SoftMatch: Addressing the Quantity-Quality Trade-off in Semi-supervised Learning

26 January 2023

Hao Chen

Bernt Schiele

Bhiksha Raj

Papers citing "SoftMatch: Addressing the Quantity-Quality Trade-off in Semi-supervised Learning"

50 / 83 papers shown

Title
Handling Imbalanced Pseudolabels for Vision-Language Models with Concept Alignment and Confusion-Aware Calibrated Margin Yuchen Wang X. Bai X. Li Weili Guan Liqiang Nie Xinyang Chen VLM 35 0 0 04 May 2025
Weakly Semi-supervised Whole Slide Image Classification by Two-level Cross Consistency Supervision Linhao Qu Shiman Li Xiaoyuan Luo Shaolei Liu Qinhao Guo Manning Wang Zhijian Song 36 0 0 16 Apr 2025
SemiISP/SemiIE: Semi-Supervised Image Signal Processor and Image Enhancement Leveraging One-to-Many Mapping sRGB-to-RAW Masakazu Yoshimura Junji Otsuka Radu Berdan Takeshi Ohashi 35 0 0 03 Apr 2025
CustomKD: Customizing Large Vision Foundation for Edge Model Improvement via Knowledge Distillation Jungsoo Lee Debasmit Das Munawar Hayat Sungha Choi Kyuwoong Hwang Fatih Porikli VLM 58 0 0 23 Mar 2025
MOS: Modeling Object-Scene Associations in Generalized Category Discovery Zhengyuan Peng Jinpeng Ma Zhimin Sun Ran Yi Haichuan Song Xin Tan Lizhuang Ma 45 0 0 15 Mar 2025
Revisiting semi-supervised learning in the era of foundation models Ping Zhang Zheda Mai Quang-Huy Nguyen Wei-Lun Chao 48 0 0 12 Mar 2025
STiL: Semi-supervised Tabular-Image Learning for Comprehensive Task-Relevant Information Exploration in Multimodal Classification Siyi Du Xinzhe Luo D. O’Regan Chen Qin 62 0 0 08 Mar 2025
CGMatch: A Different Perspective of Semi-supervised Learning Bo Cheng Jueqing Lu Yuan Tian Haifeng Zhao Yi-Ju Chang Lan Du 36 0 0 04 Mar 2025
Re-Evaluating the Impact of Unseen-Class Unlabeled Data on Semi-Supervised Learning Model Rundong He Yicong Dong Lanzhe Guo Yilong Yin Tailin Wu 24 0 0 02 Mar 2025
(FL) $^2$ : Overcoming Few Labels in Federated Semi-Supervised Learning Seungjoo Lee Thanh-Long V. Le Jaemin Shin Sung-Ju Lee FedML 23 1 0 30 Oct 2024
RankUp: Boosting Semi-Supervised Regression with an Auxiliary Ranking Classifier Pin-Yen Huang Szu-Wei Fu Yu Tsao 27 0 0 29 Oct 2024
Towards Understanding Why FixMatch Generalizes Better Than Supervised Learning Jingyang Li Jiachun Pan Vincent Y. F. Tan Kim-Chuan Toh Pan Zhou AAML MLT 31 0 0 15 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 18 1 0 08 Oct 2024
Exploring Information-Theoretic Metrics Associated with Neural Collapse in Supervised Training Kun Song Zhiquan Tan Bochao Zou Jiansheng Chen Huimin Ma Weiran Huang 30 0 0 25 Sep 2024
Improving 3D Semi-supervised Learning by Effectively Utilizing All Unlabelled Data Sneha Paul Zachary Patterson Nizar Bouguila 16 0 0 21 Sep 2024
A Unified Contrastive Loss for Self-Training Aurélien Gauffre Julien Horvat Massih-Reza Amini SSL 16 0 0 11 Sep 2024
CRADLE-VAE: Enhancing Single-Cell Gene Perturbation Modeling with Counterfactual Reasoning-based Artifact Disentanglement Seungheun Baek Soyon Park Y. T. Chok Junhyun Lee Jueon Park Mogan Gim Jaewoo Kang CML 30 1 0 09 Sep 2024
Domain-Guided Weight Modulation for Semi-Supervised Domain Generalization Chamuditha Jayanaga Galappaththige Zachary Izzo Xilin He Honglu Zhou Muhammad Haris Khan 14 3 0 04 Sep 2024
Towards Modality-agnostic Label-efficient Segmentation with Entropy-Regularized Distribution Alignment Liyao Tang Zhe Chen Shanshan Zhao Chaoyue Wang Dacheng Tao 24 0 0 29 Aug 2024
CamoTeacher: Dual-Rotation Consistency Learning for Semi-Supervised Camouflaged Object Detection Xunfa Lai Zhiyu Yang Jie Hu Shengchuan Zhang Liujuan Cao Guannan Jiang Zhiyu Wang Songan Zhang Rongrong Ji 24 3 0 15 Aug 2024
Image-Feature Weak-to-Strong Consistency: An Enhanced Paradigm for Semi-Supervised Learning Zhiyu Wu Jinshi Cui 17 0 0 08 Aug 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 24 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
Learning Unlabeled Clients Divergence via Anchor Model Aggregation for Federated Semi-supervised Learning Marawan Elbatel Hualiang Wang Jixiang Chen Hao Wang Xiaomeng Li FedML 48 0 0 14 Jul 2024
