Image Classification on CIFAR-10 long-tailed (test)
91.3Top-1 AccBALMS
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| BALMSImbalance Factor=102020.07 | 91.3 | — | — | — | — | — | — | — | — | — | |
| BALMSImbalance Factor=10, Training Strategy=Decoupled training2020.07 | 91.3 | — | — | — | — | — | — | — | — | — | |
| Hybrid-SCBackbone=ResNet-32, Imbalance ratio=102021.03 | 91.12 | — | — | — | — | — | — | — | — | — | |
| LWSImbalance Factor=10, Training Strategy=Decoupled training2020.07 | 91.1 | — | — | — | — | — | — | — | — | — | |
| cRTImbalance Factor=10, Training Strategy=Decoupled training2020.07 | 91 | — | — | — | — | — | — | — | — | — | |
| CSA + mixupImbalance Ratio=102023.10 | 90.8 | — | — | — | — | — | — | — | — | — | |
| Teacher(CE)2026.05 | 90.79 | — | — | — | — | — | — | — | — | — | |
| Focal LossImbalance Factor=10, Training Strategy=End-to-end training2020.07 | 90.3 | — | — | — | — | — | — | — | — | — | |
| LDAM LossImbalance Factor=10, Training Strategy=End-to-end training2020.07 | 90.3 | — | — | — | — | — | — | — | — | — | |
| CBSImbalance Factor=10, Training Strategy=End-to-end training2020.07 | 90.2 | — | — | — | — | — | — | — | — | — | |
| Equalization LossImbalance Factor=10, Training Strategy=End-to-end training2020.07 | 90.2 | — | — | — | — | — | — | — | — | — | |
| CBWImbalance Factor=10, Training Strategy=End-to-end training2020.07 | 90.1 | — | — | — | — | — | — | — | — | — | |
| Hybrid-PSCBackbone=ResNet-32, Imbalance ratio=102021.03 | 90.06 | — | — | — | — | — | — | — | — | — | |
| SoftmaxImbalance Factor=10, Training Strategy=End-to-end training2020.07 | 90 | — | — | — | — | — | — | — | — | — | |
| Class Balanced LossImbalance Factor=10, Training Strategy=End-to-end training2020.07 | 89.9 | — | — | — | — | — | — | — | — | — | |
| cRT+mixupImbalance Ratio=102023.10 | 89.8 | — | — | — | — | — | — | — | — | — | |
| CSAImbalance Ratio=102023.10 | 89.8 | — | — | — | — | — | — | — | — | — | |
| LWS+mixupImbalance Ratio=102023.10 | 89.6 | — | — | — | — | — | — | — | — | — | |
| BiKD2026.05 | 88.85 | — | — | — | — | — | — | — | — | — | |
| MBJImbalanced ratio (IR)=102020.08 | 88.8 | — | — | — | — | — | — | — | — | — | |
| De-confound-TDEImbalance ratio=10, Backbone=ResNet-32, Training scheduler=BBN warm-up2020.09 | 88.5 | — | — | — | — | — | — | — | — | — | |
| Casual modelBackbone=ResNet-32, Imbalance ratio=102021.03 | 88.5 | — | — | — | — | — | — | — | — | — | |
| SSPImbalanced ratio (IR)=102020.08 | 88.5 | — | — | — | — | — | — | — | — | — | |
| De-confound-TDEImbalanced ratio (IR)=102020.08 | 88.5 | — | — | — | — | — | — | — | — | — | |
| BBNBackbone=ResNet-32, Imbalance ratio=102021.03 | 88.32 | — | — | — | — | — | — | — | — | — | |
| BBNImbalance ratio=10, Backbone=ResNet-32, Training scheduler=BBN warm-up2020.09 | 88.3 | — | — | — | — | — | — | — | — | — | |
| BBNImbalanced ratio (IR)=102020.08 | 88.3 | — | — | — | — | — | — | — | — | — | |
| CRTImbalance Ratio=102023.10 | 88.3 | — | — | — | — | — | — | — | — | — | |
| BBNImbalance Ratio=102023.10 | 88.3 | — | — | — | — | — | — | — | — | — | |
| LDAMImbalance ratio=10, Backbone=ResNet-32, Training scheduler=BBN warm-up2020.09 | 88.2 | — | — | — | — | — | — | — | — | — | |
