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Identifying and Compensating for Feature Deviation in Imbalanced Deep Learning

6 January 2020

Han-Jia Ye

Hong-You Chen

De-Chuan Zhan

Wei-Lun Chao

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Papers citing "Identifying and Compensating for Feature Deviation in Imbalanced Deep Learning"

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Title
Compositional Attribute Imbalance in Vision Datasets Jiayi Chen Yanbiao Ma Andi Zhang Weidong Tang Wei-Ming Dai Bowei Liu CoGe 137 1 0 17 Jun 2025
Sub-Clustering for Class Distance Recalculation in Long-Tailed Drug Classification Yujia Su Xinjie Li Lionel Z. Wang 174 0 0 07 Apr 2025
Deep Minimax Classifiers for Imbalanced Datasets with a Small Number of Minority SamplesIEEE Journal on Selected Topics in Signal Processing (JSTSP), 2025 Hansung Choi Daewon Seo 175 0 0 24 Feb 2025
The Fair Language Model Paradox Andrea Pinto Tomer Galanti Randall Balestriero 192 2 0 15 Oct 2024
Fractal Calibration for long-tailed object detectionComputer Vision and Pattern Recognition (CVPR), 2024 Konstantinos Panagiotis Alexandridis Ismail Elezi Jiankang Deng Anh H. Nguyen Shan Luo 882 2 0 15 Oct 2024
Training Over a Distribution of Hyperparameters for Enhanced Performance and Adaptability on Imbalanced Classification Kelsey Lieberman Swarna Kamlam Ravindran Shuai Yuan Carlo Tomasi OOD 180 0 0 04 Oct 2024
Multiplicative Logit Adjustment Approximates Neural-Collapse-Aware Decision Boundary AdjustmentInternational Conference on Learning Representations (ICLR), 2024 Naoya Hasegawa Issei Sato 333 1 0 26 Sep 2024
Ultra-imbalanced classification guided by statistical information Yin Jin Ningtao Wang Ruofan Wu Pengfei Shi Xing Fu Weiqiang Wang 155 0 0 06 Sep 2024
Harnessing Hierarchical Label Distribution Variations in Test Agnostic Long-tail RecognitionInternational Conference on Machine Learning (ICML), 2024 Zhiyong Yang Qianqian Xu Zitai Wang Sicong Li Boyu Han Shilong Bao Xiaochun Cao Qingming Huang 183 16 0 13 May 2024
A Survey of Deep Long-Tail Classification Advancements Charika De Alvis Suranga Seneviratne 195 9 0 24 Apr 2024
A replica analysis of under-bagging Takashi Takahashi 298 3 0 15 Apr 2024
Class Similarity Transition: Decoupling Class Similarities and Imbalance from Generalized Few-shot Segmentation Shihong Wang Ruixun Liu Kaiyu Li Jiawei Jiang Xiangyong Cao 164 3 0 08 Apr 2024
DeiT-LT Distillation Strikes Back for Vision Transformer Training on Long-Tailed DatasetsComputer Vision and Pattern Recognition (CVPR), 2024 Harsh Rangwani Pradipto Mondal Mayank Mishra Ashish Ramayee Asokan R. V. Babu 144 16 0 03 Apr 2024
Delving into the Trajectory Long-tail Distribution for Muti-object TrackingComputer Vision and Pattern Recognition (CVPR), 2024 Sijia Chen En Yu Jinyang Li Wenbing Tao DiffM 262 22 0 07 Mar 2024
Revisiting Confidence Estimation: Towards Reliable Failure Prediction Fei Zhu Xu-Yao Zhang Zhen Cheng Cheng-Lin Liu UQCV 211 15 0 05 Mar 2024
Optimizing for ROC Curves on Class-Imbalanced Data by Training over a Family of Loss Functions Kelsey Lieberman Shuai Yuan Swarna Kamlam Ravindran Carlo Tomasi 252 0 0 08 Feb 2024
Class-attribute Priors: Adapting Optimization to Heterogeneity and Fairness ObjectiveAAAI Conference on Artificial Intelligence (AAAI), 2024 Xuechen Zhang Mingchen Li Jiasi Chen Christos Thrampoulidis Samet Oymak 194 3 0 25 Jan 2024