Learning Label Refinement and Threshold Adjustment for Imbalanced Semi-Supervised Learning Zeju Li Ying-Qiu Zheng Chen Chen Saâd Jbabdi 27 0 0 07 Jul 2024
Foster Adaptivity and Balance in Learning with Noisy Labels Mengmeng Sheng Zeren Sun Tao Chen Shuchao Pang Yucheng Wang Yazhou Yao 23 2 0 03 Jul 2024
Depth-Guided Semi-Supervised Instance Segmentation Xin Chen Jie Hu Xiawu Zheng Jianghang Lin Liujuan Cao Rongrong Ji ISeg 3DV 16 1 0 25 Jun 2024
AllMatch: Exploiting All Unlabeled Data for Semi-Supervised Learning Zhiyu Wu Jinshi Cui 21 1 0 22 Jun 2024
Computation-Efficient Semi-Supervised Learning for ECG-based Cardiovascular Diseases Detection Rushuang Zhou Zijun Liu Lei A. Clifton David A. Clifton Kannie W. Y. Chan Yuan-Ting Zhang Yining Dong 28 0 0 20 Jun 2024
LayerMatch: Do Pseudo-labels Benefit All Layers? Chaoqi Liang Guanglei Yang Lifeng Qiao Zitong Huang Hongliang Yan Yunchao Wei W. Zuo 36 0 0 20 Jun 2024
Boosting Consistency in Dual Training for Long-Tailed Semi-Supervised Learning Kai Gan Tong Wei Min-Ling Zhang 27 1 0 19 Jun 2024
Unveiling the Dynamics of Information Interplay in Supervised Learning Kun Song Zhiquan Tan Bochao Zou Huimin Ma Weiran Huang 30 1 0 06 Jun 2024
SAM as the Guide: Mastering Pseudo-Label Refinement in Semi-Supervised Referring Expression Segmentation Danni Yang Jiayi Ji Yiwei Ma Tianyu Guo Haowei Wang Xiaoshuai Sun Rongrong Ji ISeg VLM 25 5 0 03 Jun 2024
Generalized Semi-Supervised Learning via Self-Supervised Feature Adaptation Jiachen Liang Ruibing Hou Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 14 4 0 31 May 2024
SIAVC: Semi-Supervised Framework for Industrial Accident Video Classification Zuoyong Li Qinghua Lin Haoyi Fan Tiesong Zhao David Zhang 16 0 0 23 May 2024
Erasing the Bias: Fine-Tuning Foundation Models for Semi-Supervised Learning Kai Gan Tong Wei 34 10 0 20 May 2024
MaskMatch: Boosting Semi-Supervised Learning Through Mask Autoencoder-Driven Feature Learning Wenjin Zhang Keyi Li Sen Yang Chenyang Gao Wanzhao Yang Sifan Yuan I. Marsic 28 1 0 10 May 2024
Boosting Single Positive Multi-label Classification with Generalized Robust Loss Yanxi Chen Chunxiao Li Xinyang Dai Jinhuan Li Weiyu Sun Yiming Wang Renyuan Zhang Tinghe Zhang Bo Wang 32 0 0 06 May 2024
VCC-INFUSE: Towards Accurate and Efficient Selection of Unlabeled Examples in Semi-supervised Learning Shijie Fang Qianhan Feng Tong Lin 23 0 0 18 Apr 2024
InfoMatch: Entropy Neural Estimation for Semi-Supervised Image Classification Qi Han Zhibo Tian Chengwei Xia Kun Zhan SSL 16 5 0 17 Apr 2024
A Cyber Manufacturing IoT System for Adaptive Machine Learning Model Deployment by Interactive Causality Enabled Self-Labeling Yutian Ren Yuqi He Xuyin Zhang A. Yen G. P. Li 29 0 0 09 Apr 2024
Self-Labeling in Multivariate Causality and Quantification for Adaptive Machine Learning Yutian Ren A. Yen G. P. Li CML 35 0 0 08 Apr 2024
Noisy Label Processing for Classification: A Survey Mengting Li Chuang Zhu NoLa 30 0 0 05 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 19 4 0 01 Apr 2024
Do not trust what you trust: Miscalibration in Semi-supervised Learning Shambhavi Mishra Balamurali Murugesan Ismail Ben Ayed M. Pedersoli Jose Dolz 29 1 0 22 Mar 2024
DreamDA: Generative Data Augmentation with Diffusion Models Yunxiang Fu Chaoqi Chen Yu Qiao Yizhou Yu VLM DiffM 19 12 0 19 Mar 2024
Towards Generalizing to Unseen Domains with Few Labels Chamuditha Jayanga Galappaththige Sanoojan Baliah Malitha Gunawardhana Muhammad Haris Khan 29 3 0 18 Mar 2024
CDMAD: Class-Distribution-Mismatch-Aware Debiasing for Class-Imbalanced Semi-Supervised Learning Hyuck Lee Heeyoung Kim 18 1 0 15 Mar 2024
Towards the Uncharted: Density-Descending Feature Perturbation for Semi-supervised Semantic Segmentation Xiaoyang Wang H. Bai Limin Yu Yao-Min Zhao Jimin Xiao AAML 40 6 0 11 Mar 2024
Pseudo-Labeling and Contextual Curriculum Learning for Online Grasp Learning in Robotic Bin Picking Huy Le Philipp Schillinger Miroslav Gabriel Alexander Qualmann Ngo Anh Vien 19 0 0 04 Mar 2024