Image Classification on CIFAR-100-LT (IF=200)
52.4Top-1 AccGLMC + Loss + LR
Evaluation results
| Method | Links | |
|---|---|---|
| GLMC + Loss + LRreweighting=Inverse-view, LR Schedule=MiLeLR2026.05 | 52.4 | |
| GLMC + Lossreweighting=Inverse-view2026.05 | 52 | |
| B-SCLVenue=NeurIPS252026.05 | 51 | |
| GLMCVenue=CVPR23, reproduced=true2026.05 | 50.8 | |
| RBLVenue=ICML232026.05 | 48.9 | |
| CCAR + BSStrategy=Logit-Adjustment, Adjustment=Balanced Softmax2026.01 | 46.2 | |
| CCAR + LAStrategy=Logit-Adjustment, Adjustment=Logit Adjustment2026.01 | 45.93 | |
| CE* + Loss + LRreweighting=Inverse-view, LR Schedule=MiLeLR2026.05 | 43.9 | |
| CMO + Loss + LRreweighting=Inverse-view, LR Schedule=MiLeLR2026.05 | 43.8 | |
| ETF-DR + Loss + LRreweighting=Inverse-view, LR Schedule=MiLeLR2026.05 | 43.4 | |
| Focal + BSStrategy=Logit-Adjustment, Base Loss=Focal Loss, Adjustment=Balanced Softmax2026.01 | 43.36 | |
| Balanced SoftmaxStrategy=Logit-Adjustment2026.01 | 43.3 | |
| CMO + Lossreweighting=Inverse-view2026.05 | 43.2 | |
| CE* + Lossreweighting=Inverse-view2026.05 | 43.1 | |
| INC-DRWVenue=AISTATS232026.05 | 42.5 | |
| ETF-DR + Lossreweighting=Inverse-view2026.05 | 42.2 | |
| cRT + mixupStrategy=Decoupled / Two-stage2026.01 | 41.73 | |
| ETF-DR + DisA2026.05 | 41.5 | |
| ETF-DRVenue=NeurIPS222026.05 | 40.9 | |
| DisAVenue=ICML242026.05 | 39.8 | |
| Focal-SAMVenue=ICML252026.05 | 39.6 | |
| CMOVenue=CVPR222026.05 | 39 | |
| LDAM-DRWStrategy=Margin-based2026.01 | 38.91 | |
| CE*reproduced=true2026.05 | 36.8 | |
| CCAR + CEStrategy=Standard / Re-weighting, Base Loss=Cross-Entropy2026.01 | 36.12 | |
| Focal LossStrategy=Standard / Re-weighting2026.01 | 35.6 | |
| Cross-EntropyStrategy=Standard / Re-weighting2026.01 | 34.84 |