Image Classification on CIFAR-10 Long-tailed (val)
91.75Top-1 AccFeature Space Augmentation
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Feature Space AugmentationBackbone=ResNet-18, Imbalance factor=102020.08 | 91.75 | — | — | — | — | |
| Feature Space AugmentationBackbone=ResNet-34, Imbalance factor=102020.08 | 91.2 | — | — | — | — | |
| BaselineBackbone=ResNet-34, Imbalance factor=102020.08 | 91.03 | — | — | — | — | |
| CBBackbone=ResNet-34, Imbalance factor=10, beta=0.92020.08 | 91.03 | — | — | — | — | |
| CBBackbone=ResNet-18, Imbalance factor=10, beta=0.92020.08 | 90.79 | — | — | — | — | |
| FLBackbone=ResNet-34, Imbalance factor=10, gamma=0.52020.08 | 90.76 | — | — | — | — | |
| CBBackbone=ResNet-34, Imbalance factor=10, beta=0.9992020.08 | 90.74 | — | — | — | — | |
| BaselineBackbone=ResNet-18, Imbalance factor=102020.08 | 90.73 | — | — | — | — | |
| FLBackbone=ResNet-34, Imbalance factor=10, gamma=1.02020.08 | 90.7 | — | — | — | — | |
| CBBackbone=ResNet-34, Imbalance factor=10, beta=0.99992020.08 | 90.69 | — | — | — | — | |
| FLBackbone=ResNet-18, Imbalance factor=10, gamma=0.52020.08 | 90.66 | — | — | — | — | |
| FLBackbone=ResNet-18, Imbalance factor=10, gamma=1.02020.08 | 90.59 | — | — | — | — | |
| CBBackbone=ResNet-18, Imbalance factor=10, beta=0.9992020.08 | 90.54 | — | — | — | — | |
| FLBackbone=ResNet-18, Imbalance factor=10, gamma=2.02020.08 | 90.5 | — | — | — | — | |
| FLBackbone=ResNet-34, Imbalance factor=10, gamma=2.02020.08 | 90.08 | — | — | — | — | |
| CBBackbone=ResNet-18, Imbalance factor=10, beta=0.99992020.08 | 89.61 | — | — | — | — | |
| SLABackbone=ResNet-18, Imbalance factor=102020.08 | 89.58 | — | — | — | — | |
| Feature Space AugmentationBackbone=ResNet-34, Imbalance factor=202020.08 | 89.26 | — | — | — | — | |
| Feature Space AugmentationBackbone=ResNet-18, Imbalance factor=202020.08 | 88.54 | — | — | — | — | |
| BaselineBackbone=ResNet-34, Imbalance factor=202020.08 | 87.32 | — | — | — | — | |
| BaselineBackbone=ResNet-18, Imbalance factor=202020.08 | 87.24 | — | — | — | — | |
| CBBackbone=ResNet-34, Imbalance factor=20, beta=0.9992020.08 | 87.24 | — | — | — | — | |
| FLBackbone=ResNet-34, Imbalance factor=20, gamma=1.02020.08 | 87.24 | — | — | — | — | |
| CBBackbone=ResNet-34, Imbalance factor=20, beta=0.92020.08 | 87.18 | — | — | — | — | |
| FLBackbone=ResNet-34, Imbalance factor=20, gamma=0.52020.08 | 87.18 | — | — | — | — | |
| CBBackbone=ResNet-34, Imbalance factor=20, beta=0.99992020.08 | 86.9 | — | — | — | — | |
| FLBackbone=ResNet-34, Imbalance factor=20, gamma=2.02020.08 | 86.9 | — | — | — | — | |
| CBBackbone=ResNet-18, Imbalance factor=20, beta=0.9992020.08 | 86.83 | — | — | — | — | |
| FLBackbone=ResNet-18, Imbalance factor=20, gamma=1.02020.08 | 86.83 | — | — | — | — | |
| CBBackbone=ResNet-18, Imbalance factor=20, beta=0.92020.08 | 86.61 | — | — | — | — | |
| FLBackbone=ResNet-18, Imbalance factor=20, gamma=0.52020.08 | 86.61 | — | — | — | — | |
