Image Classification on CIFAR-100-LT IF 100 (test)
56.1Top-1 AccMDCS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MDCSEpochs=400, RandAugment=true, Backbone=ResNet-322023.08 | 56.1 | — | — | — | — | — | |
| NCLAggregation=ensemble2022.03 | 54.2 | — | — | — | — | — | |
| NCLEpochs=400, RandAugment=true, Backbone=ResNet-322023.08 | 54.2 | — | — | — | — | — | |
| NCLAggregation=single expert2022.03 | 53.3 | — | — | — | — | — | |
| MDCSEpochs=200, RandAugment=true, Backbone=ResNet-322023.08 | 53.2 | — | — | — | — | — | |
| ProCoBackbone=ResNet-32, Training Epochs=2002024.03 | 52.8 | — | — | — | — | — | |
| SADEEpochs=400, RandAugment=true, Backbone=ResNet-322023.08 | 52.2 | — | — | — | — | — | |
| PaCoReference=ICCV'212022.03 | 52 | — | — | — | — | — | |
| PaCoEpochs=400, RandAugment=true, Backbone=ResNet-322023.08 | 52 | — | — | — | — | — | |
| BCLEpochs=200, RandAugment=true, Backbone=ResNet-322023.08 | 51.9 | — | — | — | — | — | |
| BCLBackbone=ResNet-32, Training Epochs=2002024.03 | 51.9 | — | — | — | — | — | |
| BSCEVariant=baseline2022.03 | 50.6 | — | — | — | — | — | |
| BSCEEpochs=400, RandAugment=true, Backbone=ResNet-322023.08 | 50.6 | — | — | — | — | — | |
| Logit AdjustmentBackbone=ResNet-32, Training Epochs=2002024.03 | 50.5 | — | — | — | — | — | |
| SADEEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 49.8 | — | — | — | — | — | |
| ACEReference=ICCV'212022.03 | 49.6 | — | — | — | — | — | |
| ACEEpochs=400, RandAugment=false, Backbone=ResNet-322023.08 | 49.6 | — | — | — | — | — | |
| RIDEReference=ICLR'212022.03 | 49.1 | — | — | — | — | — | |
| RIDEEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 49.1 | — | — | — | — | — | |
| ResLTEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 48.2 | — | — | — | — | — | |
| ResLTBackbone=ResNet-32, Training Epochs=2002024.03 | 48.2 | — | — | — | — | — | |
| MetaSAug-LDAMBackbone=ResNet-32, Training Epochs=2002024.03 | 48 | — | — | — | — | — | |
| CAMReference=AAAI'212022.03 | 47.8 | — | — | — | — | — | |
| CAMEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 47.8 | — | — | — | — | — | |
| LCRegBackbone=ResNet-322022.06 | 47.6 | — | — | — | — | — | |
| MiSLASBackbone=ResNet-322021.04 | 47 | 4.83 | — | — | — | — | |
| MISLASReference=CVPR'212022.03 | 47 | — | — | — | — | — | |
| MISLASBackbone=ResNet-322022.06 | 47 | — | — | — | — | — | |
| MetaSAug CEBackbone=ResNet-322022.06 | 46.9 | — | — | — | — | — | |
| Remix+DRW (300 epochs)Backbone=ResNet-322021.04 | 46.8 | — | — | — | — | — | |
| Remix+DRWBackbone=ResNet-322022.06 | 46.8 | — | — | — | — | — | |
| Hybrid-SCReference=CVPR'212022.03 | 46.7 | — | — | — | — | — | |
| Hybrid-SCEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 46.7 | — | — | — | — | — | |
| Hybrid-SCBackbone=ResNet-32, Training Epochs=2002024.03 | 46.7 | — | — | — | — | — | |
| SSDReference=ICCV'212022.03 | 46 | — | — | — | — | — | |
| SSDBackbone=ResNet-322021.09 | 46 | — | — | — | — | — | |
| LADEReference=CVPR'212022.03 | 45.4 | — | — | — | — | — | |
| DiVEReference=ICCV'212022.03 | 45.4 | — | — | — | — | — | |
| cRT+mixupBackbone=ResNet-322021.04 | 45.1 | 13.8 | — | — | — | — | |
| LWS+mixupBackbone=ResNet-322021.04 | 44.2 | 22.5 | — | — | — | — | |
| LDAM+DAPReference=CVPR'202022.03 | 44.1 | — | — | — | — | — | |
| Casual ModelBackbone=ResNet-32, Training Epochs=2002024.03 | 44.1 | — | — | — | — | — | |
