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CReST: A Class-Rebalancing Self-Training Framework for Imbalanced Semi-Supervised Learning

Computer Vision and Pattern Recognition (CVPR), 2021

18 February 2021

Fan Yang

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Papers citing "CReST: A Class-Rebalancing Self-Training Framework for Imbalanced Semi-Supervised Learning"

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Title
Sampling Control for Imbalanced Calibration in Semi-Supervised Learning Senmao Tian Xiang Wei Shunli Zhang 96 0 0 24 Nov 2025
Keep It on a Leash: Controllable Pseudo-label Generation Towards Realistic Long-Tailed Semi-Supervised Learning Yaxin Hou Bo Han Yuheng Jia Hui Liu Junhui Hou 292 0 0 05 Oct 2025
LoFT: Parameter-Efficient Fine-Tuning for Long-tailed Semi-Supervised Learning in Open-World Scenarios Zhiyuan Huang Jiahao Chen Yurou Liu Bing Su 133 0 0 12 Sep 2025
Data-Efficient Learning for Generalizable Surgical Video Understanding Sahar Nasirihaghighi 121 1 0 13 Aug 2025
Semi-Supervised Supply Chain Fraud Detection with Unsupervised Pre-Filtering Fatemeh Moradi Mehran Tarif Mohammadhossein Homaei 60 0 0 07 Aug 2025
JanusNet: Hierarchical Slice-Block Shuffle and Displacement for Semi-Supervised 3D Multi-Organ Segmentation Zheng Zhang Tianzhuzi Tan G. Yin Bo Zhang Xiuzhuang Zhou 68 0 0 06 Aug 2025
Generalized Category Discovery under the Long-Tailed Distribution Bingchen Zhao Kai Han 262 1 0 14 Jun 2025
MultiMatch: Multihead Consistency Regularization Matching for Semi-Supervised Text Classification Iustin Sîrbu Robert-Adrian Popovici Cornelia Caragea Stefan Trausan-Matu Traian Rebedea 152 0 0 09 Jun 2025
SST: Self-training with Self-adaptive Thresholding for Semi-supervised LearningInformation Processing & Management (IPM), 2025 Shuai Zhao Heyan Huang Xinge Li Xiaokang Chen Rui Wang 167 3 0 31 May 2025
A Square Peg in a Square Hole: Meta-Expert for Long-Tailed Semi-Supervised Learning Yaxin Hou Yuheng Jia 254 2 0 22 May 2025
Feedback-Driven Pseudo-Label Reliability Assessment: Redefining Thresholding for Semi-Supervised Semantic Segmentation Negin Ghamsarian Sahar Nasirihaghighi Klaus Schoeffmann Raphael Sznitman 213 2 0 12 May 2025
ULFine: Unbiased Lightweight Fine-tuning for Foundation-Model-Assisted Long-Tailed Semi-Supervised Learning Enhao Zhang Chaohua Li Chuanxing Geng Songcan Chen 367 0 0 08 May 2025
SAR Object Detection with Self-Supervised Pretraining and Curriculum-Aware Sampling Yasin Almalioglu Andrzej Kucik Geoffrey French Dafni Antotsiou Alexander Adam Cedric Archambeau 186 1 0 17 Apr 2025
LCGC: Learning from Consistency Gradient Conflicting for Class-Imbalanced Semi-Supervised DebiasingAAAI Conference on Artificial Intelligence (AAAI), 2025 Weiwei Xing Yue Cheng Hongzhu Yi Xiaohui Gao Xiang Wei Xiaoyu Guo Yuming Zhang Xinyu Pang BDL 165 1 0 09 Apr 2025
SemiDAViL: Semi-supervised Domain Adaptation with Vision-Language Guidance for Semantic SegmentationComputer Vision and Pattern Recognition (CVPR), 2025 Hritam Basak Zhaozheng Yin VLM 173 1 0 08 Apr 2025
