Image Classification on CIFAR-100 LT IF 50 (test)
60.1Top-1 AccMDCS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MDCSEpochs=400, RandAugment=true, Backbone=ResNet-322023.08 | 60.1 | — | |
| NCLEpochs=400, RandAugment=true, Backbone=ResNet-322023.08 | 58.2 | — | |
| SADEEpochs=400, RandAugment=true, Backbone=ResNet-322023.08 | 57.3 | — | |
| MDCSEpochs=200, RandAugment=true, Backbone=ResNet-322023.08 | 57.2 | — | |
| BCLEpochs=200, RandAugment=true, Backbone=ResNet-322023.08 | 56.5 | — | |
| PaCoEpochs=400, RandAugment=true, Backbone=ResNet-322023.08 | 56 | — | |
| BSCEEpochs=400, RandAugment=true, Backbone=ResNet-322023.08 | 55 | — | |
| SADEEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 53.9 | — | |
| ResLTEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 52.7 | — | |
| MiSLASBackbone=ResNet-322021.04 | 52.3 | 2.25 | |
| SMCBackbone=ResNet-322022.11 | 52.3 | — | |
| ACEEpochs=400, RandAugment=false, Backbone=ResNet-322023.08 | 51.9 | — | |
| Hybrid-SCEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 51.8 | — | |
| CAMEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 51.7 | — | |
| CMOBackbone=ResNet-322022.11 | 51.4 | — | |
| cRT+mixupBackbone=ResNet-322021.04 | 50.9 | 10.8 | |
| LWS+mixupBackbone=ResNet-322021.04 | 50.7 | 19.2 | |
| RemixBackbone=ResNet-322022.11 | 49.5 | — | |
| TSCBackbone=ResNet-322022.11 | 47.4 | — | |
| BBN(include mixup)Backbone=ResNet-322021.04 | 47.1 | — | |
| BBNEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 47 | — | |
| LDAM+DRWBackbone=ResNet-322021.04 | 46.7 | — | |
| LDAM+DRWEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 46.6 | — | |
| KCLBackbone=ResNet-322022.11 | 46.3 | — | |
| LDAM-DRWBackbone=ResNet-322022.11 | 46.2 | — | |
| BS-FocalBackbone=ResNet-322022.11 | 45.2 | — | |
| CB Focal lossEpochs=200, RandAugment=false, Backbone=ResNet-322023.08 | 45.1 | — | |
| mixupBackbone=ResNet-322021.04 | 45 | — | |
| LDAMBackbone=ResNet-322022.11 | 45 | — | |
| CE-DRWBackbone=ResNet-322022.11 | 44.7 | — | |
| BSBackbone=ResNet-322022.11 | 44.6 | — | |
| CE-DRSBackbone=ResNet-322022.11 | 44.5 | — | |
| FocalBackbone=ResNet-322022.11 | 44.3 | — | |
| CEBackbone=ResNet-322021.04 | 43.9 | — | |
| CEBackbone=ResNet-322022.11 | 43.9 | — |