Image Classification on CIFAR-10 Long-Tailed 1.0 (test)
6.77Top-1 ErrorClass-balanced fine-tuning
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Class-balanced fine-tuningImbalance factor=1, Backbone=ResNet-32, Source=Reported in [47]2020.03 | 6.77 | — | |
| Focal lossImbalance factor=1, Backbone=ResNet-322020.03 | 6.97 | — | |
| Class-balanced focal LossImbalance factor=1, Backbone=ResNet-322020.03 | 6.97 | — | |
| Class-balanced fine-tuningImbalance factor=1, Backbone=ResNet-322020.03 | 7.08 | — | |
| Cross-entropy trainingImbalance factor=1, Backbone=ResNet-32, Source=Reported in [47]2020.03 | 7.11 | — | |
| Class-balanced cross-entropy lossImbalance factor=1, Backbone=ResNet-32, Source=Reported in [47]2020.03 | 7.11 | — | |
| Meta-weight netImbalance factor=1, Backbone=ResNet-322020.03 | 7.19 | — | |
| Ours with focal LossImbalance factor=1, Backbone=ResNet-322020.03 | 7.19 | — | |
| Ours with cross-entropy lossImbalance factor=1, Backbone=ResNet-322020.03 | 7.21 | — | |
| Cross-entropy trainingImbalance factor=1, Backbone=ResNet-322020.03 | 7.53 | — | |
| Class-balanced cross-entropy lossImbalance factor=1, Backbone=ResNet-322020.03 | 7.53 | — | |
| Ours with LDAM lossImbalance factor=1, Backbone=ResNet-322020.03 | 10.29 | — | |
| L2RWImbalance factor=1, Backbone=ResNet-32, Source=Reported in [47]2020.03 | 10.75 | — | |
| Ours with cross-entropy lossImbalance factor=10, Backbone=ResNet-322020.03 | 11.15 | — | |
| LDAM lossImbalance factor=1, Backbone=ResNet-32, Note=results reported in paper2020.03 | 11.37 | — | |
| L2RWImbalance factor=1, Backbone=ResNet-322020.03 | 11.6 | — | |
| Ours with focal LossImbalance factor=10, Backbone=ResNet-322020.03 | 11.63 | — | |
| LDAM-DRWImbalance factor=10, Backbone=ResNet-32, Note=results reported in paper2020.03 | 11.84 | — | |
| Meta-weight netImbalance factor=10, Backbone=ResNet-322020.03 | 12.45 | — | |
| Class-balanced focal LossImbalance factor=10, Backbone=ResNet-322020.03 | 12.52 | — | |
| Ours with LDAM lossImbalance factor=10, Backbone=ResNet-322020.03 | 12.6 | — | |
| LDAM lossImbalance factor=10, Backbone=ResNet-32, Note=results reported in paper2020.03 | 13.04 | — | |
| Class-balanced cross-entropy lossImbalance factor=10, Backbone=ResNet-322020.03 | 13.23 | — | |
| Focal lossImbalance factor=10, Backbone=ResNet-322020.03 | 13.34 | — | |
| Ours with cross-entropy lossImbalance factor=20, Backbone=ResNet-322020.03 | 13.54 | — | |
| Class-balanced fine-tuningImbalance factor=10, Backbone=ResNet-32, Source=Reported in [47]2020.03 | 13.58 | — | |
| Cross-entropy trainingImbalance factor=10, Backbone=ResNet-322020.03 | 13.61 | — | |
| Class-balanced fine-tuningImbalance factor=20, Backbone=ResNet-32, Source=Reported in [47]2020.03 | 13.73 | — | |
| Ours with focal LossImbalance factor=20, Backbone=ResNet-322020.03 | 13.9 | — | |
| L2RWImbalance factor=10, Backbone=ResNet-32, Source=Reported in [47]2020.03 | 14.81 | — | |
