Image Classification on CIFAR-10-LT IF 50 (test)
91.3Top-1 AccGLMC + SAMN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GLMC + SAMNBackbone=ResNet32, Imbalance Factor=502026.06 | 91.3 | — | |
| GLMCBackbone=ResNet32, Imbalance Factor=502026.06 | 90.8 | — | |
| MDCSEpochs=200, RandAugment=true, Backbone=ResNet-322023.08 | 89.4 | — | |
| SLAS + SAMNBackbone=ResNet32, Imbalance Factor=502026.06 | 88.5 | — | |
| MDCSEpochs=400, RandAugment=true, Backbone=ResNet-322023.08 | 88.3 | — | |
| CE + SAMNBackbone=ResNet32, Imbalance Factor=502026.06 | 87.6 | — | |
| NCLEpochs=400, RandAugment=true, Backbone=ResNet-322023.08 | 87.3 | — | |
| BCLEpochs=200, RandAugment=true, Backbone=ResNet-322023.08 | 87.2 | — | |
| SLASBackbone=ResNet32, Imbalance Factor=502026.06 | 87.2 | — | |
| DiffuLTBackbone=ResNet32, Imbalance Factor=502026.06 | 86.9 | — | |
| LCRegBackbone=ResNet-322022.06 | 86.5 | — | |
| CSABackbone=ResNet32, Imbalance Factor=502026.06 | 86 | — | |
| BSCEEpochs=400, RandAugment=true, Backbone=ResNet-322023.08 | 85.8 | — | |
| MiSLASBackbone=ResNet-322021.04 | 85.7 | 2.17 | |
| MISLASBackbone=ResNet-322022.06 | 85.7 | — | |
| Hybrid-SCEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 85.3 | — | |
| ResLTEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 85.3 | — | |
| ACEEpochs=400, RandAugment=false, Backbone=ResNet-322023.08 | 84.9 | — | |
| CE (with WD in stage one)Backbone=ResNet32, Imbalance Factor=502026.06 | 84.3 | — | |
| cRT+mixupBackbone=ResNet-322021.04 | 84.2 | 6.89 | |
| MetaSAug CEBackbone=ResNet-322022.06 | 84 | — | |
| CAMEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 83.6 | — | |
| LWS+mixupBackbone=ResNet-322021.04 | 82.6 | 11 | |
| BBN(include mixup)Backbone=ResNet-322021.04 | 82.2 | — | |
| BBN(include mixup)Backbone=ResNet-322022.06 | 82.2 | — | |
| BBNBackbone=ResNet32, Imbalance Factor=502026.06 | 82.2 | — | |
| CAM-BSBackbone=ResNet32, Imbalance Factor=502026.06 | 81.4 | — | |
| LDAM+DRWBackbone=ResNet-322021.04 | 81.1 | — | |
| LDAM+DRWBackbone=ResNet-322022.06 | 81.1 | — | |
| BBNEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 81.1 | — | |
| LDAM+DRWEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 81 | — | |
| LDAM-DRWBackbone=ResNet32, Imbalance Factor=502026.06 | 81 | — | |
| cRTBackbone=ResNet32, Imbalance Factor=502026.06 | 80.4 | — | |
| CB Focal lossEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 79.2 | — | |
| mixupBackbone=ResNet-322021.04 | 77.8 | — | |
| mixupBackbone=ResNet-322022.06 | 77.8 | — | |
| Focal LossBackbone=ResNet32, Imbalance Factor=502026.06 | 76.7 | — | |
| CEBackbone=ResNet-322021.04 | 74.8 | — | |
| CEBackbone=ResNet-322022.06 | 74.8 | — |