Neural Collapse for Cross-entropy Class-Imbalanced Learning with Unconstrained ReLU Feature ModelInternational Conference on Machine Learning (ICML), 2024 Hien Dang Tho Tran Tan Minh Nguyen Nhat Ho 231 16 0 04 Jan 2024
Twice Class Bias Correction for Imbalanced Semi-Supervised Learning Lan Li Bowen Tao Lu Han De-Chuan Zhan Han-jia Ye SSL 127 5 0 27 Dec 2023
Online Continual Learning via Logit Adjusted Softmax Zhehao Huang Tao Li Chenhe Yuan Yingwen Wu Xiaolin Huang CLL 135 3 0 11 Nov 2023
Uncertainty-guided Boundary Learning for Imbalanced Social Event DetectionIEEE Transactions on Knowledge and Data Engineering (TKDE), 2023 Jiaqian Ren Hao Peng Lei Jiang Zhiwei Liu Jia Wu Zhengtao Yu Phillp S. Yu 206 24 0 30 Oct 2023
A Unified Generalization Analysis of Re-Weighting and Logit-Adjustment for Imbalanced LearningNeural Information Processing Systems (NeurIPS), 2023 Zitai Wang Qianqian Xu Zhiyong Yang Yuan He Xiaochun Cao Qingming Huang 152 33 0 07 Oct 2023
Engineering the Neural Collapse Geometry of Supervised-Contrastive LossIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Jaidev Gill V. Vakilian Christos Thrampoulidis 148 4 0 02 Oct 2023
From SMOTE to Mixup for Deep Imbalanced ClassificationInternational Conference on Technologies and Applications of Artificial Intelligence (TAAI), 2023 Wei Cheng Tan-Ha Mai Hsuan-Tien Lin 131 8 0 29 Aug 2023
NCL++: Nested Collaborative Learning for Long-Tailed Visual RecognitionPattern Recognition (Pattern Recogn.), 2023 Zichang Tan Jun Yu Li Jinhao Du Jun Wan Zhen Lei Guodong Guo VLM 278 30 0 29 Jun 2023
Subclass-balancing Contrastive Learning for Long-tailed RecognitionIEEE International Conference on Computer Vision (ICCV), 2023 Chengkai Hou Jieyu Zhang Hong Wang Wanrong Zhu 158 43 0 28 Jun 2023
Wrapped Cauchy Distributed Angular Softmax for Long-Tailed Visual RecognitionInternational Conference on Machine Learning (ICML), 2023 Boran Han 131 14 0 30 May 2023
Predicting and Enhancing the Fairness of DNNs with the Curvature of Perceptual ManifoldsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Yanbiao Ma Licheng Jiao Fan Liu Maoji Wen Lingling Li Wenping Ma Shuyuan Yang Xu Liu Puhua Chen 278 12 0 22 Mar 2023
On the Implicit Geometry of Cross-Entropy Parameterizations for Label-Imbalanced DataInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Tina Behnia Ganesh Ramachandra Kini V. Vakilian Christos Thrampoulidis 254 19 0 14 Mar 2023
General Loss Functions Lead to (Approximate) Interpolation in High Dimensions Kuo-Wei Lai Vidya Muthukumar 180 5 0 13 Mar 2023
Investigating Group Distributionally Robust Optimization for Deep Imbalanced Learning: A Case Study of Binary Tabular Data ClassificationInternational Journal of Advanced Computer Science and Applications (IJACSA), 2023 Ismail B. Mustapha S. Hasan Hatem S Y Nabbus M. Montaser S. Olatunji Siti Maryam Shamsuddin OOD 123 2 0 04 Mar 2023
Escaping Saddle Points for Effective Generalization on Class-Imbalanced DataNeural Information Processing Systems (NeurIPS), 2022 Harsh Rangwani Sumukh K Aithal Mayank Mishra R. Venkatesh Babu 182 37 0 28 Dec 2022
Leveraging Angular Information Between Feature and Classifier for Long-tailed Learning: A Prediction Reformulation Approach Haoxu Wang Junchi Yan 156 1 0 03 Dec 2022