| Meta-weight netImbalance factor=20, Backbone=ResNet-322020.03 | 15.55 | — | |
| Ours with LDAM lossImbalance factor=20, Backbone=ResNet-322020.03 | 15.63 | — | |
| Class-balanced cross-entropy lossImbalance factor=20, Backbone=ResNet-322020.03 | 15.64 | — | |
| Class-balanced focal LossImbalance factor=20, Backbone=ResNet-322020.03 | 16.22 | — | |
| Class-balanced fine-tuningImbalance factor=20, Backbone=ResNet-322020.03 | 16.78 | — | |
| Class-balanced fine-tuningImbalance factor=10, Backbone=ResNet-322020.03 | 16.83 | — | |
| L2RWImbalance factor=20, Backbone=ResNet-32, Source=Reported in [47]2020.03 | 16.9 | — | |
| Ours with focal LossImbalance factor=50, Backbone=ResNet-322020.03 | 17.12 | — | |
| Focal lossImbalance factor=20, Backbone=ResNet-322020.03 | 17.24 | — | |
| Cross-entropy trainingImbalance factor=20, Backbone=ResNet-322020.03 | 17.77 | — | |
| Ours with LDAM lossImbalance factor=50, Backbone=ResNet-322020.03 | 17.77 | — | |
| L2RWImbalance factor=10, Backbone=ResNet-322020.03 | 17.88 | — | |
| L2RWImbalance factor=20, Backbone=ResNet-322020.03 | 18.65 | — | |
| Ours with cross-entropy lossImbalance factor=50, Backbone=ResNet-322020.03 | 19.49 | — | |
| Ours with LDAM lossImbalance factor=100, Backbone=ResNet-322020.03 | 20 | — | |
| Class-balanced focal LossImbalance factor=50, Backbone=ResNet-322020.03 | 20.78 | — | |
| Meta-weight netImbalance factor=50, Backbone=ResNet-322020.03 | 20.9 | — | |
| L2RWImbalance factor=50, Backbone=ResNet-32, Source=Reported in [47]2020.03 | 21.07 | — | |
| Ours with focal LossImbalance factor=100, Backbone=ResNet-322020.03 | 21.1 | — | |
| Class-balanced cross-entropy lossImbalance factor=50, Backbone=ResNet-322020.03 | 21.95 | — | |
| Class-balanced fine-tuningImbalance factor=50, Backbone=ResNet-322020.03 | 22.56 | — | |
| Class-balanced fine-tuningImbalance factor=50, Backbone=ResNet-32, Source=Reported in [47]2020.03 | 22.58 | — | |
| Ours with LDAM lossImbalance factor=200, Backbone=ResNet-322020.03 | 22.77 | — | |
| LDAM-DRWImbalance factor=100, Backbone=ResNet-32, Note=results reported in paper2020.03 | 22.97 | — | |
| Focal lossImbalance factor=50, Backbone=ResNet-322020.03 | 23.29 | — | |
| L2RWImbalance factor=50, Backbone=ResNet-322020.03 | 23.55 | — | |
| Ours with cross-entropy lossImbalance factor=100, Backbone=ResNet-322020.03 | 23.59 | — | |
| Cross-entropy trainingImbalance factor=50, Backbone=ResNet-322020.03 | 25.19 | — | |
| Class-balanced focal LossImbalance factor=100, Backbone=ResNet-322020.03 | 25.43 | — | |
| Ours with focal LossImbalance factor=200, Backbone=ResNet-322020.03 | 25.57 | — | |
| L2RWImbalance factor=100, Backbone=ResNet-32, Source=Reported in [47]2020.03 | 25.84 | — | |
| Meta-weight netImbalance factor=100, Backbone=ResNet-322020.03 | 26.43 | — | |
| LDAM lossImbalance factor=100, Backbone=ResNet-32, Note=results reported in paper2020.03 | 26.65 | — | |
