Class-Balanced Loss Based on Effective Number of Samples

16 January 2019

Papers citing "Class-Balanced Loss Based on Effective Number of Samples"

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Title
Constrained Optimization to Train Neural Networks on Critical and Under-Represented Classes Sara Sangalli Ertunc Erdil A. Hoetker O. Donati E. Konukoglu AI4CE 28 26 0 21 Feb 2021
Analyzing Overfitting under Class Imbalance in Neural Networks for Image Segmentation Zeju Li Konstantinos Kamnitsas Ben Glocker SSeg UQCV 20 127 0 20 Feb 2021
CReST: A Class-Rebalancing Self-Training Framework for Imbalanced Semi-Supervised Learning Chen Wei Kihyuk Sohn Clayton Mellina Alan Yuille Fan Yang CLL 40 257 0 18 Feb 2021
Delving into Deep Imbalanced Regression Yuzhe Yang Kaiwen Zha Ying-Cong Chen Hongya Wang Dina Katabi 37 259 0 18 Feb 2021
MosaicOS: A Simple and Effective Use of Object-Centric Images for Long-Tailed Object Detection Cheng Zhang Tai-Yu Pan Yandong Li Hexiang Hu D. Xuan Soravit Changpinyo Boqing Gong Wei-Lun Chao ObjD VLM 80 39 0 17 Feb 2021
Crop mapping from image time series: deep learning with multi-scale label hierarchies Mehmet Özgür Türkoglu Stefano Dáronco Gregor Perich F. Liebisch Constantin Streit Konrad Schindler Jan Dirk Wegner 87 129 0 17 Feb 2021
Robustness in Compressed Neural Networks for Object Detection Sebastian Cygert A. Czyżewski 34 8 0 10 Feb 2021
FedProf: Selective Federated Learning with Representation Profiling Wentai Wu Ligang He Weiwei Lin Carsten Maple FedML 44 1 0 02 Feb 2021
Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classification Peng Yao Shuwei Shen Mengjuan Xu Peng Liu Fan Zhang Jinyu Xing Pengfei Shao B. Kaffenberger Ronald X. Xu 29 115 0 02 Feb 2021
MalNet: A Large-Scale Image Database of Malicious Software Scott Freitas Rahul Duggal Duen Horng Chau 16 29 0 31 Jan 2021
Exploring Deep Neural Networks via Layer-Peeled Model: Minority Collapse in Imbalanced Training Cong Fang Hangfeng He Qi Long Weijie J. Su FAtt 132 168 0 29 Jan 2021
ResLT: Residual Learning for Long-tailed Recognition Jiequan Cui Shu Liu Zhuotao Tian Zhisheng Zhong Jiaya Jia 18 127 0 26 Jan 2021
Does Head Label Help for Long-Tailed Multi-Label Text Classification Lin Xiao Xiangliang Zhang L. Jing Chi Huang Mingyang Song VLM 45 56 0 24 Jan 2021
Leveraging Local Variation in Data: Sampling and Weighting Schemes for Supervised Deep Learning Paul Novello Gaël Poëtte D. Lugato P. Congedo 19 0 0 19 Jan 2021
Analysis of skin lesion images with deep learning Josef Steppan S. Hanke 36 14 0 11 Jan 2021
Few-Shot Learning with Class Imbalance Mateusz Ochal Massimiliano Patacchiola Amos Storkey Jose Vazquez Sen Wang 26 35 0 07 Jan 2021
End-2-End COVID-19 Detection from Breath & Cough Audio H. Coppock Alexander Gaskell Panagiotis Tzirakis Alice Baird L. Jones Björn W. Schuller 35 15 0 07 Jan 2021
Tips and Tricks for Webly-Supervised Fine-Grained Recognition: Learning from the WebFG 2020 Challenge Xiu-Shen Wei Yu-Yan Xu Yazhou Yao Jia Wei Si Xi ... Taolue Xue Haipeng Jing Zhiheng Wang Tianming Zhang Mingwen Zhang 20 0 0 29 Dec 2020
Balance-Oriented Focal Loss with Linear Scheduling for Anchor Free Object Detection Hopyong Gil Sangwook Park Yusang Park Wongoo Han Juyean Hong Juneyoung Jung ObjD 35 1 0 26 Dec 2020
Unsupervised Domain Adaptation for Semantic Segmentation by Content Transfer Suhyeon Lee Junhyuk Hyun Hongje Seong Euntai Kim 14 46 0 23 Dec 2020
High-Speed Robot Navigation using Predicted Occupancy Maps Kapil D. Katyal A. Polevoy Joseph L. Moore Craig Knuth K. Popek 30 25 0 22 Dec 2020
SENTRY: Selective Entropy Optimization via Committee Consistency for Unsupervised Domain Adaptation Viraj Prabhu Shivam Khare Deeksha Kartik Judy Hoffman 46 133 0 21 Dec 2020
Equalization Loss v2: A New Gradient Balance Approach for Long-tailed Object Detection Jingru Tan Xin Lu Gang Zhang Changqing Yin Quanquan Li VLM 27 167 0 15 Dec 2020
WILDS: A Benchmark of in-the-Wild Distribution Shifts Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Percy Liang OOD 106 1,386 0 14 Dec 2020
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Huayu Chen A. Srinivas Rui Qian Nayeon Lee E. D. Cubuk Quoc V. Le Barret Zoph ISeg 252 971 0 13 Dec 2020
