Image Classification on Imbalanced CIFAR-100 (val)
40.07Top-1 ErrorCE-DRW-IC
Evaluation Results
| Method | Links | |
|---|---|---|
| CE-DRW-ICImbalance Ratio=102020.10 | 40.07 | |
| LDAM-DRWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 40.54 | |
| CE-ICImbalance Ratio=102020.10 | 40.64 | |
| CE-DRWImbalance Ratio=102020.10 | 40.65 | |
| Focal-ICImbalance Ratio=102020.10 | 40.7 | |
| LDAM-DRWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 41.29 | |
| Focal-DRWImbalance Ratio=102020.10 | 41.93 | |
| Focal-DRW-ICImbalance Ratio=102020.10 | 41.93 | |
| CB FocalBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 42.01 | |
| CB RWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 42.88 | |
| LDAMBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 43.09 | |
| LDAM-DRWImbalance Ratio=102020.10 | 43.49 | |
| LDAMBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 43.73 | |
| M-DRWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 43.78 | |
| FocalBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 44.22 | |
| ERMBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 44.3 | |
| M-DRWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 44.72 | |
| CB RSBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=102019.06 | 44.94 | |
| CEImbalance Ratio=102020.10 | 45.33 | |
| ERMBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 45.37 | |
| FocalImbalance Ratio=102020.10 | 45.62 | |
| FocalBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 46.54 | |
| CB FocalImbalance Ratio=102020.10 | 46.84 | |
| CB RSBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 46.92 | |
| CB CEImbalance Ratio=102020.10 | 47.28 | |
| CB RWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 47.52 | |
| LDAMImbalance Ratio=102020.10 | 49.2 | |
| CB FocalBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=102019.06 | 49.98 | |
| Focal-ICImbalance Ratio=1002020.10 | 52.73 | |
| CE-ICImbalance Ratio=1002020.10 | 53.48 | |
| LDAM-DRWImbalance Ratio=1002020.10 | 54.3 | |
| CE-DRW-ICImbalance Ratio=1002020.10 | 54.4 | |
| LDAM-DRWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 54.64 | |
| CE-DRWImbalance Ratio=1002020.10 | 55.7 | |
| Focal-DRW-ICImbalance Ratio=1002020.10 | 56.89 | |
| LDAM-DRWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 57.96 | |
| M-DRWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 58.91 | |
| M-DRWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 59.49 | |
| LDAMBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 60.4 | |
| LDAMBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 60.42 | |
| LDAMImbalance Ratio=1002020.10 | 60.59 | |
| CEImbalance Ratio=1002020.10 | 61.28 | |
| FocalBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 61.43 | |
| ERMBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 61.45 | |
| FocalImbalance Ratio=1002020.10 | 61.49 | |
| FocalBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 61.59 | |
| Focal-DRWImbalance Ratio=1002020.10 | 61.63 | |
| ERMBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 61.68 | |
| CB FocalBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 63.98 | |
| CB RWBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 66.01 | |
| CB RSBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 66.23 | |
| CB RSBackbone=ResNet-32, Imbalance Type=long-tailed, Imbalance Ratio=1002019.06 | 66.56 | |
| CB FocalImbalance Ratio=1002020.10 | 78.14 | |
| CB RWBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 78.69 | |
| CB FocalBackbone=ResNet-32, Imbalance Type=step, Imbalance Ratio=1002019.06 | 80.24 | |
| CB CEImbalance Ratio=1002020.10 | 80.4 |