| Domain AdaptionBackbone=ResNet-322021.09 | 44.1 | — | — | — | — | — | |
| De-confoundBackbone=ResNet-322021.09 | 44.1 | — | — | — | — | — | |
| Logit Adj.Reference=ICLR'212022.03 | 43.9 | — | — | — | — | — | |
| Logit Adj.Epochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 43.9 | — | — | — | — | — | |
| TSCBackbone=ResNet-32, Training Epochs=2002024.03 | 43.8 | — | — | — | — | — | |
| LFMEBackbone=ResNet-322021.09 | 43.8 | — | — | — | — | — | |
| LDAM+M2mReference=CVPR'212022.03 | 43.5 | — | — | — | — | — | |
| M2mBackbone=ResNet-322021.09 | 43.5 | — | — | — | — | — | |
| SSPBackbone=ResNet-32, Training Epochs=2002024.03 | 43.4 | — | — | — | — | — | |
| BBN(include mixup)Backbone=ResNet-322021.04 | 42.6 | — | — | — | — | — | |
| BBN(include mixup)Backbone=ResNet-322022.06 | 42.6 | — | — | — | — | — | |
| BBNBackbone=ResNet-32, Training Epochs=2002024.03 | 42.6 | — | — | — | — | — | |
| BBNBackbone=ResNet-322021.09 | 42.6 | — | — | — | — | — | |
| BBNEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 42.5 | — | — | — | — | — | |
| LFMEReference=ECCV'202022.03 | 42.3 | — | — | — | — | — | |
| LFMEEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 42.3 | — | — | — | — | — | |
| LWSBackbone=ResNet-32, reproduced=true2021.09 | 42.3 | — | — | — | — | — | |
| LDAM+DRWBackbone=ResNet-322021.04 | 42.1 | — | — | — | — | — | |
| LDAM+DRWBackbone=ResNet-322022.06 | 42.1 | — | — | — | — | — | |
| LDAM+DRWReference=NeurIPS'192022.03 | 42 | — | — | — | — | — | |
| LDAM+DRWEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 42 | — | — | — | — | — | |
| LDAM-DRWBackbone=ResNet-32, Training Epochs=2002024.03 | 42 | — | — | — | — | — | |
| LDAM-DRWBackbone=ResNet-322021.09 | 42 | — | — | — | — | — | |
| CE-DRSBackbone=ResNet-322021.09 | 41.6 | — | — | — | — | — | |
| CE-DRWBackbone=ResNet-322021.09 | 41.5 | — | — | — | — | — | |
| mixupBackbone=ResNet-322021.04 | 39.6 | — | — | — | — | — | |
| mixupBackbone=ResNet-322022.06 | 39.6 | — | — | — | — | — | |
| CB Focal lossEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 39.6 | — | — | — | — | — | |
| CB-FocalBackbone=ResNet-32, Training Epochs=2002024.03 | 39.6 | — | — | — | — | — | |
| BBNReference=CVPR'202022.03 | 39.4 | — | — | — | — | — | |
| Cross Entropy (CE)Backbone=ResNet-32, reproduced=true2021.09 | 39.1 | — | — | — | — | — | |
| CB Focal lossReference=CVPR'192022.03 | 38.7 | — | — | — | — | — | |
| CEBackbone=ResNet-322021.04 | 38.4 | — | — | — | — | — | |
| CEBackbone=ResNet-322022.06 | 38.4 | — | — | — | — | — | |
| FocalBackbone=ResNet-322021.09 | 38.4 | — | — | — | — | — | |
| Balanced SoftmaxBackbone=ResNet-32, Epochs=4002022.07 | — | — | — | — | — | 50.8 | |
| BCLBackbone=ResNet-32, Epochs=2002022.07 | — | — | 67.2 | 53.1 | 32.9 | 51.9 | |
| BCLBackbone=ResNet-32, Epochs=4002022.07 | — | — | 69.7 | 53.8 | 35.5 | 53.9 | |
| DRO-LTBackbone=ResNet-32, Epochs=2002022.07 | — | — | 64.7 | 50 | 23.8 | 47.3 | |
| Hybrid-SCBackbone=ResNet-32, Epochs=2002022.07 | — | — | — | — | — | 46.7 | |
| MetaSAug-LDAMBackbone=ResNet-32, Epochs=2002022.07 | — | — | — | — | — | 48 | |
| PaCoBackbone=ResNet-32, Epochs=4002022.07 | — | — | — | — | — | 52 | |
| RIDE (3 experts)Backbone=ResNet-32, Epochs=2002022.07 | — | — | 68.1 | 49.2 | 23.9 | 48 | |
| tau-normBackbone=ResNet-32, Epochs=2002022.07 | — | — | 61.4 | 42.5 | 15.7 | 41.4 |