Cost Sensitive Learning of Deep Feature Representations from Imbalanced Data

14 August 2015

Salman H. Khan

Papers citing "Cost Sensitive Learning of Deep Feature Representations from Imbalanced Data"

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Title
Multi-modal wound classification using wound image and location by Xception and Gaussian Mixture Recurrent Neural Network (GMRNN) Ramin Mousa Ehsan Matbooe Hakimeh Khojasteh Amirali Bengari Mohammadmahdi Vahediahmar 26 1 0 12 May 2025
Enhancing Glass Defect Detection with Diffusion Models: Addressing Imbalanced Datasets in Manufacturing Quality Control Sajjad Rezvani Boroujeni Hossein Abedi Tom Bush 27 0 0 06 May 2025
MambaNUT: Nighttime UAV Tracking via Mamba-based Adaptive Curriculum Learning You Wu Xiangyang Yang Xucheng Wang Hengzhou Ye Dan Zeng Shuiwang Li Mamba 96 0 0 01 Dec 2024
Fractal Calibration for long-tailed object detection Konstantinos Panagiotis Alexandridis Ismail Elezi Jiankang Deng Anh H. Nguyen Shan Luo 117 0 0 15 Oct 2024
Methods for Class-Imbalanced Learning with Support Vector Machines: A Review and an Empirical Evaluation Salim rezvani Farhad Pourpanah Chee Peng Lim Q. M. Jonathan Wu VLM 18 5 0 05 Jun 2024
Explainable Contrastive and Cost-Sensitive Learning for Cervical Cancer Classification Ashfiqun Mustari Rushmia Ahmed Afsara Tasnim Jakia Sultana Juthi G. M. Shahariar 18 2 0 24 Feb 2024
Bias Amplification Enhances Minority Group Performance Gaotang Li Jiarui Liu Wei Hu 28 5 0 13 Sep 2023
Dual Compensation Residual Networks for Class Imbalanced Learning Rui Hou Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 20 5 0 25 Aug 2023
Set Learning for Accurate and Calibrated Models Lukas Muttenthaler Robert A. Vandermeulen Qiuyi Zhang Thomas Unterthiner Klaus-Robert Muller 31 2 0 05 Jul 2023
Sample-Level Weighting for Multi-Task Learning with Auxiliary Tasks Emilie Grégoire M. H. Chaudhary Sam Verboven 24 1 0 07 Jun 2023
Long-tailed Visual Recognition via Gaussian Clouded Logit Adjustment Mengke Li Yiu-ming Cheung Yang Lu 22 90 0 19 May 2023
Feature-Balanced Loss for Long-Tailed Visual Recognition Mengke Li Y. Cheung Juyong Jiang CVBM 29 13 0 18 May 2023
Exploring Vision-Language Models for Imbalanced Learning Yidong Wang Zhuohao Yu Jindong Wang Qiang Heng Haoxing Chen Wei Ye Rui Xie Xingxu Xie Shi-Bo Zhang VLM 31 30 0 04 Apr 2023
A Survey on Class Imbalance in Federated Learning Jing Zhang Chuanwen Li Jianzgong Qi Jiayuan He FedML 41 13 0 21 Mar 2023
Semantic Image Segmentation: Two Decades of Research G. Csurka Riccardo Volpi Boris Chidlovskii 3DV 29 50 0 13 Feb 2023
Learning Prototype Classifiers for Long-Tailed Recognition Saurabh Sharma Yongqin Xian Ning Yu Ambuj K. Singh 22 13 0 01 Feb 2023
Understanding Difficulty-based Sample Weighting with a Universal Difficulty Measure Xiaoling Zhou Ou Wu Weiyao Zhu Ziyang Liang 27 2 0 12 Jan 2023
VLG: General Video Recognition with Web Textual Knowledge Jintao Lin Zhaoyang Liu Wenhai Wang Wayne Wu Limin Wang 39 0 0 03 Dec 2022
Context-Adaptive Deep Neural Networks via Bridge-Mode Connectivity Nathan G. Drenkow Alvin Tan C. Ashcraft Kiran Karra 13 0 0 28 Nov 2022
Utilising physics-guided deep learning to overcome data scarcity Jinshuai Bai Laith Alzubaidi Qingxia Wang E. Kuhl Bennamoun Yuantong T. Gu PINN AI4CE 26 3 0 24 Nov 2022
Inverse Image Frequency for Long-tailed Image Recognition Konstantinos Panagiotis Alexandridis Shang Luo Anh H. Nguyen Jiankang Deng S. Zafeiriou 40 9 0 11 Sep 2022
Meta-Causal Feature Learning for Out-of-Distribution Generalization Yuqing Wang Xiangxian Li Zhuang Qi Jingyu Li Xuelong Li Xiangxu Meng Lei Meng OOD OODD BDL 38 25 0 22 Aug 2022
