Image Classification on Imbalanced CIFAR-10 (val)
10.99Top-1 ErrorFocal-IC
Evaluation Results
| Method | Links | |
|---|---|---|
| Focal-ICImbalance Ratio=102020.10 | 10.99 | |
| CE-ICImbalance Ratio=102020.10 | 11.34 | |
| CE-DRW-ICImbalance Ratio=102020.10 | 11.42 | |
| Focal-DRW-ICImbalance Ratio=102020.10 | 11.48 | |
| Focal-DRWImbalance Ratio=102020.10 | 11.82 | |
| LDAM-DRWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 11.84 | |
| LDAM-DRWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 12.19 | |
| LDAM-DRWImbalance Ratio=102020.10 | 12.68 | |
| LDAM-HG-DRSBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 12.72 | |
| CE-DRWImbalance Ratio=102020.10 | 12.79 | |
| LDAM-HG-DRSBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 12.82 | |
| CB FocalBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 12.9 | |
| LDAMBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 13.04 | |
| M-DRWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 13.17 | |
| CB RSBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 13.21 | |
| FocalBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 13.34 | |
| CB RWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 13.46 | |
| M-DRWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 13.57 | |
| ERMBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 13.61 | |
| HG-DRSBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 14.03 | |
| CB CEImbalance Ratio=102020.10 | 14.44 | |
| CEImbalance Ratio=102020.10 | 14.54 | |
| CB FocalImbalance Ratio=102020.10 | 14.8 | |
| HG-DRSBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 14.85 | |
| FocalImbalance Ratio=102020.10 | 14.92 | |
| LDAMBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 15 | |
| LDAMImbalance Ratio=102020.10 | 15.33 | |
| CB RSBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 15.41 | |
| CB RWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 16.2 | |
| FocalBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 16.36 | |
| CB FocalBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 16.54 | |
| ERMBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 17.5 | |
| CE-DRW-ICImbalance Ratio=1002020.10 | 21.45 | |
| Focal-DRW-ICImbalance Ratio=1002020.10 | 21.63 | |
| LDAM-DRWImbalance Ratio=1002020.10 | 22.69 | |
| LDAM-DRWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 22.97 | |
| LDAM-DRWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 23.08 | |
| LDAM-HG-DRSBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 24.42 | |
| LDAM-HG-DRSBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 24.53 | |
| M-DRWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 24.94 | |
| CB FocalBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 25.43 | |
| CE-ICImbalance Ratio=1002020.10 | 25.61 | |
| Focal-ICImbalance Ratio=1002020.10 | 25.68 | |
| LDAMBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 26.65 | |
| HG-DRSBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 27.16 | |
| Focal-DRWImbalance Ratio=1002020.10 | 27.37 | |
| CB RWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 27.63 | |
| M-DRWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 27.67 | |
| CE-DRWImbalance Ratio=1002020.10 | 29.05 | |
| CB RSBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 29.45 | |
| FocalBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 29.62 | |
| ERMBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 29.64 | |
| HG-DRSBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 29.93 | |
| LDAMBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 33.42 | |
| CEImbalance Ratio=1002020.10 | 34.01 | |
| LDAMImbalance Ratio=1002020.10 | 34.42 | |
| FocalImbalance Ratio=1002020.10 | 34.89 | |
| CB FocalImbalance Ratio=1002020.10 | 36.07 | |
| FocalBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 36.09 | |
| ERMBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 36.7 | |
| CB CEImbalance Ratio=1002020.10 | 37.43 | |
| CB RWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 38.06 | |
| CB RSBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 38.14 | |
| CB FocalBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 39.73 |