| 1 | LPT | 10.9 | Yes | LPT: Long-tailed Prompt Tuning for Image Classif... | 2022-10-03 | Code |
| 2 | LIFT (ViT-B/16, ImageNet-21K pre-training) | 10.9 | Yes | Long-Tail Learning with Foundation Model: Heavy ... | 2023-09-18 | Code |
| 3 | LIFT (ViT-B/16, CLIP) | 18.3 | Yes | Long-Tail Learning with Foundation Model: Heavy ... | 2023-09-18 | Code |
| 4 | VPT | 19 | Yes | Visual Prompt Tuning | 2022-03-23 | Code |
| 5 | BALLAD (ViT-B/16) | 22.2 | Yes | A Simple Long-Tailed Recognition Baseline via Vi... | 2021-11-29 | Code |
| 6 | GLMC + SAM | 40.99 | No | Escaping Saddle Points for Effective Generalizat... | 2022-12-28 | Code |
| 7 | GLMC+MaxNorm (ResNet-34, channel x4) | 41.59 | No | Global and Local Mixture Consistency Cumulative ... | 2023-05-15 | Code |
| 8 | GLMC (ResNet-34, channel x4) | 42.01 | No | Global and Local Mixture Consistency Cumulative ... | 2023-05-15 | Code |
| 9 | SURE(ResNet-32) | 43.66 | No | SURE: SUrvey REcipes for building reliable and r... | 2024-03-01 | Code |
| 10 | MDCS | 43.9 | No | MDCS: More Diverse Experts with Consistency Self... | 2023-08-19 | Code |
| 11 | DeiT-LT | 44.4 | No | DeiT-LT Distillation Strikes Back for Vision Tra... | 2024-04-03 | Code |
| 12 | NCL* + WGCC (ensemble) | 44.9 | No | - | - | - |
| 13 | OPeN (WideResNet-28-10) | 45.8 | No | Pure Noise to the Rescue of Insufficient Data: I... | 2021-12-16 | Code |
| 14 | GML (ResNet-32) | 46 | No | Long-Tailed Recognition by Mutual Information Ma... | 2023-05-02 | Code |
| 15 | BCL(ResNet-32) | 46.1 | No | Balanced Contrastive Learning for Long-Tailed Vi... | 2022-07-19 | Code |
| 16 | LTR-weight-balancing | 46.45 | No | Long-Tailed Recognition via Weight Balancing | 2022-03-27 | Code |
| 17 | PC | 46.59 | No | Learning Prototype Classifiers for Long-Tailed R... | 2023-02-01 | Code |
| 18 | NCL(ResNet32) | 46.7 | No | Nested Collaborative Learning for Long-Tailed Vi... | 2022-03-29 | Code |
| 19 | ConCutMix | 46.84 | No | Enhanced Long-Tailed Recognition with Contrastiv... | 2024-07-06 | Code |
| 20 | VS + ADRW + TLA | 46.95 | No | A Unified Generalization Analysis of Re-Weightin... | 2023-10-07 | Code |
| 21 | PaCo + SAM | 47 | No | Escaping Saddle Points for Effective Generalizat... | 2022-12-28 | Code |
| 22 | Difficulty-Net | 47.04 | No | Difficulty-Net: Learning to Predict Difficulty f... | 2022-09-07 | Code |
| 23 | Paco + BatchFormer | 47.6 | No | BatchFormer: Learning to Explore Sample Relation... | 2022-03-03 | Code |
| 24 | GLAG | 48.3 | No | Long-Tailed Classification with Gradual Balanced... | 2022-02-28 | - |
| 25 | Balanced + BatchFormer | 48.3 | No | BatchFormer: Learning to Explore Sample Relation... | 2022-03-03 | Code |
| 26 | PCL | 49.1 | No | Parametric Contrastive Learning | 2021-07-26 | Code |
| 27 | RIDE + CMO + Curvature Regularization | 49.3 | No | Predicting and Enhancing the Fairness of DNNs wi... | 2023-03-22 | Code |
| 28 | RIDE 3 experts + CMO | 50 | No | The Majority Can Help The Minority: Context-rich... | 2021-12-01 | Code |
| 29 | TADE | 50.2 | No | Self-Supervised Aggregation of Diverse Experts f... | 2021-07-20 | Code |
| 30 | TLC (4 Experts) | 50.2 | No | Trustworthy Long-Tailed Classification | 2021-11-17 | Code |
| 31 | ACE (4 experts) | 50.4 | No | ACE: Ally Complementary Experts for Solving Long... | 2021-08-05 | - |
| 32 | RIDE+distill | 50.9 | No | Long-tailed Recognition by Routing Diverse Distr... | 2020-10-05 | Code |
