Image Classification on CIFAR-10-LT (val)
91.42Top-1 AccBCL + ConCutMix
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BCL + ConCutMixImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 91.42 | — | — | — | — | |
| BCL + CMOImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 91.18 | — | — | — | — | |
| Hybrid-SCImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 91.12 | — | — | — | — | |
| BCL + CutMixImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 91.05 | — | — | — | — | |
| BCL + RankMixImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 91.02 | — | — | — | — | |
| BCL + MixupImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 91 | — | — | — | — | |
| BCL + EWBImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 90.98 | — | — | — | — | |
| BCLImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 90.91 | — | — | — | — | |
| BCL + CRImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 90.83 | — | — | — | — | |
| BCL + WDImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 89.81 | — | — | — | — | |
| ResLTImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 89.7 | — | — | — | — | |
| MetaSAug-LDAMImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 89.68 | — | — | — | — | |
| UniMixImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 89.66 | — | — | — | — | |
| TSCImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 88.7 | — | — | — | — | |
| SSPImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 88.53 | — | — | — | — | |
| Casual ModelImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 88.5 | — | — | — | — | |
| BBNImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 88.32 | — | — | — | — | |
| LDAM-DRWImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 88.16 | — | — | — | — | |
| RemixImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 88.15 | — | — | — | — | |
| KCLImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 88 | — | — | — | — | |
| BCL + ConCutMixImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 88 | — | — | — | — | |
| BCL + RankMixImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 87.41 | — | — | — | — | |
| BCL + CutMixImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 87.37 | — | — | — | — | |
| BCL + EWBImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 87.31 | — | — | — | — | |
| BCLImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 87.26 | — | — | — | — | |
| BCL + CRImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 87.12 | — | — | — | — | |
| CB-FocalImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 87.1 | — | — | — | — | |
| BCL + MixupImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 86.85 | — | — | — | — | |
| BCL + CMOImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 86.8 | — | — | — | — | |
| Focal LossImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 86.66 | — | — | — | — | |
| BCL + WDImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 86.42 | — | — | — | — | |
| BCL + ConCutMixImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 86.07 | — | — | — | — | |
| Hybrid-SCImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 85.36 | — | — | — | — | |
| ResLTImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 85.17 | — | — | — | — | |
| BCL + EWBImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 84.91 | — | — | — | — | |
| BCL + CMOImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 84.71 | — | — | — | — | |
| BCL + RankMixImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 84.56 | — | — | — | — | |
| BCL + CRImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 84.41 | — | — | — | — | |
| BCL + CutMixImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 84.41 | — | — | — | — | |
| MetaSAug-LDAMImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 84.34 | — | — | — | — | |
| UniMixImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 84.32 | — | — | — | — | |
| BCLImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 84.31 | — | — | — | — | |
| BCL + MixupImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 83.72 | — | — | — | — | |
| Casual ModelImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 83.6 | — | — | — | — | |
| BCL + WDImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 82.91 | — | — | — | — | |
| TSCImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 82.9 | — | — | — | — | |
| UniMixImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 82.75 | — | — | — | — | |
| ResLTImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 82.4 | — | — | — | — | |
| SSPImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 82.13 | — | — | — | — | |
| KCLImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 81.7 | — | — | — | — | |
| Hybrid-SCImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 81.4 | — | — | — | — | |
| BBNImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 81.18 | — | — | — | — | |
| LDAM-DRWImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 81.03 | — | — | — | — | |
| MetaSAug-LDAMImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 80.66 | — | — | — | — | |
| Casual ModelImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 80.6 | — | — | — | — | |
| BBNImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 79.82 | — | — | — | — | |
| TSCImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 79.7 | — | — | — | — | |
| CB-FocalImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 79.27 | — | — | — | — | |
| SSPImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 77.83 | — | — | — | — | |
| KCLImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 77.6 | — | — | — | — | |
| LDAM-DRWImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 77.03 | — | — | — | — | |
| Focal LossImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 76.72 | — | — | — | — | |
| RemixImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 75.36 | — | — | — | — | |
| CB-FocalImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 74.57 | — | — | — | — | |
| Focal LossImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 70.38 | — | — | — | — | |
| BBNBackbone=ResNet-32, E2E=false2021.11 | — | 88.32 | 82.18 | 79.82 | — | |
| CB-FocalBackbone=ResNet-32, E2E=true2021.11 | — | 87.1 | 79.22 | 74.57 | 68.15 | |
| CDTBackbone=ResNet-32, E2E=true2021.11 | — | 89.4 | 81.97 | 79.4 | 74.7 | |
| ERMBackbone=ResNet-32, E2E=true2021.11 | — | 86.39 | 74.94 | 70.36 | 66.21 | |
| FocalBackbone=ResNet-32, E2E=true2021.11 | — | 86.55 | 76.71 | 70.43 | 65.85 | |
| LDAMBackbone=ResNet-32, E2E=true2021.11 | — | 86.96 | 79.84 | 74.47 | 69.5 | |
| LDAM+DRWBackbone=ResNet-32, E2E=false2021.11 | — | 88.16 | 81.27 | 77.03 | 74.74 | |
| Logit AdjustmentBackbone=ResNet-32, E2E=true2021.11 | — | 89.26 | 83.38 | 79.91 | 75.13 | |
| M2mBackbone=ResNet-32, E2E=false2021.11 | — | 87.9 | — | 78.3 | — | |
| Manifold MixupBackbone=ResNet-32, E2E=true2021.11 | — | 87.03 | 77.95 | 72.96 | — | |
| mixupBackbone=ResNet-32, E2E=true2021.11 | — | 87.1 | 77.82 | 73.06 | 67.73 | |
| Proposed MethodBackbone=ResNet-32, E2E=true2021.11 | — | 89.66 | 84.32 | 82.75 | 78.48 | |
| RemixBackbone=ResNet-32, E2E=true2021.11 | — | 88.15 | 79.2 | 75.36 | 67.08 | |
| T-normBackbone=ResNet-32, E2E=true2021.11 | — | 87.8 | 82.78 | 75.1 | 70.3 | |
| Urtasun et alBackbone=ResNet-32, E2E=true2021.11 | — | 82.12 | 76.45 | 72.23 | 66.25 |