Attentional-Biased Stochastic Gradient Descent Q. Qi Yi Tian Xu Rong Jin W. Yin Tianbao Yang ODL 31 12 0 13 Dec 2020
MetaInfoNet: Learning Task-Guided Information for Sample Reweighting Hongxin Wei Lei Feng R. Wang Bo An NoLa 27 6 0 09 Dec 2020
ReMix: Calibrated Resampling for Class Imbalance in Deep learning C. Bellinger Roberto Corizzo Nathalie Japkowicz UQCV 4 14 0 03 Dec 2020
Adapt-and-Adjust: Overcoming the Long-Tail Problem of Multilingual Speech Recognition Genta Indra Winata Guangsen Wang Caiming Xiong Guosheng Lin VLM 16 50 0 03 Dec 2020
Disentangling Label Distribution for Long-tailed Visual Recognition Youngkyu Hong Seungju Han Kwanghee Choi Seokjun Seo Beomsu Kim Buru Chang 22 231 0 01 Dec 2020
On Initial Pools for Deep Active Learning Akshay L Chandra Sai Vikas Desai Chaitanya Devaguptapu V. Balasubramanian 29 19 0 30 Nov 2020
LABNet: Local Graph Aggregation Network with Class Balanced Loss for Vehicle Re-Identification A. M. N. Taufique Andreas E. Savakis 35 20 0 29 Nov 2020
Supercharging Imbalanced Data Learning With Energy-based Contrastive Representation Transfer Zidi Xiu Junya Chen Ricardo Henao B. Goldstein Lawrence Carin Chenyang Tao 18 10 0 25 Nov 2020
A Large-Scale Database for Graph Representation Learning Scott Freitas Yuxiao Dong Joshua Neil Duen Horng Chau PINN GNN 32 57 0 16 Nov 2020
Intentonomy: a Dataset and Study towards Human Intent Understanding Menglin Jia Zuxuan Wu A. Reiter Claire Cardie Serge J. Belongie Ser-Nam Lim 19 29 0 11 Nov 2020
Towards Resolving the Challenge of Long-tail Distribution in UAV Images for Object Detection Weiping Yu Taojiannan Yang Chong Chen 25 90 0 07 Nov 2020
Automated Grading System of Retinal Arterio-venous Crossing Patterns: A Deep Learning Approach Replicating Ophthalmologist's Diagnostic Process of Arteriolosclerosis Liangzhi Li Manisha Verma Bowen Wang Yuta Nakashima Hajime Nagahara R. Kawasaki 16 0 0 07 Nov 2020
Leveraging Activity Recognition to Enable Protective Behavior Detection in Continuous Data Chongyang Wang Yuan Gao Akhil Mathur A. Williams Nicholas D. Lane N. Bianchi-Berthouze 32 34 0 03 Nov 2020
Melody Harmonization Using Orderless NADE, Chord Balancing, and Blocked Gibbs Sampling Chung-En Sun Yi-Wei Chen Hung-Shin Lee Yen-Hsing Chen Hsin-Min Wang 23 14 0 26 Oct 2020
Robustness May Be at Odds with Fairness: An Empirical Study on Class-wise Accuracy Philipp Benz Chaoning Zhang Adil Karjauv In So Kweon AAML 24 57 0 26 Oct 2020
Discriminative feature generation for classification of imbalanced data Sungho Suh P. Lukowicz Y. Lee 43 21 0 24 Oct 2020
Coping with Label Shift via Distributionally Robust Optimisation Jiaming Zhang A. Menon Andreas Veit Srinadh Bhojanapalli Sanjiv Kumar S. Sra OOD 24 70 0 23 Oct 2020
Posterior Re-calibration for Imbalanced Datasets Junjiao Tian Yen-Cheng Liu Nathan Glaser Yen-Chang Hsu Z. Kira 21 62 0 22 Oct 2020
Replacing Human Audio with Synthetic Audio for On-device Unspoken Punctuation Prediction Daria Soboleva Ondrej Skopek Márius vSajgalík Victor Cuarbune Felix Weissenberger ... B. Prisacari Daniel Valcarce Justin Lu Rohit Prabhavalkar Balint Miklos 42 9 0 20 Oct 2020
Drink Bleach or Do What Now? Covid-HeRA: A Study of Risk-Informed Health Decision Making in the Presence of COVID-19 Misinformation Arkin Dharawat Ismini Lourentzou Alex Morales ChengXiang Zhai 33 17 0 17 Oct 2020
Two-Stream Compare and Contrast Network for Vertebral Compression Fracture Diagnosis Shixiang Feng Beibei Liu Ya Zhang Xiaoyun Zhang Yuehua Li 17 10 0 13 Oct 2020
LASSR: Effective Super-Resolution Method for Plant Disease Diagnosis Q. H. Cap Hiroki Tani H. Uga S. Kagiwada Hitoshi Iyatomi 6 24 0 12 Oct 2020
Few-shot Learning for Multi-label Intent Detection Yutai Hou Y. Lai Yushan Wu Wanxiang Che Ting Liu VLM 21 49 0 11 Oct 2020
Hierarchical Classification of Pulmonary Lesions: A Large-Scale Radio-Pathomics Study Jiancheng Yang Mingze Gao Kaiming Kuang Bingbing Ni Y. She D. Xie Chang Chen 8 7 0 08 Oct 2020
Class-Wise Difficulty-Balanced Loss for Solving Class-Imbalance Saptarshi Sinha Hiroki Ohashi Katsuyuki Nakamura 19 36 0 05 Oct 2020