Long-tailed Classification on CIFAR-10 long-tail (test)
87.3Accuracy (All)NS-LF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NS-LFImbalance Factor=10, Backbone=ResNet-322026.04 | 87.3 | — | — | — | |
| LOWImbalance Factor=10, Backbone=ResNet-322026.04 | 87 | — | — | — | |
| Focal LossImbalance Factor=10, Backbone=ResNet-322026.04 | 86.9 | — | — | — | |
| LSImbalance Factor=10, Backbone=ResNet-322026.04 | 86.8 | — | — | — | |
| PBSImbalance Factor=10, Backbone=ResNet-322026.04 | 86.8 | — | — | — | |
| BaselineImbalance Factor=10, Backbone=ResNet-322026.04 | 86.7 | — | — | — | |
| PolyLossImbalance Factor=10, Backbone=ResNet-322026.04 | 86.6 | — | — | — | |
| CBSImbalance Factor=10, Backbone=ResNet-322026.04 | 86.6 | — | — | — | |
| SRSImbalance Factor=10, Backbone=ResNet-322026.04 | 86.5 | — | — | — | |
| GCEImbalance Factor=10, Backbone=ResNet-322026.04 | 86.2 | — | — | — | |
| CEϵ+MAEImbalance Factor=10, Backbone=ResNet-322026.04 | 86.1 | — | — | — | |
| ANLImbalance Factor=10, Backbone=ResNet-322026.04 | 85.3 | — | — | — | |
| CE+OGCImbalance Factor=10, Backbone=ResNet-322026.04 | 77.1 | — | — | — | |
| NS-LFImbalance Factor=50, Backbone=ResNet-322026.04 | 75.3 | — | — | — | |
| SRSImbalance Factor=50, Backbone=ResNet-322026.04 | 75.2 | — | — | — | |
| PBSImbalance Factor=50, Backbone=ResNet-322026.04 | 75.2 | — | — | — | |
| CBSImbalance Factor=50, Backbone=ResNet-322026.04 | 75.1 | — | — | — | |
| LSImbalance Factor=50, Backbone=ResNet-322026.04 | 74.8 | — | — | — | |
| ANLImbalance Factor=50, Backbone=ResNet-322026.04 | 74.8 | — | — | — | |
| PolyLossImbalance Factor=50, Backbone=ResNet-322026.04 | 74.5 | — | — | — | |
| SCEImbalance Factor=50, Backbone=ResNet-322026.04 | 74.4 | — | — | — | |
| LOWImbalance Factor=50, Backbone=ResNet-322026.04 | 74.4 | — | — | — | |
| Focal LossImbalance Factor=50, Backbone=ResNet-322026.04 | 73.4 | — | — | — | |
| BaselineImbalance Factor=50, Backbone=ResNet-322026.04 | 72.7 | — | — | — | |
| NS-LFImbalance Factor=100, Backbone=ResNet-322026.04 | 71.2 | — | — | — | |
| LSImbalance Factor=100, Backbone=ResNet-322026.04 | 70.3 | — | — | — | |
| LOWImbalance Factor=100, Backbone=ResNet-322026.04 | 70.3 | — | — | — | |
| SRSImbalance Factor=100, Backbone=ResNet-322026.04 | 69.9 | — | — | — | |
| PolyLossImbalance Factor=100, Backbone=ResNet-322026.04 | 69.7 | — | — | — | |
| BaselineImbalance Factor=100, Backbone=ResNet-322026.04 | 69.5 | — | — | — | |
| Focal LossImbalance Factor=100, Backbone=ResNet-322026.04 | 69.5 | — | — | — | |
| PBSImbalance Factor=100, Backbone=ResNet-322026.04 | 68.7 | — | — | — | |
| CBSImbalance Factor=100, Backbone=ResNet-322026.04 | 68.5 | — | — | — | |
| ANLImbalance Factor=100, Backbone=ResNet-322026.04 | 67.5 | — | — | — | |
| SCEImbalance Factor=100, Backbone=ResNet-322026.04 | 66.2 | — | — | — | |
| NS-LFImbalance Factor=200, Backbone=ResNet-322026.04 | 65.9 | — | — | — | |