Boosting Semi-Supervised Medical Image Segmentation via Masked Image Consistency and Discrepancy Learning Pengcheng Zhou Guang Dai Wei Li 191 0 0 18 Mar 2025
SeMi: When Imbalanced Semi-Supervised Learning Meets Mining Hard Examples Yin Wang Zixuan Wang Hao Lu Zhen Qin Hailiang Zhao Guanjie Cheng Ge Su Li Kuang Mengchu Zhou Shuiguang Deng 96 0 0 10 Jan 2025
Robust Semi-Supervised Learning in Open Environments Lan-Zhe Guo Lin-Han Jia Jie-Jing Shao Yu-Feng Li OffRL 147 7 0 24 Dec 2024
DyConfidMatch: Dynamic Thresholding and Re-sampling for 3D Semi-supervised LearningPattern Recognition (Pattern Recogn.), 2024 Zhaoyu Chen Bing Li 165 0 0 13 Nov 2024
Energy Score-based Pseudo-Label Filtering and Adaptive Loss for Imbalanced Semi-supervised SAR target recognition Xinzheng Zhang Yuqing Luo Guopeng Li 106 0 0 06 Nov 2024
RankUp: Boosting Semi-Supervised Regression with an Auxiliary Ranking ClassifierNeural Information Processing Systems (NeurIPS), 2024 Pin-Yen Huang Szu-Wei Fu Yu Tsao 168 6 0 29 Oct 2024
Shape Transformation Driven by Active Contour for Class-Imbalanced Semi-Supervised Medical Image SegmentationIEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2024 Yuliang Gu Yepeng Liu Zhichao Sun Jinchi Zhu Yongchao Xu L. Najman MedIm 109 2 0 18 Oct 2024
Continuous Contrastive Learning for Long-Tailed Semi-Supervised RecognitionNeural Information Processing Systems (NeurIPS), 2024 Zi-Hao Zhou Siyuan Fang Zi-Jing Zhou Tong Wei Yuanyu Wan Min-Ling Zhang 187 9 0 08 Oct 2024
DAdEE: Unsupervised Domain Adaptation in Early Exit PLMsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Divya J. Bajpai M. Hanawal 158 2 0 06 Oct 2024
Hard Negative Sample Mining for Whole Slide Image ClassificationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024 Wentao Huang Xiaoling Hu Shahira Abousamra Prateek Prasanna Chao Chen VLM 161 6 0 03 Oct 2024
Image-Feature Weak-to-Strong Consistency: An Enhanced Paradigm for Semi-Supervised LearningEuropean Conference on Computer Vision (ECCV), 2024 Zhiyu Wu Jinshi Cui 188 1 0 08 Aug 2024
A Systematic Review on Long-Tailed LearningIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024 Chongsheng Zhang G. Almpanidis Gaojuan Fan Binquan Deng Yanbo Zhang Ji Liu Aouaidjia Kamel Paolo Soda Joao Gama 301 23 0 01 Aug 2024
Large-scale cervical precancerous screening via AI-assisted cytology whole slide image analysis Honglin Li Yusuan Sun Chenglu Zhu Yunlong Zhang Shichuan Zhang ... Pingyi Chen Jingxiong Li Sunyi Zheng Can Cui Lin Yang 127 4 0 28 Jul 2024
ScholarChemQA: Unveiling the Power of Language Models in Chemical Research Question Answering Preslav Nakov Tairan Wang Taicheng Guo Kehan Guo Juexiao Zhou Haoyang Li Mingchen Zhuge Jürgen Schmidhuber Xin Gao Xiangliang Zhang 181 6 0 24 Jul 2024
Is user feedback always informative? Retrieval Latent Defending for Semi-Supervised Domain Adaptation without Source Data Junha Song Tae Soo Kim Junha Kim Gunhee Nam Thijs Kooi Jaegul Choo 275 4 0 22 Jul 2024
CRMSP: A Semi-supervised Approach for Key Information Extraction with Class-Rebalancing and Merged Semantic Pseudo-Labeling Qi Zhang Yonghong Song Pengcheng Guo Yangyang Hui 199 1 0 19 Jul 2024
