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

18 February 2021

Fan Yang

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

50 / 143 papers shown

Title
Feedback-Driven Pseudo-Label Reliability Assessment: Redefining Thresholding for Semi-Supervised Semantic Segmentation Negin Ghamsarian Sahar Nasirihaghighi Klaus Schoeffmann Raphael Sznitman 16 0 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 52 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 21 0 0 17 Apr 2025
LCGC: Learning from Consistency Gradient Conflicting for Class-Imbalanced Semi-Supervised Debiasing Weiwei Xing Yue Cheng Hongzhu Yi Xiaohui Gao Xiang Wei Xiaoyu Guo Yuming Zhang Xinyu Pang BDL 48 0 0 09 Apr 2025
SemiDAViL: Semi-supervised Domain Adaptation with Vision-Language Guidance for Semantic Segmentation Hritam Basak Zhaozheng Yin VLM 31 0 0 08 Apr 2025
Boosting Semi-Supervised Medical Image Segmentation via Masked Image Consistency and Discrepancy Learning Pengcheng Zhou L. Zhang Wei Li 58 0 0 18 Mar 2025
DyConfidMatch: Dynamic Thresholding and Re-sampling for 3D Semi-supervised Learning Z. Chen Bing Li 37 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 24 0 0 06 Nov 2024
RankUp: Boosting Semi-Supervised Regression with an Auxiliary Ranking Classifier Pin-Yen Huang Szu-Wei Fu Yu Tsao 32 0 0 29 Oct 2024
Shape Transformation Driven by Active Contour for Class-Imbalanced Semi-Supervised Medical Image Segmentation Yuliang Gu Yepeng Liu Zhichao Sun Jinchi Zhu Yongchao Xu L. Najman MedIm 26 1 0 18 Oct 2024
Continuous Contrastive Learning for Long-Tailed Semi-Supervised Recognition Zi-Hao Zhou Siyuan Fang Zi-Jing Zhou Tong Wei Yuanyu Wan Min-Ling Zhang 26 1 0 08 Oct 2024
DAdEE: Unsupervised Domain Adaptation in Early Exit PLMs Divya J. Bajpai M. Hanawal 31 0 0 06 Oct 2024
Hard Negative Sample Mining for Whole Slide Image Classification Wentao Huang Xiaoling Hu Shahira Abousamra Prateek Prasanna Chao Chen VLM 31 5 0 03 Oct 2024
Image-Feature Weak-to-Strong Consistency: An Enhanced Paradigm for Semi-Supervised Learning Zhiyu Wu Jinshi Cui 25 0 0 08 Aug 2024
A Systematic Review on Long-Tailed Learning Chongsheng Zhang G. Almpanidis Gaojuan Fan Binquan Deng Yanbo Zhang Ji Liu Aouaidjia Kamel Paolo Soda Joao Gama 25 6 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 40 3 0 28 Jul 2024
ScholarChemQA: Unveiling the Power of Language Models in Chemical Research Question Answering Xiuying Chen Tairan Wang Taicheng Guo Kehan Guo Juexiao Zhou Haoyang Li Mingchen Zhuge Jürgen Schmidhuber Xin Gao Xiangliang Zhang 30 2 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 45 1 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 24 0 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 34 1 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 55 0 0 14 Jul 2024
S&D Messenger: Exchanging Semantic and Domain Knowledge for Generic Semi-Supervised Medical Image Segmentation Qixiang Zhang Haonan Wang X. Li 29 0 0 10 Jul 2024
Learning Label Refinement and Threshold Adjustment for Imbalanced Semi-Supervised Learning Zeju Li Ying-Qiu Zheng Chen Chen Saâd Jbabdi 40 0 0 07 Jul 2024
AllMatch: Exploiting All Unlabeled Data for Semi-Supervised Learning Zhiyu Wu Jinshi Cui 33 2 0 22 Jun 2024
