FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence

21 January 2020

Chun-Liang Li

Papers citing "FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence"

50 / 493 papers shown

Title
$Simple Semi-supervised Knowledge Distillation from Vision-Language Models via $\mathbf{\texttt{D}}$ual-$\mathbf{\texttt{H}}$ead $\mathbf{\texttt{O}}$ptimization$ Simple Semi-supervised Knowledge Distillation from Vision-Language Models via $\mathbf{\texttt{D}}$ ual- $\mathbf{\texttt{H}}$ ead $\mathbf{\texttt{O}}$ ptimization Seongjae Kang Dong Bok Lee Hyungjoon Jang Sung Ju Hwang VLM 57 0 0 12 May 2025
Feedback-Driven Pseudo-Label Reliability Assessment: Redefining Thresholding for Semi-Supervised Semantic Segmentation Negin Ghamsarian Sahar Nasirihaghighi Klaus Schoeffmann Raphael Sznitman 26 0 0 12 May 2025
Unsupervised Learning for Class Distribution Mismatch Pan Du Wangbo Zhao Xinai Lu Nian Liu Z. Li ... Suyun Zhao H. Chen Cuiping Li Kai Wang Yang You 26 0 0 11 May 2025
References Indeed Matter? Reference-Free Preference Optimization for Conversational Query Reformulation Doyoung Kim Youngjun Lee Joeun Kim Jihwan Bang Hwanjun Song Susik Yoon Jae-Gil Lee 29 0 0 10 May 2025
A Contrastive Federated Semi-Supervised Learning Intrusion Detection Framework for Internet of Robotic Things Yifan Zeng 26 0 0 10 May 2025
DCS-ST for Classification of Breast Cancer Histopathology Images with Limited Annotations Liu Suxing Byungwon Min 40 0 0 06 May 2025
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 44 0 0 04 May 2025
What is the Added Value of UDA in the VFM Era? B. B. Englert Tommie Kerssies Gijs Dubbelman 44 0 0 25 Apr 2025
Co-Training with Active Contrastive Learning and Meta-Pseudo-Labeling on 2D Projections for Deep Semi-Supervised Learning David Aparco-Cardenas Jancarlo F. Gomes Alexandre X. Falcão Pedro J. de Rezende 46 0 0 25 Apr 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 39 0 0 16 Apr 2025
FACT: Foundation Model for Assessing Cancer Tissue Margins with Mass Spectrometry Mohammad Farahmand A. Jamzad Fahimeh Fooladgar Laura Connolly Martin Kaufmann Kevin Yi Mi Ren John Rudan Doug McKay Gabor Fichtinger P. Mousavi 43 0 0 15 Apr 2025
HDC: Hierarchical Distillation for Multi-level Noisy Consistency in Semi-Supervised Fetal Ultrasound Segmentation Tran Quoc Khanh Le Nguyen Lan Vi Vu Ha-Hieu Pham Xuan-Loc Huynh T. Nguyen Minh Huu Nhat Le Quan Nguyen Hien Nguyen 41 0 0 14 Apr 2025
Hide and Seek in Noise Labels: Noise-Robust Collaborative Active Learning with LLM-Powered Assistance Bo Yuan Yulin Chen Yin Zhang Wei Jiang NoLa 30 6 0 03 Apr 2025
ProtoGCD: Unified and Unbiased Prototype Learning for Generalized Category Discovery Shijie Ma Fei Zhu Xu-Yao Zhang Cheng-Lin Liu 29 1 0 02 Apr 2025
Semi-supervised Node Importance Estimation with Informative Distribution Modeling for Uncertainty Regularization Yankai Chen Taotao Wang Yixiang Fang Yunyu Xiao BDL 100 1 0 26 Mar 2025
Unlocking the Potential of Unlabeled Data in Semi-Supervised Domain Generalization Dongkwan Lee Kyomin Hwang Nojun Kwak 98 0 0 18 Mar 2025
TwinTURBO: Semi-Supervised Fine-Tuning of Foundation Models via Mutual Information Decompositions for Downstream Task and Latent Spaces Guillaume Quétant Pavlo Molchanov S. Voloshynovskiy 45 0 0 10 Mar 2025
Enabling AI Scientists to Recognize Innovation: A Domain-Agnostic Algorithm for Assessing Novelty Yao Wang Mingxuan Cui Arthur Jiang 61 0 0 03 Mar 2025
VRM: Knowledge Distillation via Virtual Relation Matching W. Zhang Fei Xie Weidong Cai Chao Ma 71 0 0 28 Feb 2025
Stein Discrepancy for Unsupervised Domain Adaptation Anneke von Seeger Dongmian Zou Gilad Lerman 92 0 0 24 Feb 2025
Transfer Learning with Pre-trained Conditional Generative Models Shinýa Yamaguchi Sekitoshi Kanai Atsutoshi Kumagai Daiki Chijiwa H. Kashima VLM CLL BDL DiffM 129 5 0 21 Feb 2025
CR-CTC: Consistency regularization on CTC for improved speech recognition Zengwei Yao Wei Kang Xiaoyu Yang Fangjun Kuang Liyong Guo Han Zhu Zengrui Jin Zhaoqing Li Long Lin Daniel Povey 53 0 0 17 Feb 2025
TCProF: Time-Complexity Prediction SSL Framework Joonghyuk Hahn Hyeseon Ahn Jungin Kim Soohan Lim Yo-Sub Han 44 0 0 10 Feb 2025
