Long-tailed Classification on CIFAR-100 long-tail (test)
56.4Accuracy (All)NS-LF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NS-LFImbalance Factor=10, Backbone=ResNet-322026.04 | 56.4 | — | — | — | |
| LOWImbalance Factor=10, Backbone=ResNet-322026.04 | 56.2 | — | — | — | |
| LSImbalance Factor=10, Backbone=ResNet-322026.04 | 56 | — | — | — | |
| PolyLossImbalance Factor=10, Backbone=ResNet-322026.04 | 56 | — | — | — | |
| Focal LossImbalance Factor=10, Backbone=ResNet-322026.04 | 55.4 | — | — | — | |
| SRSImbalance Factor=10, Backbone=ResNet-322026.04 | 55.1 | — | — | — | |
| PBSImbalance Factor=10, Backbone=ResNet-322026.04 | 54.6 | — | — | — | |
| CBSImbalance Factor=10, Backbone=ResNet-322026.04 | 53.9 | — | — | — | |
| BaselineImbalance Factor=10, Backbone=ResNet-322026.04 | 53.8 | — | — | — | |
| SCEImbalance Factor=10, Backbone=ResNet-322026.04 | 53.6 | — | — | — | |
| TLCexperts=42021.11 | 49.8 | 71.1 | 48.4 | 29.7 | |
| TLCexperts=32021.11 | 49 | 70.9 | 47.9 | 28.1 | |
| CEϵ+MAEImbalance Factor=10, Backbone=ResNet-322026.04 | 48.8 | — | — | — | |
| RIDE2021.11 | 48.3 | 68.8 | 49 | 27.1 | |
| TLCexperts=22021.11 | 47.2 | 69.4 | 46.6 | 25.7 | |
| CE+OGCImbalance Factor=10, Backbone=ResNet-322026.04 | 45.9 | — | — | — | |
| cRT2021.11 | 45.6 | 67.8 | 47.1 | 21.8 | |
| τ-norm2021.11 | 45.4 | 68 | 47.2 | 21 | |
| LDAM-DRW2021.11 | 44.4 | 64.8 | 43.8 | 24.6 | |
| NS-LFImbalance Factor=50, Backbone=ResNet-322026.04 | 43.9 | — | — | — | |
| Focal LossImbalance Factor=50, Backbone=ResNet-322026.04 | 43.6 | — | — | — | |
| OLTR2021.11 | 43.4 | 64.6 | 44.8 | 20.9 | |
| LOWImbalance Factor=50, Backbone=ResNet-322026.04 | 43.1 | — | — | — | |
| LSImbalance Factor=50, Backbone=ResNet-322026.04 | 42.9 | — | — | — | |
| PolyLossImbalance Factor=50, Backbone=ResNet-322026.04 | 42.9 | — | — | — | |
| Focal Loss2021.11 | 42.3 | 70.3 | 40.7 | 15.9 | |
| BaselineImbalance Factor=50, Backbone=ResNet-322026.04 | 42.1 | — | — | — | |
| SRSImbalance Factor=50, Backbone=ResNet-322026.04 | 41.6 | — | — | — | |
| NS-LFImbalance Factor=100, Backbone=ResNet-322026.04 | 39.7 | — | — | — | |
| PolyLossImbalance Factor=100, Backbone=ResNet-322026.04 | 39.6 | — | — | — | |
| LOWImbalance Factor=100, Backbone=ResNet-322026.04 | 38.9 | — | — | — | |
| CBSImbalance Factor=50, Backbone=ResNet-322026.04 | 38.5 | — | — | — | |
| BaselineImbalance Factor=100, Backbone=ResNet-322026.04 | 38.4 | — | — | — | |
| PBSImbalance Factor=50, Backbone=ResNet-322026.04 | 38.3 | — | — | — | |
| LSImbalance Factor=100, Backbone=ResNet-322026.04 | 37.8 | — | — | — | |
| Focal LossImbalance Factor=100, Backbone=ResNet-322026.04 | 37.6 | — | — | — | |
| SRSImbalance Factor=100, Backbone=ResNet-322026.04 | 37.4 | — | — | — | |
| GCEImbalance Factor=10, Backbone=ResNet-322026.04 | 36.8 | — | — | — | |
| SCEImbalance Factor=50, Backbone=ResNet-322026.04 | 36.3 | — | — | — | |
