Image Classification on CIFAR-100 LT (val)
64.53Top-1 AccuracyBCL + ConCutMix
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BCL + ConCutMixImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 64.53 | — | — | — | — | |
| BCLImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 64.01 | — | — | — | — | |
| BCL + EWBImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 63.98 | — | — | — | — | |
| BCL + RankMixImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 63.91 | — | — | — | — | |
| BCL + WDImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 63.78 | — | — | — | — | |
| BCL + CMOImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 63.65 | — | — | — | — | |
| BCL + CutMixImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 63.53 | — | — | — | — | |
| Hybrid-SCImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 63.05 | — | — | — | — | |
| SMCImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 62.5 | — | — | — | — | |
| BCL + MixupImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 62.45 | — | — | — | — | |
| ResLTImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 62.01 | — | — | — | — | |
| MetaSAug-LDAMImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 61.28 | — | — | — | — | |
| UniMixImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 61.25 | — | — | — | — | |
| Casual ModelImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 59.6 | — | — | — | — | |
| RemixImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 59.36 | — | — | — | — | |
| BBNImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 59.12 | — | — | — | — | |
| TSCImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 59 | — | — | — | — | |
| SSPImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 58.91 | — | — | — | — | |
| LDAM-DRWImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 58.71 | — | — | — | — | |
| CB-FocalImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 57.99 | — | — | — | — | |
| KCLImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 57.6 | — | — | — | — | |
| BCL + ConCutMixImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 57.4 | — | — | — | — | |
| BCL + RankMixImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 56.81 | — | — | — | — | |
| BCL + CutMixImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 56.5 | — | — | — | — | |
| BCL + EWBImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 56.49 | — | — | — | — | |
| BCL + WDImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 56.41 | — | — | — | — | |
| BCL + CRImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 56.41 | — | — | — | — | |
| BCLImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 56.32 | — | — | — | — | |
| Focal LossImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 55.78 | — | — | — | — | |
| BCL + MixupImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 55.46 | — | — | — | — | |
| BCL + CMOImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 55.41 | — | — | — | — | |
| BCL + CRImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.07 | 53.91 | — | — | — | — | |
| BCL + ConCutMixImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 53.16 | — | — | — | — | |
| ResLTImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 52.71 | — | — | — | — | |
| BCL + WDImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 52.39 | — | — | — | — | |
| SMCImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 52.3 | — | — | — | — | |
| MetaSAug-LDAMImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 52.27 | — | — | — | — | |
| BCL + CRImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 52.21 | — | — | — | — | |
| BCL + RankMixImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 52.15 | — | — | — | — | |
| BCL + CMOImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 52.08 | — | — | — | — | |
| BCL + CutMixImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 52.04 | — | — | — | — | |
| BCLImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 52.01 | — | — | — | — | |
| Hybrid-SCImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 51.87 | — | — | — | — | |
| BCL + EWBImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 51.19 | — | — | — | — | |
| UniMixImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 51.11 | — | — | — | — | |
| BCL + MixupImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 50.69 | — | — | — | — | |
| Casual ModelImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 50.3 | — | — | — | — | |
| RemixImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 49.5 | — | — | — | — | |
| SMCImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 48.9 | — | — | — | — | |
| ResLTImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 48.21 | — | — | — | — | |
| MetaSAug-LDAMImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 48.01 | — | — | — | — | |
| TSCImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 47.4 | — | — | — | — | |
| SSPImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 47.11 | — | — | — | — | |
| BBNImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 47.02 | — | — | — | — | |
| Hybrid-SCImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 46.72 | — | — | — | — | |
| LDAM-DRWImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 46.62 | — | — | — | — | |
| KCLImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 46.3 | — | — | — | — | |
| UniMixImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 45.45 | — | — | — | — | |
| CB-FocalImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 45.17 | — | — | — | — | |
| Focal LossImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.07 | 44.32 | — | — | — | — | |
| Casual ModelImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 44.1 | — | — | — | — | |
| TSCImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 43.8 | — | — | — | — | |
| SSPImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 43.43 | — | — | — | — | |
| KCLImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 42.8 | — | — | — | — | |
| BBNImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 42.56 | — | — | — | — | |
| LDAM-DRWImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 42.04 | — | — | — | — | |
| RemixImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 41.94 | — | — | — | — | |
| CB-FocalImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 39.6 | — | — | — | — | |
| Focal LossImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.07 | 38.41 | — | — | — | — | |
| BBNBackbone=ResNet-32, E2E=false2021.11 | — | 59.12 | 47.02 | 42.56 | — | |
| CB-FocalBackbone=ResNet-32, E2E=true2021.11 | — | 57.99 | 45.21 | 39.6 | 36.23 | |
| CDTBackbone=ResNet-32, E2E=true2021.11 | — | 58.9 | 45.15 | 44.3 | 40.5 | |
| ERMBackbone=ResNet-32, E2E=true2021.11 | — | 55.7 | 44.02 | 38.32 | 34.56 | |
| FocalBackbone=ResNet-32, E2E=true2021.11 | — | 55.78 | 44.32 | 38.41 | 35.62 | |
| LDAMBackbone=ResNet-32, E2E=true2021.11 | — | 56.91 | 46.16 | 41.76 | 37.73 | |
| LDAM+DRWBackbone=ResNet-32, E2E=false2021.11 | — | 58.71 | 47.97 | 42.04 | 38.45 | |
| Logit AdjustmentBackbone=ResNet-32, E2E=true2021.11 | — | 59.87 | 49.76 | 43.89 | 40.87 | |
| M2mBackbone=ResNet-32, E2E=false2021.11 | — | 58.2 | — | 42.9 | — | |
| Manifold MixupBackbone=ResNet-32, E2E=true2021.11 | — | 56.55 | 43.09 | 38.25 | — | |
| mixupBackbone=ResNet-32, E2E=true2021.11 | — | 58.02 | 44.99 | 39.54 | 34.97 | |
| Proposed MethodBackbone=ResNet-32, E2E=true2021.11 | — | 61.25 | 51.11 | 45.45 | 42.07 | |
| RemixBackbone=ResNet-32, E2E=true2021.11 | — | 59.36 | 46.21 | 41.94 | 36.99 | |
| T-normBackbone=ResNet-32, E2E=true2021.11 | — | 59.1 | 48.23 | 43.6 | 39.3 | |
| Urtasun et alBackbone=ResNet-32, E2E=true2021.11 | — | 52.12 | 43.17 | 38.9 | 33 |