Imbalanced Learning

RareGAN: Generating Samples for Rare Classes AAAI 2022 SoLar: Sinkhorn Label Refinery for Imbalanced Partial-Label Learning NeurIPS 2022 Targeted Supervised Contrastive Learning for Long-Tailed Recognition CVPR 2022 Uncertainty-Aware Learning against Label Noise on Imbalanced Datasets AAAI 2022 Under-bagging Nearest Neighbors for Imbalanced Classification JMLR 2022 Addressing Class Imbalance in Federated Learning AAAI 2021 Background Splitting: Finding Rare Classes in a Sea of Background CVPR 2021 Building Decision Tree for Imbalanced Classification via Deep Reinforcement Learning ACML 2021 Dynamic Class Queue for Large Scale Face Recognition in the Wild CVPR 2021 Equalization Loss v2: A New Gradient Balance Approach for Long-Tailed Object Detection CVPR 2021 ExNN-SMOTE: Extended Natural Neighbors Based SMOTE to Deal with Imbalanced Data ACML 2021 Label-Imbalanced and Group-Sensitive Classification under Overparameterization NeurIPS 2021 Learn to Predict Vertical Track Irregularity with Extremely Imbalanced Data ACML 2021 Long-Tailed Multi-Label Visual Recognition by Collaborative Training on Uniform and Re-Balanced Samplings CVPR 2021 Nonuniform Negative Sampling and Log Odds Correction with Rare Events Data NeurIPS 2021 PML: Progressive Margin Loss for Long-Tailed Age Classification CVPR 2021 RSG: A Simple but Effective Module for Learning Imbalanced Datasets CVPR 2021 Supercharging Imbalanced Data Learning With Energy-based Contrastive Representation Transfer NeurIPS 2021 Towards Balanced Defect Prediction with Better Information Propagation AAAI 2021 Dice Loss for Data-imbalanced NLP Tasks ACL 2020 Distribution Aligning Refinery of Pseudo-label for Imbalanced Semi-supervised Learning NeurIPS 2020 Equalization Loss for Long-Tailed Object Recognition CVPR 2020 GAMIN: Generative Adversarial Multiple Imputation Network for Highly Missing Data CVPR 2020 HINT3: Raising the bar for Intent Detection in the Wild EMNLP 2020 Large-Scale Object Detection in the Wild From Imbalanced Multi-Labels CVPR 2020