Image Classification on CIFAR-10 LT (IF=200)
84.1Top-1 AccB-SCL
Evaluation results
| Method | Links | |
|---|---|---|
| B-SCLVenue=NeurIPS252026.05 | 84.1 | |
| GLMC + Loss + LRreweighting=Inverse-view, LR Schedule=MiLeLR2026.05 | 84 | |
| GLMC + Lossreweighting=Inverse-view2026.05 | 83.8 | |
| GLMCVenue=CVPR23, reproduced=true2026.05 | 83.4 | |
| RBLVenue=ICML232026.05 | 81.2 | |
| GCL + CRBackbone Net=ResNet-322023.03 | 79.9 | |
| GCLBackbone Net=ResNet-322023.03 | 79 | |
| CE* + Lossreweighting=Inverse-view2026.05 | 78.6 | |
| MISLASBackbone Net=ResNet-322023.03 | 77.3 | |
| CMO + Loss + LRreweighting=Inverse-view, LR Schedule=MiLeLR2026.05 | 77.2 | |
| LDAM-DRWBackbone Net=ResNet-322023.03 | 77 | |
| CE* + Loss + LRreweighting=Inverse-view, LR Schedule=MiLeLR2026.05 | 76.8 | |
| CMO + Lossreweighting=Inverse-view2026.05 | 76.7 | |
| INC-DRWVenue=AISTATS232026.05 | 75.8 | |
| ETF-DR + DisA2026.05 | 73.7 | |
| ETF-DR + Lossreweighting=Inverse-view2026.05 | 72.5 | |
| ETF-DR + Loss + LRreweighting=Inverse-view, LR Schedule=MiLeLR2026.05 | 72.3 | |
| ETF-DRVenue=NeurIPS222026.05 | 71.9 | |
| Focal-SAMVenue=ICML252026.05 | 71.7 | |
| CB Loss + CRBackbone Net=ResNet-322023.03 | 70.3 | |
| CMOVenue=CVPR22, reproduced=true2026.05 | 69.6 | |
| DisAVenue=ICML242026.05 | 69.2 | |
| CE*reproduced=true2026.05 | 69.1 | |
| CB LossBackbone Net=ResNet-322023.03 | 68.8 | |
| Cross Entropy + CRBackbone Net=ResNet-322023.03 | 67.9 | |
| Focal Loss + CRBackbone Net=ResNet-322023.03 | 67.3 | |
| Cross EntropyBackbone Net=ResNet-322023.03 | 65.6 | |
| Focal LossBackbone Net=ResNet-322023.03 | 65.2 |