A systematic study of the class imbalance problem in convolutional neural networks

15 October 2017

Papers citing "A systematic study of the class imbalance problem in convolutional neural networks"

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Title
Imbalanced Adversarial Training with Reweighting Wentao Wang Han Xu Xiaorui Liu Yaxin Li B. Thuraisingham Jiliang Tang 29 16 0 28 Jul 2021
On Bridging Generic and Personalized Federated Learning for Image Classification Hong-You Chen Wei-Lun Chao FedML 22 21 0 02 Jul 2021
Cosmic-CoNN: A Cosmic Ray Detection Deep-Learning Framework, Dataset, and Toolkit Chengyuan Xu C. McCully B. Dong D. Howell P. Sen 14 7 0 28 Jun 2021
RSG: A Simple but Effective Module for Learning Imbalanced Datasets Jianfeng Wang Thomas Lukasiewicz Xiaolin Hu Jianfei Cai Zhenghua Xu SyDa 18 84 0 18 Jun 2021
Learning to Predict Visual Attributes in the Wild Khoi Pham Kushal Kafle Zhe-nan Lin Zhi Ding Scott D. Cohen Q. Tran Abhinav Shrivastava 16 107 0 17 Jun 2021
Imperceptible Adversarial Examples for Fake Image Detection Quanyu Liao Yuezun Li Xiaoqiang Guo Bin Kong Yingxin Zhu Jianlei Liu Zhuqing Jiang Qi Song Xi Wu AAML 100 33 0 03 Jun 2021
The Power of Log-Sum-Exp: Sequential Density Ratio Matrix Estimation for Speed-Accuracy Optimization Taiki Miyagawa Akinori F. Ebihara 17 3 0 28 May 2021
How saccadic vision might help with theinterpretability of deep networks Iana Sereda Grigory V. Osipov FAtt 25 0 0 27 May 2021
PLM: Partial Label Masking for Imbalanced Multi-label Classification Kevin Duarte Y. S. Rawat M. Shah 31 15 0 22 May 2021
Multi-Agent Semi-Siamese Training for Long-tail and Shallow Face Learning Hailin Shi Dan Zeng Yichun Tai Hang Du Yibo Hu Zicheng Zhang Tao Mei CVBM 33 4 0 10 May 2021
Adaptive Logit Adjustment Loss for Long-Tailed Visual Recognition Yan Zhao Weicong Chen Xu Tan Kai Huang Jihong Zhu 25 55 0 13 Apr 2021
Adversarial Robustness under Long-Tailed Distribution Tong Wu Ziwei Liu Qingqiu Huang Yu Wang Dahua Lin 18 76 0 06 Apr 2021
A surrogate loss function for optimization of $F_β$ score in binary classification with imbalanced data Namgil Lee Heejung Yang Hojin Yoo 21 8 0 03 Apr 2021
Learning to Amend Facial Expression Representation via De-albino and Affinity Jiawei Shi Song-Chun Zhu Zhiwei Liang CVBM 25 74 0 18 Mar 2021
Quantization-Guided Training for Compact TinyML Models Sedigh Ghamari Koray Ozcan Thu Dinh A. Melnikov Juan Carvajal Jan Ernst S. Chai MQ 16 16 0 10 Mar 2021
Analyzing the Usefulness of the DARPA OpTC Dataset in Cyber Threat Detection Research M. Anjum Shahrear Iqbal B. Hamelin 9 30 0 04 Mar 2021
Label-Imbalanced and Group-Sensitive Classification under Overparameterization Ganesh Ramachandra Kini Orestis Paraskevas Samet Oymak Christos Thrampoulidis 27 93 0 02 Mar 2021
CReST: A Class-Rebalancing Self-Training Framework for Imbalanced Semi-Supervised Learning Chen Wei Kihyuk Sohn Clayton Mellina Alan Yuille Fan Yang CLL 26 256 0 18 Feb 2021
Delving into Deep Imbalanced Regression Yuzhe Yang Kaiwen Zha Ying-Cong Chen Hongya Wang Dina Katabi 29 259 0 18 Feb 2021
Self-Supervised Features Improve Open-World Learning A. Dhamija T. Ahmad Jonathan Schwan Mohsen Jafarzadeh Chunchun Li Terrance E. Boult SSL 19 13 0 15 Feb 2021
Exploring Deep Neural Networks via Layer-Peeled Model: Minority Collapse in Imbalanced Training Cong Fang Hangfeng He Qi Long Weijie J. Su FAtt 127 165 0 29 Jan 2021
Deep Learning for Scene Classification: A Survey Delu Zeng Minyu Liao M. Tavakolian Yulan Guo Bolei Zhou D. Hu M. Pietikäinen Li Liu VLM 21 27 0 26 Jan 2021
Towards Overcoming False Positives in Visual Relationship Detection Daisheng Jin Xiao Ma Chongzhi Zhang Yizhuo Zhou Jiashu Tao ... Haiyu Zhao Shuai Yi Zhoujun Li Xianglong Liu Hongsheng Li 19 5 0 23 Dec 2020
Attentional-Biased Stochastic Gradient Descent Q. Qi Yi Tian Xu R. L. Jin W. Yin Tianbao Yang ODL 24 12 0 13 Dec 2020
MetaInfoNet: Learning Task-Guided Information for Sample Reweighting Hongxin Wei Lei Feng R. Wang Bo An NoLa 19 6 0 09 Dec 2020
Transfer Learning for Oral Cancer Detection using Microscopic Images Rutwik Palaskar R. Vyas Vilas Khedekar S. Palaskar Pranjal Sahu 14 17 0 23 Nov 2020