| Class-balanced cross-entropy lossImbalance factor=100, Backbone=ResNet-322020.03 | 27.63 | — | |
| L2RWImbalance factor=100, Backbone=ResNet-322020.03 | 27.77 | — | |
| Class-balanced fine-tuningImbalance factor=100, Backbone=ResNet-322020.03 | 28.66 | — | |
| Class-balanced fine-tuningImbalance factor=100, Backbone=ResNet-32, Source=Reported in [47]2020.03 | 28.67 | — | |
| Ours with cross-entropy lossImbalance factor=200, Backbone=ResNet-322020.03 | 29.34 | — | |
| Focal lossImbalance factor=100, Backbone=ResNet-322020.03 | 29.62 | — | |
| Cross-entropy trainingImbalance factor=100, Backbone=ResNet-322020.03 | 29.64 | — | |
| Class-balanced cross-entropy lossImbalance factor=200, Backbone=ResNet-322020.03 | 31.11 | — | |
| Class-balanced focal LossImbalance factor=200, Backbone=ResNet-322020.03 | 31.85 | — | |
| Meta-weight netImbalance factor=200, Backbone=ResNet-322020.03 | 32.8 | — | |
| L2RWImbalance factor=200, Backbone=ResNet-32, Source=Reported in [47]2020.03 | 33.49 | — | |
| L2RWImbalance factor=200, Backbone=ResNet-322020.03 | 33.75 | — | |
| Class-balanced fine-tuningImbalance factor=200, Backbone=ResNet-322020.03 | 33.76 | — | |
| Class-balanced fine-tuningImbalance factor=200, Backbone=ResNet-32, Source=Reported in [47]2020.03 | 33.92 | — | |
| Cross-entropy trainingImbalance factor=200, Backbone=ResNet-322020.03 | 34.32 | — | |
| Focal lossImbalance factor=200, Backbone=ResNet-322020.03 | 34.71 | — | |
| BaseModelBackbone=ResNet-32, Imbalance factor=2002019.02 | — | 65.68 | |
| BaseModelBackbone=ResNet-32, Imbalance factor=1002019.02 | — | 70.36 | |
| BaseModelBackbone=ResNet-32, Imbalance factor=502019.02 | — | 74.81 | |
| BaseModelBackbone=ResNet-32, Imbalance factor=202019.02 | — | 82.23 | |
| BaseModelBackbone=ResNet-32, Imbalance factor=102019.02 | — | 86.39 | |
| BaseModelBackbone=ResNet-32, Imbalance factor=12019.02 | — | 92.89 | |
| BiKD2026.05 | — | 93.85 | |
| BKD2026.05 | — | 92.58 | |
| CCKD2026.05 | — | 92.96 | |
| Class-BalancedBackbone=ResNet-32, Imbalance factor=2002019.02 | — | 68.89 | |
| Class-BalancedBackbone=ResNet-32, Imbalance factor=1002019.02 | — | 74.57 | |
| Class-BalancedBackbone=ResNet-32, Imbalance factor=502019.02 | — | 79.27 | |
| Class-BalancedBackbone=ResNet-32, Imbalance factor=202019.02 | — | 84.36 | |
| Class-BalancedBackbone=ResNet-32, Imbalance factor=102019.02 | — | 87.49 | |
| Class-BalancedBackbone=ResNet-32, Imbalance factor=12019.02 | — | 92.89 | |
| DiVE2026.05 | — | 91.55 | |
| Fine-tuningBackbone=ResNet-32, Imbalance factor=2002019.02 | — | 66.08 | |
| Fine-tuningBackbone=ResNet-32, Imbalance factor=1002019.02 | — | 71.33 | |
| Fine-tuningBackbone=ResNet-32, Imbalance factor=502019.02 | — | 77.42 | |
| Fine-tuningBackbone=ResNet-32, Imbalance factor=202019.02 | — | 83.37 | |
| Fine-tuningBackbone=ResNet-32, Imbalance factor=102019.02 | — | 86.42 |