| LDAM-DRWImbalanced ratio (IR)=102020.08 | 88.2 | — | — | — | — | — | — | — | — | — | |
| LDAM-DRWImbalance Ratio=102023.10 | 88.2 | — | — | — | — | — | — | — | — | — | |
| RemixImbalance Ratio=102023.10 | 88.2 | — | — | — | — | — | — | — | — | — | |
| DiVE2026.05 | 88.2 | — | — | — | — | — | — | — | — | — | |
| LDAM-DRWImbalance Factor=102020.07 | 88.16 | — | — | — | — | — | — | — | — | — | |
| LDAM-DRWBackbone=ResNet-32, Imbalance ratio=102021.03 | 88.16 | — | — | — | — | — | — | — | — | — | |
| RWKD2026.05 | 88.08 | — | — | — | — | — | — | — | — | — | |
| LFME2026.05 | 88.07 | — | — | — | — | — | — | — | — | — | |
| Meta-Weight-NetImbalance Factor=102020.07 | 87.84 | — | — | — | — | — | — | — | — | — | |
| LWSImbalance Ratio=102023.10 | 87.7 | — | — | — | — | — | — | — | — | — | |
| CCKD2026.05 | 87.61 | — | — | — | — | — | — | — | — | — | |
| CE-DRWImbalance Ratio=102023.10 | 87.6 | — | — | — | — | — | — | — | — | — | |
| CE-DRWBackbone=ResNet-32, Imbalance ratio=102021.03 | 87.56 | — | — | — | — | — | — | — | — | — | |
| M2mBackbone=ResNet-32, Imbalance ratio=102021.03 | 87.5 | — | — | — | — | — | — | — | — | — | |
| M2mImbalance Ratio=102023.10 | 87.5 | — | — | — | — | — | — | — | — | — | |
| WSL2026.05 | 87.5 | — | — | — | — | — | — | — | — | — | |
| Class Balanced LossImbalance Factor=102020.07 | 87.49 | — | — | — | — | — | — | — | — | — | |
| KD2026.05 | 87.46 | — | — | — | — | — | — | — | — | — | |
| Student(CE)2026.05 | 87.41 | — | — | — | — | — | — | — | — | — | |
| CB-DABackbone=ResNet-32, Imbalance ratio=102021.03 | 87.4 | — | — | — | — | — | — | — | — | — | |
| CE-DRSImbalance Ratio=102023.10 | 87.4 | — | — | — | — | — | — | — | — | — | |
| CE-DRSBackbone=ResNet-32, Imbalance ratio=102021.03 | 87.38 | — | — | — | — | — | — | — | — | — | |
| MixupImbalance ratio=10, Backbone=ResNet-32, Training scheduler=BBN warm-up2020.09 | 87.1 | — | — | — | — | — | — | — | — | — | |
| Class-balanced LossImbalance ratio=10, Backbone=ResNet-32, Training scheduler=BBN warm-up2020.09 | 87.1 | — | — | — | — | — | — | — | — | — | |
| CB-FocalBackbone=ResNet-32, Imbalance ratio=102021.03 | 87.1 | — | — | — | — | — | — | — | — | — | |
| CB FocalImbalanced ratio (IR)=102020.08 | 87.1 | — | — | — | — | — | — | — | — | — | |
| CB-FocalImbalance Ratio=102023.10 | 87.1 | — | — | — | — | — | — | — | — | — | |
| mixupImbalance Ratio=102023.10 | 87.1 | — | — | — | — | — | — | — | — | — | |
| BKD2026.05 | 87.03 | — | — | — | — | — | — | — | — | — | |
| LDAMImbalance Factor=102020.07 | 86.96 | — | — | — | — | — | — | — | — | — | |
| De-confoundImbalance ratio=10, Backbone=ResNet-32, Training scheduler=BBN warm-up2020.09 | 86.8 | — | — | — | — | — | — | — | — | — | |
| Focal LossImbalance ratio=10, Backbone=ResNet-32, Training scheduler=BBN warm-up2020.09 | 86.7 | — | — | — | — | — | — | — | — | — | |
| Focal LossImbalanced ratio (IR)=102020.08 | 86.7 | — | — | — | — | — | — | — | — | — | |
| Focal LossImbalance Ratio=102023.10 | 86.7 | — | — | — | — | — | — | — | — | — | |
| Focal LossImbalance Factor=102020.07 | 86.66 | — | — | — | — | — | — | — | — | — | |
| Focal lossBackbone=ResNet-32, Imbalance ratio=102021.03 | 86.66 | — | — | — | — | — | — | — | — | — | |
| MBJImbalanced ratio (IR)=502020.08 | 86.6 | — | — | — | — | — | — | — | — | — | |