| CE+OGCImbalance Factor=50, Backbone=ResNet-322026.04 | 36.3 | — | — | — | |
| NS-LFImbalance Factor=200, Backbone=ResNet-322026.04 | 35.4 | — | — | — | |
| CEϵ+MAEImbalance Factor=50, Backbone=ResNet-322026.04 | 34.9 | — | — | — | |
| PolyLossImbalance Factor=200, Backbone=ResNet-322026.04 | 34.2 | — | — | — | |
| BaselineImbalance Factor=200, Backbone=ResNet-322026.04 | 33.6 | — | — | — | |
| Focal LossImbalance Factor=200, Backbone=ResNet-322026.04 | 33.6 | — | — | — | |
| LOWImbalance Factor=200, Backbone=ResNet-322026.04 | 33.2 | — | — | — | |
| LSImbalance Factor=200, Backbone=ResNet-322026.04 | 32.9 | — | — | — | |
| SRSImbalance Factor=200, Backbone=ResNet-322026.04 | 32.2 | — | — | — | |
| PBSImbalance Factor=100, Backbone=ResNet-322026.04 | 31.4 | — | — | — | |
| SCEImbalance Factor=100, Backbone=ResNet-322026.04 | 31 | — | — | — | |
| CBSImbalance Factor=100, Backbone=ResNet-322026.04 | 30.5 | — | — | — | |
| CEϵ+MAEImbalance Factor=100, Backbone=ResNet-322026.04 | 30.2 | — | — | — | |
| ANLImbalance Factor=10, Backbone=ResNet-322026.04 | 28.7 | — | — | — | |
| PBSImbalance Factor=200, Backbone=ResNet-322026.04 | 28.7 | — | — | — | |
| CE+OGCImbalance Factor=100, Backbone=ResNet-322026.04 | 27.2 | — | — | — | |
| CBSImbalance Factor=200, Backbone=ResNet-322026.04 | 26.8 | — | — | — | |
| CEϵ+MAEImbalance Factor=200, Backbone=ResNet-322026.04 | 26 | — | — | — | |
| GCEImbalance Factor=50, Backbone=ResNet-322026.04 | 25.3 | — | — | — | |
| CE+OGCImbalance Factor=200, Backbone=ResNet-322026.04 | 24.3 | — | — | — | |
| GCEImbalance Factor=100, Backbone=ResNet-322026.04 | 21.8 | — | — | — | |
| GCEImbalance Factor=200, Backbone=ResNet-322026.04 | 18.6 | — | — | — | |
| ANLImbalance Factor=50, Backbone=ResNet-322026.04 | 18.6 | — | — | — | |
| ANLImbalance Factor=100, Backbone=ResNet-322026.04 | 17.2 | — | — | — | |
| ANLImbalance Factor=200, Backbone=ResNet-322026.04 | 15.7 | — | — | — | |
| APLImbalance Factor=10, Backbone=ResNet-322026.04 | 15.1 | — | — | — | |
| APLImbalance Factor=50, Backbone=ResNet-322026.04 | 11.3 | — | — | — | |
| APLImbalance Factor=100, Backbone=ResNet-322026.04 | 9.2 | — | — | — | |
| APLImbalance Factor=200, Backbone=ResNet-322026.04 | 6.9 | — | — | — | |
| AULImbalance Factor=50, Backbone=ResNet-322026.04 | 5.2 | — | — | — | |
| AULImbalance Factor=10, Backbone=ResNet-322026.04 | 4.5 | — | — | — | |
| AULImbalance Factor=200, Backbone=ResNet-322026.04 | 3.7 | — | — | — | |
| AULImbalance Factor=100, Backbone=ResNet-322026.04 | 3.6 | — | — | — | |
| NLNLImbalance Factor=10, Backbone=ResNet-322026.04 | 2.2 | — | — | — | |
| NLNLImbalance Factor=200, Backbone=ResNet-322026.04 | 1.9 | — | — | — | |
| NLNLImbalance Factor=100, Backbone=ResNet-322026.04 | 1.6 | — | — | — | |
| NLNLImbalance Factor=50, Backbone=ResNet-322026.04 | 1.6 | — | — | — | |
| SCEImbalance Factor=200, Backbone=ResNet-322026.04 | 1 | — | — | — |