| CBBackbone=ResNet-18, Imbalance factor=20, beta=0.99992020.08 | 86.05 | — | — | — | — | |
| FLBackbone=ResNet-18, Imbalance factor=20, gamma=2.02020.08 | 86.05 | — | — | — | — | |
| Feature Space AugmentationBackbone=ResNet-18, Imbalance factor=502020.08 | 84.51 | — | — | — | — | |
| Feature Space AugmentationBackbone=ResNet-34, Imbalance factor=502020.08 | 84.49 | — | — | — | — | |
| BaselineBackbone=ResNet-34, Imbalance factor=502020.08 | 82.74 | — | — | — | — | |
| CBBackbone=ResNet-34, Imbalance factor=50, beta=0.92020.08 | 82.48 | — | — | — | — | |
| FLBackbone=ResNet-34, Imbalance factor=50, gamma=2.02020.08 | 82.44 | — | — | — | — | |
| BaselineBackbone=ResNet-18, Imbalance factor=502020.08 | 82.32 | — | — | — | — | |
| Feature Space AugmentationBackbone=ResNet-34, Imbalance factor=1002020.08 | 82.06 | — | — | — | — | |
| FLBackbone=ResNet-34, Imbalance factor=50, gamma=0.52020.08 | 81.91 | — | — | — | — | |
| CBBackbone=ResNet-18, Imbalance factor=50, beta=0.92020.08 | 81.9 | — | — | — | — | |
| CBBackbone=ResNet-18, Imbalance factor=50, beta=0.9992020.08 | 81.81 | — | — | — | — | |
| FLBackbone=ResNet-18, Imbalance factor=50, gamma=1.02020.08 | 81.79 | — | — | — | — | |
| CBBackbone=ResNet-34, Imbalance factor=50, beta=0.9992020.08 | 81.66 | — | — | — | — | |
| FLBackbone=ResNet-18, Imbalance factor=50, gamma=0.52020.08 | 81.55 | — | — | — | — | |
| FLBackbone=ResNet-34, Imbalance factor=50, gamma=1.02020.08 | 81.34 | — | — | — | — | |
| FLBackbone=ResNet-18, Imbalance factor=50, gamma=2.02020.08 | 81.25 | — | — | — | — | |
| CBBackbone=ResNet-34, Imbalance factor=50, beta=0.99992020.08 | 81.06 | — | — | — | — | |
| Feature Space AugmentationBackbone=ResNet-18, Imbalance factor=1002020.08 | 80.57 | — | — | — | — | |
| CBBackbone=ResNet-18, Imbalance factor=50, beta=0.99992020.08 | 80.4 | — | — | — | — | |
| SLABackbone=ResNet-34, Imbalance factor=1002020.08 | 80.24 | — | — | — | — | |
| BaselineBackbone=ResNet-34, Imbalance factor=1002020.08 | 78.58 | — | — | — | — | |
| Feature Space AugmentationBackbone=ResNet-18, Imbalance factor=2002020.08 | 77.06 | — | — | — | — | |
| FLBackbone=ResNet-34, Imbalance factor=100, gamma=0.52020.08 | 76.5 | — | — | — | — | |
| FLBackbone=ResNet-34, Imbalance factor=100, gamma=1.02020.08 | 76.44 | — | — | — | — | |
| CBBackbone=ResNet-18, Imbalance factor=100, beta=0.9992020.08 | 76.4 | — | — | — | — | |
| CBBackbone=ResNet-34, Imbalance factor=100, beta=0.92020.08 | 75.99 | — | — | — | — | |
| CBBackbone=ResNet-34, Imbalance factor=100, beta=0.99992020.08 | 75.74 | — | — | — | — | |
| FLBackbone=ResNet-34, Imbalance factor=100, gamma=2.02020.08 | 75.58 | — | — | — | — | |
| Feature Space AugmentationBackbone=ResNet-34, Imbalance factor=2002020.08 | 75.52 | — | — | — | — | |
| BaselineBackbone=ResNet-18, Imbalance factor=1002020.08 | 75.16 | — | — | — | — | |
