Image Classification on CIFAR-100 IF=10 long-tail (test)
74.1Top-1 AccuracyGLMC + SAMN
Evaluation Results
| Method | Links | |
|---|---|---|
| GLMC + SAMNBackbone=ResNet32, Imbalance Factor=102026.06 | 74.1 | |
| GLMCBackbone=ResNet32, Imbalance Factor=102026.06 | 72.8 | |
| CE + SAMNBackbone=ResNet32, Imbalance Factor=102026.06 | 70.1 | |
| SLAS + SAMNBackbone=ResNet32, Imbalance Factor=102026.06 | 70.1 | |
| SLASBackbone=ResNet32, Imbalance Factor=102026.06 | 69.7 | |
| WD + MaxNormBackbone=ResNet32, Imbalance Factor=102026.06 | 68.7 | |
| CE (with WD in stage one)Backbone=ResNet32, Imbalance Factor=102026.06 | 67.2 | |
| LCRegBackbone=ResNet-322022.06 | 64.2 | |
| DiffuLTBackbone=ResNet32, Imbalance Factor=102026.06 | 63.8 | |
| MISLASBackbone=ResNet-322022.06 | 63.2 | |
| CSABackbone=ResNet32, Imbalance Factor=102026.06 | 62.6 | |
| SSDBackbone=ResNet-322021.09 | 62.3 | |
| DiVEBackbone=ResNet32, Imbalance Factor=102026.06 | 62 | |
| ADRWBackbone=ResNet32, Imbalance Factor=102026.06 | 61.9 | |
| MetaSAug CEBackbone=ResNet-322022.06 | 61.7 | |
| Remix+DRWBackbone=ResNet-322022.06 | 61.3 | |
| De-confoundBackbone=ResNet-322021.09 | 59.6 | |
| BBN(include mixup)Backbone=ResNet-322022.06 | 59.2 | |
| BBNBackbone=ResNet-322021.09 | 59.1 | |
| BBNBackbone=ResNet32, Imbalance Factor=102026.06 | 59.1 | |
| LDAM+DRWBackbone=ResNet-322022.06 | 58.8 | |
| LDAM-DRWBackbone=ResNet-322021.09 | 58.7 | |
| LDAM-DRWBackbone=ResNet32, Imbalance Factor=102026.06 | 58.7 | |
| CMOBackbone=ResNet32, Imbalance Factor=102026.06 | 58.4 | |
| CUDABackbone=ResNet32, Imbalance Factor=102026.06 | 58.4 | |
| mixupBackbone=ResNet-322022.06 | 58.2 | |
| CE-DRWBackbone=ResNet-322021.09 | 58.2 | |
| LWSBackbone=ResNet-32, reproduced=true2021.09 | 58.1 | |
| CE-DRSBackbone=ResNet-322021.09 | 58.1 | |
| cRTBackbone=ResNet32, Imbalance Factor=102026.06 | 58.1 | |
| Domain AdaptionBackbone=ResNet-322021.09 | 58 | |
| M2mBackbone=ResNet-322021.09 | 57.6 | |
| CEBackbone=ResNet-322022.06 | 55.8 | |
| Cross Entropy (CE)Backbone=ResNet-32, reproduced=true2021.09 | 55.8 | |
| FocalBackbone=ResNet-322021.09 | 55.8 | |
| Focal LossBackbone=ResNet32, Imbalance Factor=102026.06 | 55.8 |