Image Classification on CIFAR-100-LT IR=50 (test)
60.71Top-1 Acc (IR 50)TAET
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TAETImbalance Ratio (IR)=502025.03 | 60.71 | — | — | — | — | — | — | — | — | — | — | — | 30.17 | 24.05 | 35.7 | 21.59 | |
| BalPoEBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 60.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BalPoEBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Standard2022.06 | 58.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRO-LTBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 57.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SADEBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 57.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CMO+BSBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 56.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BCLBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Standard2022.06 | 56.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BalPoEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 56.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PaCoBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Longer2022.06 | 56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SADEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 53.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MISLASBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 52.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ACEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 51.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RIDEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 51.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CMO+BSBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 51.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiVEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 51.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UniMix+BayiasBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 51.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LADEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 50.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSDBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 50.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BSBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 49.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AT-BSLImbalance Ratio (IR)=502025.03 | 49.46 | — | — | — | — | — | — | — | — | — | — | — | 26.19 | 22.99 | 24.43 | 20.35 | |
| LDAM-DRWBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 48 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CB-FocalBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 45.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CE*Backbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.06 | 43.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Balanced Softmax2020.12 | — | 59.6 | 58.5 | 56.9 | 54.8 | 52.2 | 49.9 | 47.5 | 45.1 | 42.7 | 40.9 | 39.9 | — | — | — | — | |
| Causal Norm2020.12 | — | 63.7 | 61.6 | 58.7 | 55.9 | 51.5 | 48.1 | 44.7 | 41.2 | 38.3 | 35.6 | 33.6 | — | — | — | — | |
| LADE2020.12 | — | 67.4 | 64.7 | 60.2 | 56.3 | 52.8 | 50.5 | 48.2 | 47.4 | 46.6 | 48.1 | 49.4 | — | — | — | — | |
| PC Balanced SoftmaxPost-compensation=true2020.12 | — | 65.9 | 63.1 | 59.5 | 56.3 | 52.2 | 49.9 | 47.9 | 46.9 | 46.4 | 47.3 | 48.4 | — | — | — | — | |
| PC Causal NormPost-compensation=true2020.12 | — | 66.1 | 62.9 | 58.8 | 55.6 | 51.2 | 48.1 | 45.7 | 44.2 | 43.4 | 44.3 | 44.9 | — | — | — | — | |
| PC SoftmaxPost-compensation=true2020.12 | — | 66 | 63.2 | 59.2 | 55.9 | 52.4 | 49.5 | 47.5 | 46.7 | 46.2 | 47.4 | 49 | — | — | — | — | |
| Softmax2020.12 | — | 65.9 | 63.4 | 59.7 | 55.6 | 50.1 | 45.5 | 40.8 | 35.2 | 30.5 | 26.8 | 23.9 | — | — | — | — |