy=Standard / Re-weighting2026.01 | 39.6 | |
| MLLM-LLaVA-FLType=Our framework2024.09 | 39.5 | |
| Cross-EntropyStrategy=Standard / Re-weighting2026.01 | 38.43 | |
| Focal LossStrategy=Standard / Re-weighting2026.01 | 38.4 | |
| CLIP2FLType=SOTA2024.09 | 37.56 | |
| CReFFType=Classifier-retraining2024.09 | 34.67 | |
| CCVRType=Heterogeneity-oriented FL methods2024.09 | 33.43 | |
| Ratio LossType=Imbalance-oriented FL methods2024.09 | 32.95 | |
| FedNovaType=Heterogeneity-oriented FL methods2024.09 | 32.64 | |
| FedBEType=Heterogeneity-oriented FL methods2024.09 | 31.97 | |
| FedProxType=Heterogeneity-oriented FL methods2024.09 | 31.67 | |
| FedDFType=Heterogeneity-oriented FL methods2024.09 | 31.43 | |
| FedAvgMType=Heterogeneity-oriented FL methods2024.09 | 30.8 | |
| Fed-Focal LossType=Imbalance-oriented FL methods2024.09 | 30.67 | |
| FedAvgType=Heterogeneity-oriented FL methods2024.09 | 30.34 | |
| FedAvg+ τ-normType=Imbalance-oriented FL methods2024.09 | 26.22 |