Long-tailed Image Classification on ImageNet-LT 1.0 (test)
57.1Top-1 Accuracy (Overall)BCL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BCLTraining Epochs=180, Backbone=ResNext-502022.07 | 57.1 | 67.9 | 54.2 | 36.6 | |
| BCLTraining Epochs=90, Backbone=ResNext-502022.07 | 56.7 | 67.2 | 53.9 | 36.5 | |
| PaCoTraining Epochs=180, Backbone=ResNext-50, Data Augmentation=RandAug2022.07 | 56 | 64.4 | 55.7 | 33.7 | |
| RIDE(2 experts)Training Epochs=90, Backbone=ResNext-502022.07 | 55.9 | — | — | — | |
| Balanced SoftmaxTraining Epochs=180, Backbone=ResNext-50, Data Augmentation=RandAug2022.07 | 55.4 | 65.8 | 53.2 | 34.1 | |
| DisAlignTraining Epochs=90, Backbone=ResNext-502022.07 | 53.4 | 62.7 | 52.1 | 31.4 | |
| LADETraining Epochs=180, Backbone=ResNext-502022.07 | 53 | 65.1 | 48.9 | 33.4 | |
| LADETraining Epochs=90, Backbone=ResNext-502022.07 | 51.9 | 62.3 | 49.3 | 31.2 | |
| Casual modelTraining Epochs=90, Backbone=ResNext-502022.07 | 51.8 | 62.7 | 48.8 | 31.6 | |
| Balanced SoftmaxTraining Epochs=90, Backbone=ResNext-50, Data Augmentation=RandAug2022.07 | 51.4 | 62.2 | 48.8 | 29.8 | |
| LWSTraining Epochs=90, Backbone=ResNext-502022.07 | 49.9 | 60.2 | 47.2 | 30.3 | |
| τ-normTraining Epochs=90, Backbone=ResNext-502022.07 | 49.4 | 59.1 | 46.9 | 30.7 | |
| ETF Classifier + DRBackbone=ResNet-50, Epoch=1802022.03 | 44.7 | — | — | — | |
| Learnable Classifier + CEBackbone=ResNet-50, Epoch=1802022.03 | 44.3 | — | — | — | |
| ETF Classifier + DRBackbone=ResNet-50, Epoch=1502022.03 | 43.8 | — | — | — | |
| Focal LossTraining Epochs=90, Backbone=ResNext-50, Data Augmentation=RandAug2022.07 | 43.7 | 64.3 | 37.1 | 8.2 | |
| ETF Classifier + DRBackbone=ResNet-50, Epoch=1202022.03 | 43.2 | — | — | — | |
| Learnable Classifier + CEBackbone=ResNet-50, Epoch=1502022.03 | 42.5 | — | — | — | |
| Learnable Classifier + CEBackbone=ResNet-50, Epoch=1202022.03 | 41.9 | — | — | — | |
| ETF Classifier + DRBackbone=ResNet-50, Epoch=902022.03 | 41.8 | — | — | — | |
| Learnable Classifier + CEBackbone=ResNet-50, Epoch=902022.03 | 34.6 | — | — | — |