| CBBackbone=ResNet-18, Imbalance factor=100, beta=0.92020.08 | 75.16 | — | — | — | — | |
| FLBackbone=ResNet-18, Imbalance factor=100, gamma=2.02020.08 | 75.13 | — | — | — | — | |
| CBBackbone=ResNet-18, Imbalance factor=100, beta=0.99992020.08 | 75.04 | — | — | — | — | |
| FLBackbone=ResNet-18, Imbalance factor=100, gamma=0.52020.08 | 74.99 | — | — | — | — | |
| CBBackbone=ResNet-34, Imbalance factor=100, beta=0.9992020.08 | 74.85 | — | — | — | — | |
| FLBackbone=ResNet-18, Imbalance factor=100, gamma=1.02020.08 | 74.07 | — | — | — | — | |
| BaselineBackbone=ResNet-34, Imbalance factor=2002020.08 | 71.42 | — | — | — | — | |
| BaselineBackbone=ResNet-18, Imbalance factor=2002020.08 | 70.22 | — | — | — | — | |
| CBBackbone=ResNet-34, Imbalance factor=200, beta=0.9992020.08 | 70.08 | — | — | — | — | |
| FLBackbone=ResNet-34, Imbalance factor=200, gamma=1.02020.08 | 70.02 | — | — | — | — | |
| CBBackbone=ResNet-34, Imbalance factor=200, beta=0.92020.08 | 70 | — | — | — | — | |
| FLBackbone=ResNet-34, Imbalance factor=200, gamma=0.52020.08 | 69.87 | — | — | — | — | |
| FLBackbone=ResNet-34, Imbalance factor=200, gamma=2.02020.08 | 69.87 | — | — | — | — | |
| CBBackbone=ResNet-18, Imbalance factor=200, beta=0.9992020.08 | 69.83 | — | — | — | — | |
| CBBackbone=ResNet-18, Imbalance factor=200, beta=0.99992020.08 | 69.21 | — | — | — | — | |
| CBBackbone=ResNet-18, Imbalance factor=200, beta=0.92020.08 | 69.16 | — | — | — | — | |
| FLBackbone=ResNet-18, Imbalance factor=200, gamma=0.52020.08 | 69.06 | — | — | — | — | |
| CBBackbone=ResNet-34, Imbalance factor=200, beta=0.99992020.08 | 68.79 | — | — | — | — | |
| FLBackbone=ResNet-18, Imbalance factor=200, gamma=2.02020.08 | 68.27 | — | — | — | — | |
| FLBackbone=ResNet-18, Imbalance factor=200, gamma=1.02020.08 | 68.23 | — | — | — | — | |
| BBNBackbone=ResNet-322019.12 | — | 20.18 | 17.82 | 11.68 | — | |
| BNNImbalance Ratio=1002020.10 | — | — | — | — | 20.18 | |
| BNNImbalance Ratio=102020.10 | — | — | — | — | 11.58 | |
| CB CEImbalance Ratio=1002020.10 | — | — | — | — | 26.77 | |
| CB CEImbalance Ratio=102020.10 | — | — | — | — | 12.37 | |
| CB FocalImbalance Ratio=1002020.10 | — | — | — | — | 25.93 | |
| CB FocalImbalance Ratio=102020.10 | — | — | — | — | 13.06 | |
| CB-FocalBackbone=ResNet-322019.12 | — | 25.43 | 20.73 | 12.9 | — | |
| CEBackbone=ResNet-322019.12 | — | 29.64 | 25.19 | 13.61 | — | |
| CEImbalance Ratio=1002020.10 | — | — | — | — | 28.48 | |
| CEImbalance Ratio=102020.10 | — | — | — | — | 13.47 | |
| CE-DRSBackbone=ResNet-322019.12 | — | 24.39 | 20.19 | 12.62 | — | |
| CE-DRWBackbone=ResNet-322019.12 | — | 23.66 | 20.03 | 12.44 | — | |
| CE-DRWImbalance Ratio=1002020.10 | — | — | — | — | 23.78 | |
| CE-DRWImbalance Ratio=102020.10 | — | — | — | — | 11.85 | |
| CE-DRW-ICImbalance Ratio=1002020.10 | — | — | — | — | 18.91 | |
| CE-DRW-ICImbalance Ratio=102020.10 | — | — | — | — | 11.44 | |
| CE-ICImbalance Ratio=1002020.10 | — | — | — | — | 20.14 |