| 33 | GCL | 51.29 | No | Long-tailed Visual Recognition via Gaussian Clou... | 2023-05-19 | Code |
| 34 | DirMixE | 51.62 | No | Harnessing Hierarchical Label Distribution Varia... | 2024-05-13 | Code |
| 35 | MetaSAug-LDAM | 51.99 | No | MetaSAug: Meta Semantic Augmentation for Long-Ta... | 2021-03-23 | Code |
| 36 | RIDE | 52 | No | Long-tailed Recognition by Routing Diverse Distr... | 2020-10-05 | Code |
| 37 | DRO-LT | 52.67 | No | Distributional Robustness Loss for Long-tail Lea... | 2021-04-07 | - |
| 38 | LDAM-DRW + CMO | 52.8 | No | The Majority Can Help The Minority: Context-rich... | 2021-12-01 | Code |
| 39 | MiSLAS | 53 | No | Improving Calibration for Long-Tailed Recognition | 2021-04-01 | Code |
| 40 | Balanced Softmax + CMO | 53.4 | No | The Majority Can Help The Minority: Context-rich... | 2021-12-01 | Code |
| 41 | VS + SAM | 53.4 | No | Escaping Saddle Points for Effective Generalizat... | 2022-12-28 | Code |
| 42 | CBD+TailCalibX | 53.41 | No | Feature Generation for Long-tail Classification | 2021-11-10 | Code |
| 43 | Prior-LT | 53.59 | No | Towards Calibrated Model for Long-Tailed Visual ... | 2021-11-06 | Code |
| 44 | OTLM+CE (Resnet-32) | 53.9 | No | - | - | - |
| 45 | SSD | 54 | No | Self Supervision to Distillation for Long-Tailed... | 2021-09-09 | Code |
| 46 | MBJ | 54.2 | No | Memory-based Jitter: Improving Visual Recognitio... | 2020-08-22 | - |
| 47 | UniMix+Bayias (ResNet-32) | 54.55 | No | Towards Calibrated Model for Long-Tailed Visual ... | 2021-11-06 | Code |
| 48 | LADE | 54.6 | No | Disentangling Label Distribution for Long-tailed... | 2020-12-01 | Code |
| 49 | ETF Classifier + DR (Resnet) | 54.7 | No | Inducing Neural Collapse in Imbalanced Learning:... | 2022-03-17 | Code |
| 50 | FBL (Resnet-32) | 54.78 | No | Feature-Balanced Loss for Long-Tailed Visual Rec... | 2023-05-18 | Code |
| 51 | Hybrid-PSC | 55.03 | No | Contrastive Learning based Hybrid Networks for L... | 2021-03-26 | - |
| 52 | LDAM-DRW-RSG | 55.5 | No | RSG: A Simple but Effective Module for Learning ... | 2021-06-18 | Code |
| 53 | CE+DRS+GIT | 55.65 | No | Do Deep Networks Transfer Invariances Across Cla... | 2022-03-18 | Code |
| 54 | TSC(ResNet-32) | 56.2 | No | Targeted Supervised Contrastive Learning for Lon... | 2021-11-27 | Code |
| 55 | LDAM-DRW + WGCC | 56.4 | No | - | - | - |
| 56 | smDRAGON | 56.5 | No | From Generalized zero-shot learning to long-tail... | 2020-04-05 | Code |
| 57 | LDAM-DRW + SSP | 56.57 | No | Rethinking the Value of Labels for Improving Cla... | 2020-06-13 | Code |
| 58 | CE-DRW-IC | 56.9 | No | Posterior Re-calibration for Imbalanced Datasets | 2020-10-22 | - |
| 59 | CDB-loss | 57.43 | No | Class-Wise Difficulty-Balanced Loss for Solving ... | 2020-10-05 | Code |
| 60 | ELP | 57.6 | No | - | - | Code |
| 61 | LDAM-DRW | 57.96 | No | Learning Imbalanced Datasets with Label-Distribu... | 2019-06-18 | Code |
| 62 | CE-DRW | 58.9 | No | The Majority Can Help The Minority: Context-rich... | 2021-12-01 | Code |
| 63 | Cross-Entropy + Curvature Regularization | 59.5 | No | Predicting and Enhancing the Fairness of DNNs wi... | 2023-03-22 | Code |
| 64 | IBLLoss | 61.52 | No | Influence-Balanced Loss for Imbalanced Visual Cl... | 2021-10-06 | Code |
| 65 | Cross-Entropy (CE) | 61.68 | No | Class-Balanced Loss Based on Effective Number of... | 2019-01-16 | Code |
| 66 | Cross-Entropy (CE) | 62.75 | No | Revisiting Long-tailed Image Classification: Sur... | 2023-02-03 | - |