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"

29 / 179 papers shown

Title
Impact of base dataset design on few-shot image classification Othman Sbai Camille Couprie Mathieu Aubry VLM 15 22 0 17 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 33 134 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 152 371 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 17 416 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 32 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 20 415 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
Hidden Stratification Causes Clinically Meaningful Failures in Machine Learning for Medical Imaging Luke Oakden-Rayner Jared A. Dunnmon G. Carneiro Christopher Ré OOD 18 373 0 27 Sep 2019
Anchor Loss: Modulating Loss Scale based on Prediction Difficulty Serim Ryou Seong-Gyun Jeong Pietro Perona 13 43 0 24 Sep 2019
Imbalance Problems in Object Detection: A Review Kemal Oksuz Baris Can Cam Sinan Kalkan Emre Akbas ObjD 16 458 0 31 Aug 2019
Deep ensemble network with explicit complementary model for accuracy-balanced classification Dohyun Kim Kyeorye Lee Jiyeon Kim Junseok Kwon Joongheon Kim 8 0 0 10 Aug 2019
LapTool-Net: A Contextual Detector of Surgical Tools in Laparoscopic Videos Based on Recurrent Convolutional Neural Networks Babak Namazi G. Sankaranarayanan V. Devarajan 24 13 0 22 May 2019
Generative Adversarial Minority Oversampling S. S. Mullick Shounak Datta Swagatam Das 21 174 0 22 Mar 2019
SNU_IDS at SemEval-2019 Task 3: Addressing Training-Test Class Distribution Mismatch in Conversational Classification Sanghwan Bae Jihun Choi Sang-goo Lee 33 5 0 06 Mar 2019
Segmentation of Roots in Soil with U-Net Abraham George Smith Jens Petersen Raghavendra Selvan C. Rasmussen 19 122 0 28 Feb 2019
Deep learning in bioinformatics: introduction, application, and perspective in big data era Yu Li Chao Huang Lizhong Ding Zhongxiao Li Yijie Pan Xin Gao AI4CE 21 295 0 28 Feb 2019
Online Abstraction with MDP Homomorphisms for Deep Learning Ondrej Biza Robert W. Platt OffRL 21 21 0 30 Nov 2018
Learning Long-Range Perception Using Self-Supervision from Short-Range Sensors and Odometry Mirko Nava Jérôme Guzzi R. O. Chavez-Garcia L. Gambardella Alessandro Giusti SSL 10 28 0 19 Sep 2018
Detecting and interpreting myocardial infarction using fully convolutional neural networks Nils Strodthoff C. Strodthoff 43 150 0 18 Jun 2018
Assessment of Deep Convolutional Neural Networks for Road Surface Classification Marcus Nolte Nikita Kister Markus Maurer 20 99 0 24 Apr 2018
Using Convolutional Neural Networks for Determining Reticulocyte Percentage in Cats Krunoslav Vinicki Pierluigi Ferrari M. Belic R. Turk 11 19 0 13 Mar 2018