Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss

18 June 2019

Adrien Gaidon

Papers citing "Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss"

50 / 316 papers shown

Title
Imbalance Trouble: Revisiting Neural-Collapse Geometry Christos Thrampoulidis Ganesh Ramachandra Kini V. Vakilian Tina Behnia 35 70 0 10 Aug 2022
RDA: Reciprocal Distribution Alignment for Robust Semi-supervised Learning Yue Duan Lei Qi Lei Wang Luping Zhou Yinghuan Shi OOD 29 11 0 09 Aug 2022
Learning to Re-weight Examples with Optimal Transport for Imbalanced Classification D. Guo Zhuo Li Meixi Zheng He Zhao Mingyuan Zhou H. Zha 40 24 0 05 Aug 2022
Class-Difficulty Based Methods for Long-Tailed Visual Recognition Saptarshi Sinha Hiroki Ohashi Katsuyuki Nakamura 27 31 0 29 Jul 2022
Imbalanced Semi-supervised Learning with Bias Adaptive Classifier Renzhen Wang Xixi Jia Quanziang Wang Yichen Wu Deyu Meng 25 16 0 28 Jul 2022
Long-tailed Instance Segmentation using Gumbel Optimized Loss Konstantinos Panagiotis Alexandridis Jiankang Deng A. Nguyen Shang Luo 38 22 0 22 Jul 2022
Two-Stage Fine-Tuning: A Novel Strategy for Learning Class-Imbalanced Data Taha ValizadehAslani Yiwen Shi Jing Wang Ping Ren Yi Zhang Meng Hu Lianggong Zhao Hualou Liang 36 7 0 22 Jul 2022
Estimating Model Performance under Domain Shifts with Class-Specific Confidence Scores Zeju Li Konstantinos Kamnitsas Mobarakol Islam Chen Chen Ben Glocker 30 9 0 20 Jul 2022
Invariant Feature Learning for Generalized Long-Tailed Classification Kaihua Tang Mingyuan Tao Jiaxin Qi Zhenguang Liu Hanwang Zhang VLM 32 53 0 19 Jul 2022
Balanced Contrastive Learning for Long-Tailed Visual Recognition Jianggang Zhu Zhilin Wang Jingjing Chen Yi-Ping Phoebe Chen Yueping Jiang 27 168 0 19 Jul 2022
Rank-based Decomposable Losses in Machine Learning: A Survey Shu Hu Xin Wang Siwei Lyu 40 32 0 18 Jul 2022
Learning Discriminative Representation via Metric Learning for Imbalanced Medical Image Classification Chenghua Zeng Huijuan Lu Kanghao Chen Ruixuan Wang Weishi Zheng 39 2 0 14 Jul 2022
Towards A Holistic View of Bias in Machine Learning: Bridging Algorithmic Fairness and Imbalanced Learning Damien Dablain Bartosz Krawczyk Nitesh Chawla FaML 26 20 0 13 Jul 2022
Efficient Augmentation for Imbalanced Deep Learning Damien Dablain C. Bellinger Bartosz Krawczyk Nitesh Chawla 34 7 0 13 Jul 2022
PCCT: Progressive Class-Center Triplet Loss for Imbalanced Medical Image Classification Kanghao Chen Weixian Lei Rong Zhang Shen Zhao Weishi Zheng Ruixuan Wang OOD 19 20 0 11 Jul 2022
Adaptive Fine-Grained Predicates Learning for Scene Graph Generation Xinyu Lyu Lianli Gao Pengpeng Zeng Hengtao Shen Jingkuan Song 44 18 0 11 Jul 2022
Benchmark Dataset for Precipitation Forecasting by Post-Processing the Numerical Weather Prediction Taehyeon Kim Namgyu Ho Donggyu Kim Se-Young Yun BDL 20 6 0 30 Jun 2022
Towards Federated Long-Tailed Learning Zihan Chen Songshan Liu Hualiang Wang Howard H. Yang Tony Q.S. Quek Zuozhu Liu FedML 28 10 0 30 Jun 2022
Maximum Class Separation as Inductive Bias in One Matrix Tejaswi Kasarla Gertjan J. Burghouts Max van Spengler Elise van der Pol Rita Cucchiara Pascal Mettes 28 22 0 17 Jun 2022
Learning Imbalanced Datasets with Maximum Margin Loss Haeyong Kang Thang Vu Chang D. Yoo 21 18 0 11 Jun 2022
Balanced Product of Calibrated Experts for Long-Tailed Recognition Emanuel Sanchez Aimar Arvi Jonnarth M. Felsberg Marco Kuhlmann 28 22 0 10 Jun 2022
FIFA: Making Fairness More Generalizable in Classifiers Trained on Imbalanced Data Zhun Deng Jiayao Zhang Linjun Zhang Ting Ye Yates Coley Weijie J. Su James Zou 43 16 0 06 Jun 2022
Few-Shot Adaptation of Pre-Trained Networks for Domain Shift Wenyu Zhang Li Shen Wanyue Zhang Chuan-Sheng Foo TTA 60 18 0 30 May 2022
A Survey on Long-Tailed Visual Recognition Lu Yang He Jiang Q. Song Jun Guo 27 123 0 27 May 2022