Boosting Consistency in Dual Training for Long-Tailed Semi-Supervised Learning Kai Gan Tong Wei Min-Ling Zhang 32 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 24 0 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 39 1 0 30 May 2024
Towards Realistic Long-tailed Semi-supervised Learning in an Open World Yuanpeng He Lijian Li 26 0 0 23 May 2024
Smooth Pseudo-Labeling Nikolaos Karaliolios Hervé Le Borgne Florian Chabot 34 0 0 23 May 2024
Dynamic Against Dynamic: An Open-set Self-learning Framework Haifeng Yang Chuanxing Geng P. Yuen Songcan Chen 31 0 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 44 3 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 25 3 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 29 4 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 36 0 0 27 Mar 2024
Gradient-based Sampling for Class Imbalanced Semi-supervised Object Detection Jiaming Li Xiangru Lin Wei Zhang Xiao Tan Yingying Li Junyu Han Errui Ding Jingdong Wang Guanbin Li 34 8 0 22 Mar 2024
CDMAD: Class-Distribution-Mismatch-Aware Debiasing for Class-Imbalanced Semi-Supervised Learning Hyuck Lee Heeyoung Kim 24 1 0 15 Mar 2024
Probabilistic Contrastive Learning for Long-Tailed Visual Recognition Chaoqun Du Yulin Wang Shiji Song Gao Huang 33 23 0 11 Mar 2024
BaCon: Boosting Imbalanced Semi-supervised Learning via Balanced Feature-Level Contrastive Learning Qianhan Feng Lujing Xie Shijie Fang Tong Lin 19 6 0 04 Mar 2024
PRCL: Probabilistic Representation Contrastive Learning for Semi-Supervised Semantic Segmentation Haoyu Xie Changqi Wang Jian-jun Zhao Yang Liu Jun Dan Chong Fu Baigui Sun SSL 32 8 0 28 Feb 2024
SimPro: A Simple Probabilistic Framework Towards Realistic Long-Tailed Semi-Supervised Learning Chaoqun Du Yizeng Han Gao Huang 32 4 0 21 Feb 2024
DUEL: Duplicate Elimination on Active Memory for Self-Supervised Class-Imbalanced Learning Won-Seok Choi Hyun-Dong Lee Dong-Sig Han Junseok Park Heeyeon Koo Byoung-Tak Zhang 22 1 0 14 Feb 2024
Geometric Prior Guided Feature Representation Learning for Long-Tailed Classification Yanbiao Ma Licheng Jiao F. Liu Shuyuan Yang Xu Liu Puhua Chen 15 10 0 21 Jan 2024
Adaptive Self-training Framework for Fine-grained Scene Graph Generation Kibum Kim Kanghoon Yoon Yeonjun In Jinyoung Moon Donghyun Kim Chanyoung Park 25 8 0 18 Jan 2024
P $^2$ OT: Progressive Partial Optimal Transport for Deep Imbalanced Clustering Chuyu Zhang Hui Ren Xuming He 27 6 0 17 Jan 2024
Class-Imbalanced Semi-Supervised Learning for Large-Scale Point Cloud Semantic Segmentation via Decoupling Optimization Mengtian Li Shaohui Lin Zihan Wang Yunhang Shen Baochang Zhang Lizhuang Ma 26 5 0 13 Jan 2024
Uncertainty-aware Sampling for Long-tailed Semi-supervised Learning Kuo Yang Duo Li Menghan Hu Guangtao Zhai Xiaokang Yang Xiao-Ping Zhang 16 0 0 09 Jan 2024
Twice Class Bias Correction for Imbalanced Semi-Supervised Learning Lan Li Bowen Tao Lu Han De-Chuan Zhan Han-jia Ye SSL 24 3 0 27 Dec 2023
Three Heads Are Better Than One: Complementary Experts for Long-Tailed Semi-supervised Learning Chengcheng Ma Ismail Elezi Jiankang Deng Weiming Dong Changsheng Xu 13 9 0 25 Dec 2023
FedDiv: Collaborative Noise Filtering for Federated Learning with Noisy Labels Jichang Li Guanbin Li Hui Cheng Zicheng Liao Yizhou Yu FedML 27 14 0 19 Dec 2023
CLAF: Contrastive Learning with Augmented Features for Imbalanced Semi-Supervised Learning Bowen Tao Lan Li Xin-Chun Li De-Chuan Zhan 13 0 0 15 Dec 2023