| CEϵ+MAEImbalance Factor=50, Backbone=ResNet-322026.04 | 65.2 | — | — | — | |
| BaselineImbalance Factor=200, Backbone=ResNet-322026.04 | 64 | — | — | — | |
| GCEImbalance Factor=50, Backbone=ResNet-322026.04 | 63.8 | — | — | — | |
| PBSImbalance Factor=200, Backbone=ResNet-322026.04 | 63.6 | — | — | — | |
| LOWImbalance Factor=200, Backbone=ResNet-322026.04 | 63 | — | — | — | |
| LSImbalance Factor=200, Backbone=ResNet-322026.04 | 62.5 | — | — | — | |
| SRSImbalance Factor=200, Backbone=ResNet-322026.04 | 61.6 | — | — | — | |
| CEϵ+MAEImbalance Factor=100, Backbone=ResNet-322026.04 | 61.4 | — | — | — | |
| CBSImbalance Factor=200, Backbone=ResNet-322026.04 | 61 | — | — | — | |
| GCEImbalance Factor=100, Backbone=ResNet-322026.04 | 60.3 | — | — | — | |
| Focal LossImbalance Factor=200, Backbone=ResNet-322026.04 | 60.2 | — | — | — | |
| PolyLossImbalance Factor=200, Backbone=ResNet-322026.04 | 59.4 | — | — | — | |
| SCEImbalance Factor=200, Backbone=ResNet-322026.04 | 59.3 | — | — | — | |
| CEϵ+MAEImbalance Factor=200, Backbone=ResNet-322026.04 | 53.4 | — | — | — | |
| ANLImbalance Factor=200, Backbone=ResNet-322026.04 | 53.1 | — | — | — | |
| NLNLImbalance Factor=10, Backbone=ResNet-322026.04 | 52.6 | — | — | — | |
| APLImbalance Factor=10, Backbone=ResNet-322026.04 | 52.6 | — | — | — | |
| GCEImbalance Factor=200, Backbone=ResNet-322026.04 | 46.3 | — | — | — | |
| AULImbalance Factor=10, Backbone=ResNet-322026.04 | 45.4 | — | — | — | |
| CE+OGCImbalance Factor=50, Backbone=ResNet-322026.04 | 44.2 | — | — | — | |
| CE+OGCImbalance Factor=100, Backbone=ResNet-322026.04 | 43.9 | — | — | — | |
| CE+OGCImbalance Factor=200, Backbone=ResNet-322026.04 | 42 | — | — | — | |
| NLNLImbalance Factor=50, Backbone=ResNet-322026.04 | 39 | — | — | — | |
| AULImbalance Factor=50, Backbone=ResNet-322026.04 | 35.4 | — | — | — | |
| NLNLImbalance Factor=100, Backbone=ResNet-322026.04 | 35.1 | — | — | — | |
| NLNLImbalance Factor=200, Backbone=ResNet-322026.04 | 33 | — | — | — | |
| APLImbalance Factor=50, Backbone=ResNet-322026.04 | 31.3 | — | — | — | |
| APLImbalance Factor=100, Backbone=ResNet-322026.04 | 30.8 | — | — | — | |
| APLImbalance Factor=200, Backbone=ResNet-322026.04 | 29.9 | — | — | — | |
| AULImbalance Factor=200, Backbone=ResNet-322026.04 | 28.4 | — | — | — | |
| AULImbalance Factor=100, Backbone=ResNet-322026.04 | 28.4 | — | — | — | |
| SCEImbalance Factor=10, Backbone=ResNet-322026.04 | 10 | — | — | — | |
| TLCexperts=42021.11 | 0.804 | 0.857 | 0.781 | 0.756 | |
| TLCexperts=22021.11 | 0.803 | 0.86 | 0.778 | 0.754 | |
| TLCexperts=32021.11 | 0.803 | 0.859 | 0.772 | 0.759 | |
| RIDE2021.11 | 0.802 | 0.874 | 0.772 | 0.75 | |
| τ-norm2021.11 | 0.796 | 0.877 | 0.762 | 0.736 | |
| cRT2021.11 | 0.792 | 0.871 | 0.773 | 0.715 | |
| OLTR2021.11 | 0.787 | 0.861 | 0.775 | 0.698 | |
| LDAM-DRW2021.11 | 0.784 | 0.896 | 0.74 | 0.724 | |
| Focal Loss2021.11 | 0.686 | 0.848 | 0.679 | 0.491 |