Metric: Error Rate (lower is better)
| # | Model↕ | Error Rate▲ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GLMC + SAM | 8.44 | No | Escaping Saddle Points for Effective Generalizat... | 2022-12-28 | Code |
| 2 | SURE(ResNet-32) | 9.78 | No | SURE: SUrvey REcipes for building reliable and r... | 2024-03-01 | Code |
| 3 | DeiT-LT | 10.2 | No | DeiT-LT Distillation Strikes Back for Vision Tra... | 2024-04-03 | Code |
| 4 | OPeN (WideResNet-28-10) | 10.8 | No | Pure Noise to the Rescue of Insufficient Data: I... | 2021-12-16 | Code |
| 5 | MDCS | 11.7 | No | MDCS: More Diverse Experts with Consistency Self... | 2023-08-19 | Code |
| 6 | ConCutMix | 12 | No | Enhanced Long-Tailed Recognition with Contrastiv... | 2024-07-06 | Code |
| 7 | NCL(ResNet32) | 13.2 | No | Nested Collaborative Learning for Long-Tailed Vi... | 2022-03-29 | Code |
| 8 | MetaSAug-LDAM | 15.66 | No | MetaSAug: Meta Semantic Augmentation for Long-Ta... | 2021-03-23 | Code |