Understanding CNN Fragility When Learning With Imbalanced DataMachine-mediated learning (ML), 2022 Damien Dablain Kristen N. Jacobson C. Bellinger Mark Roberts Nitesh Chawla 160 52 0 17 Oct 2022
Adaptive Ranking-based Sample Selection for Weakly Supervised Class-imbalanced Text ClassificationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Linxin Song Jieyu Zhang Tianxiang Yang M. Goto 195 11 0 06 Oct 2022
Importance Tempering: Group Robustness for Overparameterized Models Yiping Lu Wenlong Ji Zachary Izzo Lexing Ying 191 7 0 19 Sep 2022
ImDrug: A Benchmark for Deep Imbalanced Learning in AI-aided Drug Discovery Lanqing Li Li Zeng Zi-Chao Gao Shen Yuan Yatao Bian ... Wei Liu Hongteng Xu Jia Li P. Zhao Pheng-Ann Heng VLM 139 4 0 16 Sep 2022
Data Augmentation by Selecting Mixed Classes Considering Distance Between Classes Shungo Fujii Yasunori Ishii Kazuki Kozuka Tsubasa Hirakawa Takayoshi Yamashita H. Fujiyoshi 153 2 0 12 Sep 2022
Inverse Image Frequency for Long-tailed Image RecognitionIEEE Transactions on Image Processing (IEEE TIP), 2022 Konstantinos Panagiotis Alexandridis Shang Luo Anh H. Nguyen Jiankang Deng Stefanos Zafeiriou 181 17 0 11 Sep 2022
Towards Calibrated Hyper-Sphere Representation via Distribution Overlap Coefficient for Long-tailed LearningEuropean Conference on Computer Vision (ECCV), 2022 Hualiang Wang Siming Fu Xiaoxuan He Han Fang Zuozhu Liu Haoji Hu 166 23 0 22 Aug 2022
Open Long-Tailed Recognition in a Dynamic WorldIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Ziwei Liu Zhongqi Miao Xiaohang Zhan Jiayun Wang Boqing Gong Stella X. Yu VLM 148 35 0 17 Aug 2022
Imbalance Trouble: Revisiting Neural-Collapse GeometryNeural Information Processing Systems (NeurIPS), 2022 Christos Thrampoulidis Ganesh Ramachandra Kini V. Vakilian Tina Behnia 165 84 0 10 Aug 2022
Efficient Augmentation for Imbalanced Deep LearningIEEE International Conference on Data Engineering (ICDE), 2022 Damien Dablain C. Bellinger Bartosz Krawczyk Nitesh Chawla 278 12 0 13 Jul 2022
Solutions for Fine-grained and Long-tailed Snake Species Recognition in SnakeCLEF 2022Conference and Labs of the Evaluation Forum (CLEF), 2022 Cheng Zou Furong Xu Meng Wang Wenqi Li Yuan Cheng 98 6 0 04 Jul 2022
On how to avoid exacerbating spurious correlations when models are overparameterizedInternational Symposium on Information Theory (ISIT), 2022 Tina Behnia Ke Wang Christos Thrampoulidis 152 3 0 25 Jun 2022
Balanced Product of Calibrated Experts for Long-Tailed RecognitionComputer Vision and Pattern Recognition (CVPR), 2022 Emanuel Sanchez Aimar Arvi Jonnarth Michael Felsberg Marco Kuhlmann 174 35 0 10 Jun 2022
Long-tailed Recognition by Learning from Latent Categories Weide Liu Zhonghua Wu Yiming Wang Henghui Ding Fayao Liu Jie Lin Guosheng Lin 333 5 0 02 Jun 2022
ELM: Embedding and Logit Margins for Long-Tail Learning Wittawat Jitkrittum A. Menon A. S. Rawat Surinder Kumar 139 13 0 27 Apr 2022
Nested Collaborative Learning for Long-Tailed Visual RecognitionComputer Vision and Pattern Recognition (CVPR), 2022 Jun Li Zichang Tan Jun Wan Zhen Lei Guodong Guo 177 111 0 29 Mar 2022
Understanding Why Generalized Reweighting Does Not Improve Over ERMInternational Conference on Learning Representations (ICLR), 2022 Runtian Zhai Chen Dan Zico Kolter Pradeep Ravikumar OOD 371 32 0 28 Jan 2022