Imbalanced Semi-supervised Learning with Bias Adaptive Classifier Renzhen Wang Xixi Jia Quanziang Wang Yichen Wu Deyu Meng 18 16 0 28 Jul 2022
Long-tailed Instance Segmentation using Gumbel Optimized Loss Konstantinos Panagiotis Alexandridis Jiankang Deng A. Nguyen Shang Luo 27 22 0 22 Jul 2022
Efficient Augmentation for Imbalanced Deep Learning Damien Dablain C. Bellinger Bartosz Krawczyk Nitesh V. Chawla 27 7 0 13 Jul 2022
Source Localization of Graph Diffusion via Variational Autoencoders for Graph Inverse Problems Chen Ling Junji Jiang Junxiang Wang Liang Zhao DiffM 22 44 0 24 Jun 2022
Long-Tailed Recognition via Weight Balancing Shaden Alshammari Yu-xiong Wang Deva Ramanan Shu Kong MQ 17 140 0 27 Mar 2022
SuperCon: Supervised Contrastive Learning for Imbalanced Skin Lesion Classification Keyu Chen Di Zhuang Jerome Chang SSL 20 5 0 11 Feb 2022
AutoBalance: Optimized Loss Functions for Imbalanced Data Mingchen Li Xuechen Zhang Christos Thrampoulidis Jiasi Chen Samet Oymak 14 67 0 04 Jan 2022
Targeted Supervised Contrastive Learning for Long-Tailed Recognition Tianhong Li Peng Cao Yuan. Yuan Lijie Fan Yuzhe Yang Rogerio Feris Piotr Indyk Dina Katabi 43 175 0 27 Nov 2021
VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition Changyao Tian Wenhai Wang Xizhou Zhu Jifeng Dai Yu Qiao VLM 30 69 0 26 Nov 2021
Towards Calibrated Model for Long-Tailed Visual Recognition from Prior Perspective Zhengzhuo Xu Zenghao Chai Chun Yuan 59 52 0 06 Nov 2021
Generalized Data Weighting via Class-level Gradient Manipulation Can Chen Shuhao Zheng Xi Chen Erqun Dong Xue Liu Hao Liu Dejing Dou 27 24 0 29 Oct 2021
Improving Tail-Class Representation with Centroid Contrastive Learning A. M. H. Tiong Junnan Li Guosheng Lin Boyang Albert Li Caiming Xiong S. Hoi VLM 28 13 0 19 Oct 2021
Self Supervision to Distillation for Long-Tailed Visual Recognition Tianhao Li Limin Wang Gangshan Wu 45 101 0 09 Sep 2021
Semi-supervised learning for medical image classification using imbalanced training data T. Huynh Aiden Nibali Zhen He 11 69 0 20 Aug 2021
Causal Attention for Unbiased Visual Recognition Tan Wang Chan Zhou Qianru Sun Hanwang Zhang OOD CML 32 108 0 19 Aug 2021
Imbalanced Big Data Oversampling: Taxonomy, Algorithms, Software, Guidelines and Future Directions W. Sleeman R. Kapoor AI4TS 17 71 0 24 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
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 31 4 0 10 May 2021
RB-CCR: Radial-Based Combined Cleaning and Resampling algorithm for imbalanced data classification Michał Koziarski C. Bellinger Michal Wo'zniak 11 15 0 09 May 2021
DeepSMOTE: Fusing Deep Learning and SMOTE for Imbalanced Data Damien Dablain Bartosz Krawczyk Nitesh V. Chawla 24 258 0 05 May 2021
Embedding Semantic Hierarchy in Discrete Optimal Transport for Risk Minimization Yubin Ge Site Li Xuyang Li Fangfang Fan Wanqing Xie J. You Xiaofeng Liu 39 8 0 30 Apr 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
Bipartite Graph Network with Adaptive Message Passing for Unbiased Scene Graph Generation Rongjie Li Songyang Zhang Bo Wan Xuming He 185 214 0 01 Apr 2021
On Exposing the Challenging Long Tail in Future Prediction of Traffic Actors Osama Makansi Özgün Çiçek Yassine Marrakchi Thomas Brox 29 46 0 23 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
A Survey of Deep Learning Techniques for Weed Detection from Images A. S. M. Mahmudul Hasan Ferdous Sohel D. Diepeveen Hamid Laga Michael G. K. Jones 34 304 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
Imputation of Missing Data with Class Imbalance using Conditional Generative Adversarial Networks S. Awan Bennamoun Ferdous Sohel Frank M. Sanfilippo Girish Dwivedi GAN AI4CE 8 61 0 01 Dec 2020