| Basel. (CE)Imbalanced ratio (IR)=102020.08 | 86.4 | — | — | — | — | — | — | — | — | — | |
| CEImbalance Ratio=102023.10 | 86.4 | — | — | — | — | — | — | — | — | — | |
| CEBackbone=ResNet-32, Imbalance ratio=102021.03 | 86.39 | — | — | — | — | — | — | — | — | — | |
| CSA + mixupImbalance Ratio=502023.10 | 86 | — | — | — | — | — | — | — | — | — | |
| Hybrid-SCBackbone=ResNet-32, Imbalance ratio=502021.03 | 85.36 | — | — | — | — | — | — | — | — | — | |
| L2RWImbalance Factor=102020.07 | 85.19 | — | — | — | — | — | — | — | — | — | |
| BALMSImbalance Factor=1002020.07 | 84.9 | — | — | — | — | — | — | — | — | — | |
| BALMSImbalance Factor=100, Training Strategy=Decoupled training2020.07 | 84.9 | — | — | — | — | — | — | — | — | — | |
| CSAImbalance Ratio=502023.10 | 84.3 | — | — | — | — | — | — | — | — | — | |
| cRT+mixupImbalance Ratio=502023.10 | 84.2 | — | — | — | — | — | — | — | — | — | |
| Hybrid-PSCBackbone=ResNet-32, Imbalance ratio=502021.03 | 83.86 | — | — | — | — | — | — | — | — | — | |
| LWSImbalance Factor=100, Training Strategy=Decoupled training2020.07 | 83.7 | — | — | — | — | — | — | — | — | — | |
| De-confound-TDEImbalance ratio=50, Backbone=ResNet-32, Training scheduler=BBN warm-up2020.09 | 83.6 | — | — | — | — | — | — | — | — | — | |
| Casual modelBackbone=ResNet-32, Imbalance ratio=502021.03 | 83.6 | — | — | — | — | — | — | — | — | — | |
| De-confound-TDEImbalanced ratio (IR)=502020.08 | 83.6 | — | — | — | — | — | — | — | — | — | |
| LCRegBackbone=ResNet-322022.06 | 83.1 | — | — | — | — | — | — | — | — | — | |
| LWS+mixupImbalance Ratio=502023.10 | 82.6 | — | — | — | — | — | — | — | — | — | |
| CSA + mixupImbalance Ratio=1002023.10 | 82.5 | — | — | — | — | — | — | — | — | — | |
| CB-DABackbone=ResNet-32, Imbalance ratio=502021.03 | 82.23 | — | — | — | — | — | — | — | — | — | |
| BBNImbalance ratio=50, Backbone=ResNet-32, Training scheduler=BBN warm-up2020.09 | 82.2 | — | — | — | — | — | — | — | — | — | |
| BBNImbalanced ratio (IR)=502020.08 | 82.2 | — | — | — | — | — | — | — | — | — | |
| BBNImbalance Ratio=502023.10 | 82.2 | — | — | — | — | — | — | — | — | — | |
| SSPImbalanced ratio (IR)=502020.08 | 82.1 | — | — | — | — | — | — | — | — | — | |
| MISLASBackbone=ResNet-322022.06 | 82.1 | — | — | — | — | — | — | — | — | — | |
| cRTImbalance Factor=100, Training Strategy=Decoupled training2020.07 | 82 | — | — | — | — | — | — | — | — | — | |
| BALMSImbalance Factor=2002020.07 | 81.5 | — | — | — | — | — | — | — | — | — | |
| BALMSImbalance Factor=200, Training Strategy=Decoupled training2020.07 | 81.5 | — | — | — | — | — | — | — | — | — | |
| Hybrid-SCBackbone=ResNet-32, Imbalance ratio=1002021.03 | 81.4 | — | — | — | — | — | — | — | — | — | |
| CAM-BSImbalance Ratio=502023.10 | 81.4 | — | — | — | — | — | — | — | — | — | |
| BBNBackbone=ResNet-32, Imbalance ratio=502021.03 | 81.18 | — | — | — | — | — | — | — | — | — | |
| LDAM-DRWBackbone=ResNet-32, Imbalance ratio=502021.03 | 81.03 | — | — | — | — | — | — | — | — | — | |
| LDAMImbalance ratio=50, Backbone=ResNet-32, Training scheduler=BBN warm-up2020.09 | 81 | — | — | — | — | — | — | — | — | — | |
| LDAM-DRWImbalanced ratio (IR)=502020.08 | 81 | — | — | — | — | — | — | — | — | — |