Image Classification on CIFAR-100 (IF=50) long-tail (test)
64Top-1 AccGLMC + SAMN
Evaluation Results
| Method | Links | |
|---|---|---|
| GLMC + SAMNBackbone=ResNet32, Imbalance Factor=502026.06 | 64 | |
| GLMCBackbone=ResNet32, Imbalance Factor=502026.06 | 62.2 | |
| SLAS + SAMNBackbone=ResNet32, Imbalance Factor=502026.06 | 58.4 | |
| CE + SAMNBackbone=ResNet32, Imbalance Factor=502026.06 | 58.3 | |
| WD + MaxNormBackbone=ResNet32, Imbalance Factor=502026.06 | 57.7 | |
| SLASBackbone=ResNet32, Imbalance Factor=502026.06 | 56.6 | |
| DiffuLTBackbone=ResNet32, Imbalance Factor=502026.06 | 56.3 | |
| IWBBackbone=ResNet32, Imbalance Factor=502026.06 | 56.3 | |
| LCRegBackbone=ResNet-322022.06 | 53.1 | |
| MISLASBackbone=ResNet-322022.06 | 52.3 | |
| CE (with WD in stage one)Backbone=ResNet32, Imbalance Factor=502026.06 | 52.3 | |
| MetaSAug CEBackbone=ResNet-322022.06 | 51.9 | |
| CSABackbone=ResNet32, Imbalance Factor=502026.06 | 51.9 | |
| CMOBackbone=ResNet32, Imbalance Factor=502026.06 | 51.7 | |
| DiVEBackbone=ResNet32, Imbalance Factor=502026.06 | 51.1 | |
| CUDABackbone=ResNet32, Imbalance Factor=502026.06 | 51.1 | |
| SSDBackbone=ResNet-322021.09 | 50.5 | |
| De-confoundBackbone=ResNet-322021.09 | 50.3 | |
| Domain AdaptionBackbone=ResNet-322021.09 | 49.1 | |
| BBN(include mixup)Backbone=ResNet-322022.06 | 47.1 | |
| BBNBackbone=ResNet-322021.09 | 47 | |
| BBNBackbone=ResNet32, Imbalance Factor=502026.06 | 47 | |
| cRTBackbone=ResNet32, Imbalance Factor=502026.06 | 46.8 | |
| LDAM+DRWBackbone=ResNet-322022.06 | 46.7 | |
| LDAM-DRWBackbone=ResNet-322021.09 | 46.6 | |
| LDAM-DRWBackbone=ResNet32, Imbalance Factor=502026.06 | 46.6 | |
| LWSBackbone=ResNet-32, reproduced=true2021.09 | 46 | |
| CAM-BSBackbone=ResNet32, Imbalance Factor=502026.06 | 46 | |
| CE-DRSBackbone=ResNet-322021.09 | 45.5 | |
| CE-DRWBackbone=ResNet-322021.09 | 45.3 | |
| mixupBackbone=ResNet-322022.06 | 45 | |
| FocalBackbone=ResNet-322021.09 | 44.3 | |
| Focal LossBackbone=ResNet32, Imbalance Factor=502026.06 | 44.3 | |
| Cross Entropy (CE)Backbone=ResNet-32, reproduced=true2021.09 | 44 | |
| CEBackbone=ResNet-322022.06 | 43.9 |