Paper | Code | Error Rate | ModelName | ReleaseDate |
---|---|---|---|---|
Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data | ✓ Link | 8.44 | GLMC + SAM | 2022-12-28 |
SURE: SUrvey REcipes for building reliable and robust deep networks | ✓ Link | 9.78 | SURE(ResNet-32) | 2024-03-01 |
DeiT-LT Distillation Strikes Back for Vision Transformer Training on Long-Tailed Datasets | ✓ Link | 10.2 | DeiT-LT | 2024-04-03 |
Pure Noise to the Rescue of Insufficient Data: Improving Imbalanced Classification by Training on Random Noise Images | ✓ Link | 10.8 | OPeN (WideResNet-28-10) | 2021-12-16 |
MDCS: More Diverse Experts with Consistency Self-distillation for Long-tailed Recognition | ✓ Link | 11.7 | MDCS | 2023-08-19 |
Enhanced Long-Tailed Recognition with Contrastive CutMix Augmentation | ✓ Link | 12.0 | ConCutMix | 2024-07-06 |
Nested Collaborative Learning for Long-Tailed Visual Recognition | ✓ Link | 13.2 | NCL(ResNet32) | 2022-03-29 |
MetaSAug: Meta Semantic Augmentation for Long-Tailed Visual Recognition | ✓ Link | 15.66 | MetaSAug-LDAM | 2021-03-23 |