Image Classification on CIFAR-10-LT IF 100 (test)
87.2Top-1 AccMDCS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MDCSEpochs=400, RandAugment=true, Backbone=ResNet-322023.08 | 87.2 | — | |
| MDCSEpochs=200, RandAugment=true, Backbone=ResNet-322023.08 | 85.8 | — | |
| NCLAggregation=ensemble2022.03 | 85.5 | — | |
| NCLEpochs=400, RandAugment=true, Backbone=ResNet-322023.08 | 85.5 | — | |
| NCLAggregation=single expert2022.03 | 84.7 | — | |
| BCLEpochs=200, RandAugment=true, Backbone=ResNet-322023.08 | 84.3 | — | |
| BSCEVariant=baseline2022.03 | 84 | — | |
| BSCEEpochs=400, RandAugment=true, Backbone=ResNet-322023.08 | 84 | — | |
| ResLTEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 82.4 | — | |
| MiSLASBackbone=ResNet-322021.04 | 82.1 | 3.7 | |
| MISLASReference=CVPR'212022.03 | 82.1 | — | |
| Hybrid-SCReference=CVPR'212022.03 | 81.4 | — | |
| ACEReference=ICCV'212022.03 | 81.4 | — | |
| Hybrid-SCEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 81.4 | — | |
| ACEEpochs=400, RandAugment=false, Backbone=ResNet-322023.08 | 81.4 | — | |
| LDAM+DAPReference=CVPR'202022.03 | 80 | — | |
| CAMReference=AAAI'212022.03 | 80 | — | |
| CAMEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 80 | — | |
| BBN(include mixup)Backbone=ResNet-322021.04 | 79.9 | — | |
| Remix+DRW (300 epochs)Backbone=ResNet-322021.04 | 79.8 | — | |
| BBNReference=CVPR'202022.03 | 79.8 | — | |
| BBNEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 79.8 | — | |
| cRT+mixupBackbone=ResNet-322021.04 | 79.1 | 10.6 | |
| LDAM+M2mReference=CVPR'212022.03 | 79.1 | — | |
| Logit Adj.Reference=ICLR'212022.03 | 77.7 | — | |
| Logit Adj.Epochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 77.7 | — | |
| LDAM+DRWBackbone=ResNet-322021.04 | 77.1 | — | |
| LDAM+DRWEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 77.1 | — | |
| LDAM+DRWReference=NeurIPS'192022.03 | 77 | — | |
| LWS+mixupBackbone=ResNet-322021.04 | 76.3 | 15.6 | |
| CB Focal lossReference=CVPR'192022.03 | 74.6 | — | |
| CB Focal lossEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 74.5 | — | |
| mixupBackbone=ResNet-322021.04 | 73.1 | — | |
| CEBackbone=ResNet-322021.04 | 70.4 | — |