Importance Weighted Structure Learning for Scene Graph Generation Daqing Liu M. Bober J. Kittler 29 5 0 14 May 2022
Optimising Equal Opportunity Fairness in Model Training Aili Shen Xudong Han Trevor Cohn Timothy Baldwin Lea Frermann FaML 32 28 0 05 May 2022
Scene Clustering Based Pseudo-labeling Strategy for Multi-modal Aerial View Object Classification Jun-chen Yu Hao Chang Keda Lu Liwen Zhang Shenshen Du Zhong Zhang 32 2 0 04 May 2022
Federated Learning on Heterogeneous and Long-Tailed Data via Classifier Re-Training with Federated Features Xinyi Shang Yang Lu Gang Huang Hanzi Wang FedML 31 79 0 28 Apr 2022
ELM: Embedding and Logit Margins for Long-Tail Learning Wittawat Jitkrittum A. Menon A. S. Rawat Surinder Kumar 41 11 0 27 Apr 2022
ICDBigBird: A Contextual Embedding Model for ICD Code Classification George Michalopoulos Michal Malyska Nicola Sahar Alexander Wong Helen H. Chen 27 20 0 21 Apr 2022
Solving The Long-Tailed Problem via Intra- and Inter-Category Balance Renhui Zhang Tiancheng Lin Rui Zhang Yi Xu 27 4 0 20 Apr 2022
Flexible Sampling for Long-tailed Skin Lesion Classification Lie Ju Yicheng Wu Lin Wang Zhenjun Yu Xin Zhao Xin Wang Paul Bonnington Z. Ge 32 9 0 07 Apr 2022
Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations Polina Kirichenko Pavel Izmailov A. Wilson OOD 56 320 0 06 Apr 2022
Vision Transformer Equipped with Neural Resizer on Facial Expression Recognition Task Hyeonbin Hwang Soyeon Kim Wei-Jin Park Jiho Seo Kyungtae Ko Hyeon Yeo ViT 45 9 0 05 Apr 2022
Region Rebalance for Long-Tailed Semantic Segmentation Jiequan Cui Yuhui Yuan Zhisheng Zhong Zhuotao Tian Han Hu Stephen Lin Jiaya Jia 18 18 0 05 Apr 2022
Long-Tailed Recognition via Weight Balancing Shaden Alshammari Yu-xiong Wang Deva Ramanan Shu Kong MQ 25 141 0 27 Mar 2022
Benchmarking Deep AUROC Optimization: Loss Functions and Algorithmic Choices Dixian Zhu Xiaodong Wu Tianbao Yang 35 10 0 27 Mar 2022
Rebalanced Siamese Contrastive Mining for Long-Tailed Recognition Zhisheng Zhong Jiequan Cui Zeming Li Eric Lo Jian Sun Jiaya Jia SSL 15 4 0 22 Mar 2022
Long-Tailed Classification with Gradual Balanced Loss and Adaptive Feature Generation Zihan Zhang Xiang Xiang VLM 27 2 0 28 Feb 2022
Retrieval Augmented Classification for Long-Tail Visual Recognition Alex Long Wei Yin Thalaiyasingam Ajanthan Vu-Linh Nguyen Pulak Purkait Ravi Garg Alan Blair Chunhua Shen Anton Van Den Hengel 21 107 0 22 Feb 2022
Imbalanced Classification via Explicit Gradient Learning From Augmented Data Bronislav Yasinnik Moshe Salhov Ofir Lindenbaum Amir Averbuch 19 0 0 21 Feb 2022
Balancing Domain Experts for Long-Tailed Camera-Trap Recognition Byeongjun Park Jeongsoo Kim Seungju Cho Heeseon Kim Changick Kim 29 2 0 15 Feb 2022
Towards an Analytical Definition of Sufficient Data Adam Byerly T. Kalganova 32 4 0 07 Feb 2022
Resistance Training using Prior Bias: toward Unbiased Scene Graph Generation Chao Chen Yibing Zhan Baosheng Yu Liu Liu Yong Luo Bo Du 33 40 0 18 Jan 2022
Relieving Long-tailed Instance Segmentation via Pairwise Class Balance Yin-Yin He Peizhen Zhang Xiu-Shen Wei Xinming Zhang Jian Sun ISeg 42 24 0 08 Jan 2022
AutoBalance: Optimized Loss Functions for Imbalanced Data Mingchen Li Xuechen Zhang Christos Thrampoulidis Jiasi Chen Samet Oymak 19 67 0 04 Jan 2022
Distribution-aware Margin Calibration for Semantic Segmentation in Images Litao Yu Zhibin Li Min Xu Yongsheng Gao Jiebo Luo Jian Zhang 12 15 0 21 Dec 2021
Pure Noise to the Rescue of Insufficient Data: Improving Imbalanced Classification by Training on Random Noise Images Shiran Zada Itay Benou Michal Irani 35 26 0 16 Dec 2021
Margin Calibration for Long-Tailed Visual Recognition Yidong Wang Bowen Zhang Wenxin Hou Zhen Wu Jindong Wang T. Shinozaki MQ 16 27 0 14 Dec 2021
Neural Belief Propagation for Scene Graph Generation Daqi Liu M. Bober J. Kittler GNN 21 8 0 10 Dec 2021