ProSub: Probabilistic Open-Set Semi-Supervised Learning with Subspace-Based Out-of-Distribution Detection Erik Wallin Lennart Svensson Fredrik Kahl Lars Hammarstrand OODD 166 4 0 16 Jul 2024
Learning Unlabeled Clients Divergence via Anchor Model Aggregation for Federated Semi-supervised Learning Marawan Elbatel Hualiang Wang Jixiang Chen Hao Wang Xiaomeng Li FedML 225 0 0 14 Jul 2024
S&D Messenger: Exchanging Semantic and Domain Knowledge for Generic Semi-Supervised Medical Image Segmentation Qixiang Zhang Haonan Wang Xuelong Li 135 1 0 10 Jul 2024
Learning Label Refinement and Threshold Adjustment for Imbalanced Semi-Supervised Learning Zeju Li Ying-Qiu Zheng Chen Chen Saâd Jbabdi 133 0 0 07 Jul 2024
AllMatch: Exploiting All Unlabeled Data for Semi-Supervised Learning Zhiyu Wu Jinshi Cui 230 2 0 22 Jun 2024
Boosting Consistency in Dual Training for Long-Tailed Semi-Supervised Learning Kai Gan Tong Wei Min-Ling Zhang 206 1 0 19 Jun 2024
Rethinking Open-World Semi-Supervised Learning: Distribution Mismatch and Inductive Inference S. Park Hyuk Kwon Kwanghoon Sohn Kibok Lee OffRL 201 1 0 31 May 2024
Estimating before Debiasing: A Bayesian Approach to Detaching Prior Bias in Federated Semi-Supervised Learning Guogang Zhu Xuefeng Liu Xinghao Wu Shaojie Tang Chao Tang Jianwei Niu Hao Su FedML 256 3 0 30 May 2024
Towards Realistic Long-tailed Semi-supervised Learning in an Open World Yuanpeng He Lijian Li 255 0 0 23 May 2024
Smooth Pseudo-Labeling Nikolaos Karaliolios Hervé Le Borgne Florian Chabot 173 0 0 23 May 2024
Dynamic Against Dynamic: An Open-set Self-learning Framework Haifeng Yang Chuanxing Geng Pong C. Yuen Songcan Chen 297 2 0 27 Apr 2024
IMWA: Iterative Model Weight Averaging Benefits Class-Imbalanced Learning Tasks Zitong Huang Ze Chen Bowen Dong Chaoqi Liang Erjin Zhou Wangmeng Zuo MoMe CLL 233 5 0 25 Apr 2024
Incremental Self-training for Semi-supervised Learning Member Ieee Jifeng Guo Zhulin Liu Senior Member Ieee Tong Zhang F. I. C. L. Philip Chen CLL 150 5 0 14 Apr 2024
BEM: Balanced and Entropy-based Mix for Long-Tailed Semi-Supervised Learning Hongwei Zheng Linyuan Zhou Han Li Jinming Su Xiaoming Wei Xiaoming Xu 170 9 0 01 Apr 2024
Selective Mixup Fine-Tuning for Optimizing Non-Decomposable Objectives Shrinivas Ramasubramanian Harsh Rangwani S. Takemori Kunal Samanta Yuhei Umeda Venkatesh Babu Radhakrishnan 153 1 0 27 Mar 2024
Gradient-based Sampling for Class Imbalanced Semi-supervised Object DetectionIEEE International Conference on Computer Vision (ICCV), 2023 Jiaming Li Xiangru Lin Wei Zhang Xiao Tan Yingying Li Junyu Han Errui Ding Jingdong Wang Guanbin Li 165 9 0 22 Mar 2024
CDMAD: Class-Distribution-Mismatch-Aware Debiasing for Class-Imbalanced Semi-Supervised Learning Hyuck Lee Heeyoung Kim 260 10 0 15 Mar 2024
Probabilistic Contrastive Learning for Long-Tailed Visual RecognitionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 Chaoqun Du Yulin Wang Shiji Song Gao Huang 193 66 0 11 Mar 2024
BaCon: Boosting Imbalanced Semi-supervised Learning via Balanced Feature-Level Contrastive Learning Qianhan Feng Lujing Xie Shijie Fang Tong Lin 179 12 0 04 Mar 2024