Semi-rPPG: Semi-Supervised Remote Physiological Measurement with Curriculum Pseudo-Labeling Bingjie Wu Zitong Yu Yiping Xie Wei Liu Chaoqi Luo Yong Liu Rick Siow Mong Goh 64 0 0 06 Feb 2025
Semi-supervised Semantic Segmentation for Remote Sensing Images via Multi-scale Uncertainty Consistency and Cross-Teacher-Student Attention Shanwen Wang Changrui Chen Xin Sun Danfeng Hong Jungong Han 34 0 0 18 Jan 2025
Solving the Catastrophic Forgetting Problem in Generalized Category Discovery Xinzi Cao Xiawu Zheng G. Wang Weijiang Yu Yunhang Shen Ke Li Yutong Lu Yonghong Tian CLL 37 4 0 09 Jan 2025
Uncertainty and Energy based Loss Guided Semi-Supervised Semantic Segmentation Rini Smita Thakur Vinod K. Kurmi UQCV 29 1 0 03 Jan 2025
SoftPatch+: Fully Unsupervised Anomaly Classification and Segmentation Chengjie Wang Xi Jiang Bin-Bin Gao Zhenye Gan Y. Liu Feng Zheng Lizhuang Ma UQCV 46 1 0 30 Dec 2024
RegMixMatch: Optimizing Mixup Utilization in Semi-Supervised Learning Haorong Han Jidong Yuan Chixuan Wei Zhongyang Yu 164 1 0 14 Dec 2024
A Unified Data Representation Learning for Non-parametric Two-sample Testing Xunye Tian Liuhua Peng Zhijian Zhou M. Gong Feng Liu Feng Liu 87 0 0 30 Nov 2024
CLIP meets DINO for Tuning Zero-Shot Classifier using Unlabeled Image Collections Mohamed Fazli Mohamed Imam Rufael Fedaku Marew Jameel Hassan M. Fiaz Alham Fikri Aji Hisham Cholakkal VLM 177 0 0 28 Nov 2024
GTPC-SSCD: Gate-guided Two-level Perturbation Consistency-based Semi-Supervised Change Detection Yan Xing Qiáo Xu Zongyu Guo Rui Huang Yuxiang Zhang 73 0 0 28 Nov 2024
Anti-Forgetting Adaptation for Unsupervised Person Re-identification Hao Chen F. Brémond Nicu Sebe Shiliang Zhang CLL 102 1 0 22 Nov 2024
Integrated Image-Text Based on Semi-supervised Learning for Small Sample Instance Segmentation Ruting Chi Zhiyi Huang Yuexing Han ISeg 23 0 0 21 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 45 0 0 15 Oct 2024
Browsing without Third-Party Cookies: What Do You See? Maxwell Lin Shihan Lin Helen Wu Karen Wang Xiaowei Yang BDL 51 8 0 14 Oct 2024
Exploring Semi-Supervised Learning for Online Mapping Adam Lilja Erik Wallin Junsheng Fu Lars Hammarstrand SSL 46 1 0 14 Oct 2024
Generalizing Segmentation Foundation Model Under Sim-to-real Domain-shift for Guidewire Segmentation in X-ray Fluoroscopy Yuxuan Wen Evgenia Roussinova Olivier Brina Paolo Machi Mohamed Bouri OOD MedIm 21 1 0 09 Oct 2024
SFTMix: Elevating Language Model Instruction Tuning with Mixup Recipe Yuxin Xiao Shujian Zhang Wenxuan Zhou Marzyeh Ghassemi Sanqiang Zhao 100 0 0 07 Oct 2024
PACE: Marrying generalization in PArameter-efficient fine-tuning with Consistency rEgularization Yao Ni Shan Zhang Piotr Koniusz 140 2 0 25 Sep 2024
Exploring Information-Theoretic Metrics Associated with Neural Collapse in Supervised Training Kun Song Zhiquan Tan Bochao Zou Jiansheng Chen Huimin Ma Weiran Huang 37 0 0 25 Sep 2024
Cross Branch Feature Fusion Decoder for Consistency Regularization-based Semi-Supervised Change Detection Yan Xing Qiáo Xu Jingcheng Zeng Rui Huang Sihua Gao Weifeng Xu Yuxiang Zhang Wei Fan 32 3 0 23 Sep 2024
Improving Adversarial Robustness for 3D Point Cloud Recognition at Test-Time through Purified Self-Training Jinpeng Lin Xulei Yang Tianrui Li Xun Xu 3DPC 30 0 0 23 Sep 2024
Improving 3D Semi-supervised Learning by Effectively Utilizing All Unlabelled Data Sneha Paul Zachary Patterson Nizar Bouguila 24 0 0 21 Sep 2024
MalMixer: Few-Shot Malware Classification with Retrieval-Augmented Semi-Supervised Learning Eric Li Yifan Zhang Yu Huang Kevin Leach 24 0 0 20 Sep 2024
Semi-Supervised 3D Object Detection with Channel Augmentation using Transformation Equivariance Minju Kang Taehun Kong Tae-Kyun Kim 3DPC 21 0 0 10 Sep 2024
HiLo: A Learning Framework for Generalized Category Discovery Robust to Domain Shifts Hongjun Wang S. Vaze Kai Han 72 4 0 08 Aug 2024
Adaptive Mix for Semi-Supervised Medical Image Segmentation Zhiqiang Shen Peng Cao Junming Su Jinzhu Yang Osmar R. Zaiane 44 0 0 31 Jul 2024
Semi-Supervised Teacher-Reference-Student Architecture for Action Quality Assessment Wu Yun Mengshi Qi Fei Peng Huadong Ma 46 1 0 29 Jul 2024
Deep Companion Learning: Enhancing Generalization Through Historical Consistency Ruizhao Zhu Venkatesh Saligrama FedML 29 0 0 26 Jul 2024