Image Classification on Imbalanced CIFAR-10 long-tailed, ratio 10 (test)
88.85Top-1 AccuracyMETA (CB-CE)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| META (CB-CE)Backbone=ResNet32, Loss Function=CB-CE2020.12 | 88.85 | — | |
| ABSGD (CB-Focal)Backbone=ResNet32, Loss Function=CB-Focal2020.12 | 88.76 | — | |
| ABSGD (CB-CE)Backbone=ResNet32, Loss Function=CB-CE2020.12 | 88.57 | — | |
| ABSGD (CB-CE)Backbone=ResNet32, Loss Function=CB-CE2020.12 | 88.42 | — | |
| ABSGD (CB-LDAM)Backbone=ResNet32, Loss Function=CB-LDAM2020.12 | 88.4 | — | |
| META (CB-Focal)Backbone=ResNet32, Loss Function=CB-Focal2020.12 | 88.37 | — | |
| BBNBackbone=ResNet-322020.06 | 88.3 | 100 | |
| ABSGD (CB-LDAM)Backbone=ResNet32, Loss Function=CB-LDAM2020.12 | 88.27 | — | |
| SGD (CB-LDAM)Backbone=ResNet32, Loss Function=CB-LDAM2020.12 | 88.12 | — | |
| ELF(LDAM)+DRWBackbone=ResNet-322020.06 | 88 | -19.6 | |
| SGD (CB-LDAM)Backbone=ResNet32, Loss Function=CB-LDAM2020.12 | 87.81 | — | |
| CE+DRWBackbone=ResNet-322020.06 | 87.6 | 0 | |
| LDAM+DRWBackbone=ResNet-322020.06 | 87.6 | 0 | |
| ELF(CE)+DRWBackbone=ResNet-322020.06 | 87.6 | -26.4 | |
| META (CB-LDAM)Backbone=ResNet32, Loss Function=CB-LDAM2020.12 | 87.4 | — | |
| Focal+DRWBackbone=ResNet-322020.06 | 87.3 | 0 | |
| SGD (CB-Focal)Backbone=ResNet32, Loss Function=CB-Focal2020.12 | 87.1 | — | |
| MixupBackbone=ResNet-322020.06 | 87.1 | 0 | |
| Manifold MixupBackbone=ResNet-322020.06 | 87 | 0 | |
| ResamplingBackbone=ResNet32, Loss Function=CE2020.12 | 86.99 | — | |
| SGD (CB-CE)Backbone=ResNet32, Loss Function=CB-CE2020.12 | 86.77 | — | |
| FocalBackbone=ResNet-322020.06 | 86.7 | 0 | |
| SGD (LDAM)Backbone=ResNet32, Loss Function=LDAM2020.12 | 86.69 | — | |
| CEBackbone=ResNet-322020.06 | 86.4 | 0 | |
| ABSGD (CB-Focal)Backbone=ResNet32, Loss Function=CB-Focal2020.12 | 85.9 | — | |
| SGD (LDAM)Backbone=ResNet32, Loss Function=LDAM2020.12 | 85 | — | |
| ResamplingBackbone=ResNet32, Loss Function=CE2020.12 | 84.59 | — | |
| SGD (CB-CE)Backbone=ResNet32, Loss Function=CB-CE2020.12 | 83.8 | — | |
| SGD (CB-Focal)Backbone=ResNet32, Loss Function=CB-Focal2020.12 | 83.46 | — |