Detection of masses and architectural distortions in digital breast tomosynthesis: a publicly available dataset of 5,060 patients and a deep learning model Mateusz Buda Ashirbani Saha R. Walsh S. Ghate Nianyi Li Albert Swiecicki J. Lo Maciej Mazurowski 8 52 0 13 Nov 2020
Towards Resolving the Challenge of Long-tail Distribution in UAV Images for Object Detection Weiping Yu Taojiannan Yang C. L. P. Chen 25 90 0 07 Nov 2020
Posterior Re-calibration for Imbalanced Datasets Junjiao Tian Yen-Cheng Liu Nathan Glaser Yen-Chang Hsu Z. Kira 18 62 0 22 Oct 2020
Deep Adversarial Domain Adaptation Based on Multi-layer Joint Kernelized Distance Sitong Mao Jiaxin Chen X. Shen F. Chung TTA 20 0 0 09 Oct 2020
Bounding Boxes Are All We Need: Street View Image Classification via Context Encoding of Detected Buildings Kun Zhao Yongkun Liu Siyuan Hao Shaoxing Lu Hongbin Liu Lijian Zhou 29 20 0 03 Oct 2020
Imbalanced Continual Learning with Partitioning Reservoir Sampling C. Kim Jinseo Jeong Gunhee Kim CLL 19 101 0 08 Sep 2020
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Shaotian Yan Chen Shen Zhongming Jin Jianqiang Huang Rongxin Jiang Yao-wu Chen Xiansheng Hua 26 131 0 02 Sep 2020
Feature Space Augmentation for Long-Tailed Data Peng Chu Xiao Bian Shaopeng Liu Haibin Ling 25 238 0 09 Aug 2020
Meta Feature Modulator for Long-tailed Recognition Renzhen Wang Kaiqin Hu Yanwen Zhu Jun Shu Qian Zhao Deyu Meng 16 12 0 08 Aug 2020
Balanced Meta-Softmax for Long-Tailed Visual Recognition Jiawei Ren Cunjun Yu Shunan Sheng Xiao Ma Haiyu Zhao Shuai Yi Hongsheng Li 170 550 0 21 Jul 2020
Long-tail learning via logit adjustment A. Menon Sadeep Jayasumana A. S. Rawat Himanshu Jain Andreas Veit Sanjiv Kumar 65 683 0 14 Jul 2020
AraDIC: Arabic Document Classification using Image-Based Character Embeddings and Class-Balanced Loss Mahmoud Daif Shunsuke Kitada Hitoshi Iyatomi VLM 17 3 0 20 Jun 2020
Rethinking Importance Weighting for Deep Learning under Distribution Shift Tongtong Fang Nan Lu Gang Niu Masashi Sugiyama 27 133 0 08 Jun 2020
Rethinking of Pedestrian Attribute Recognition: Realistic Datasets with Efficient Method Jian Jia Houjing Huang Wenjie Yang Xiaotang Chen Kaiqi Huang 16 44 0 25 May 2020
An Investigation of Why Overparameterization Exacerbates Spurious Correlations Shiori Sagawa Aditi Raghunathan Pang Wei Koh Percy Liang 149 370 0 09 May 2020
Dual-Sampling Attention Network for Diagnosis of COVID-19 from Community Acquired Pneumonia Xi Ouyang Jiayu Huo L. Xia F. Shan Jun Liu ... Xiaohuan Cao Yaozong Gao Dijia Wu Qian Wang D. Shen 22 312 0 06 May 2020
Slice Tuner: A Selective Data Acquisition Framework for Accurate and Fair Machine Learning Models Ki Hyun Tae Steven Euijong Whang 21 39 0 10 Mar 2020
Deep Learning Algorithms for Rotating Machinery Intelligent Diagnosis: An Open Source Benchmark Study Zhibin Zhao Tianfu Li Jingyao Wu Chuang Sun Shibin Wang Ruqiang Yan Xuefeng Chen 15 416 0 06 Mar 2020
Identifying and Compensating for Feature Deviation in Imbalanced Deep Learning Han-Jia Ye Hong-You Chen De-Chuan Zhan Wei-Lun Chao 24 99 0 06 Jan 2020
Convolutional Dictionary Pair Learning Network for Image Representation Learning Zhao Zhang Yulin Sun Yang Wang Zhengjun Zha Shuicheng Yan Meng Wang 25 6 0 17 Dec 2019
BBN: Bilateral-Branch Network with Cumulative Learning for Long-Tailed Visual Recognition Boyan Zhou Quan Cui Xiu-Shen Wei Zhao-Min Chen 253 782 0 05 Dec 2019
Towards Fairness in Visual Recognition: Effective Strategies for Bias Mitigation Zeyu Wang Klint Qinami Yannis Karakozis Kyle Genova P. Nair Kenji Hata Olga Russakovsky 32 354 0 26 Nov 2019
Maintaining Discrimination and Fairness in Class Incremental Learning Bowen Zhao Xi Xiao Guojun Gan Bin Zhang Shutao Xia CLL 16 415 0 16 Nov 2019
$DR$\vert$GRADUATE: uncertainty-aware deep learning-based diabetic retinopathy grading in eye fundus images$ DR $\vert$ GRADUATE: uncertainty-aware deep learning-based diabetic retinopathy grading in eye fundus images Teresa Araújo Guilherme Aresta Luís Mendonça S. Penas Carolina Maia Â. Carneiro A. Mendonça A. Campilho MedIm 6 109 0 25 Oct 2019