In Defense of Pseudo-Labeling: An Uncertainty-Aware Pseudo-label Selection Framework for Semi-Supervised Learning

15 January 2021

Papers citing "In Defense of Pseudo-Labeling: An Uncertainty-Aware Pseudo-label Selection Framework for Semi-Supervised Learning"

50 / 261 papers shown

Title
Generalization Bounds and Stopping Rules for Learning with Self-Selected Data Julian Rodemann James Bailie SSL 53 1 0 12 May 2025
Uncertainty Quantification for Machine Learning in Healthcare: A Survey L. J. L. Lopez Shaza Elsharief Dhiyaa Al Jorf Firas Darwish Congbo Ma Farah E. Shamout 110 0 0 04 May 2025
Object Placement for Anything Bingjie Gao Bo Zhang Li Niu OCL 49 0 0 16 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 43 0 0 14 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 42 0 0 03 Apr 2025
Collaborative Evolution: Multi-Round Learning Between Large and Small Language Models for Emergent Fake News Detection Ziyi Zhou Xiaoming Zhang Shenghan Tan Litian Zhang Chaozhuo Li 44 0 0 27 Mar 2025
SIT-FER: Integration of Semantic-, Instance-, Text-level Information for Semi-supervised Facial Expression Recognition Sixian Ding Xu Jiang Zhongjing Du Jiaqi Cui Xinyi Zeng Yan Wang 57 0 0 24 Mar 2025
Adapt, Agree, Aggregate: Semi-Supervised Ensemble Labeling for Graph Convolutional Networks Maryam Abdolali Romina Zakerian Behnam Roshanfekr Fardin Ayar Mohammad Rahmati 51 0 0 22 Mar 2025
Steady Progress Beats Stagnation: Mutual Aid of Foundation and Conventional Models in Mixed Domain Semi-Supervised Medical Image Segmentation Qinghe Ma Jian Zhang Zekun Li Lei Qi Qian Yu Yinghuan Shi MedIm 47 1 0 21 Mar 2025
Uncertainty-aware Long-tailed Weights Model the Utility of Pseudo-labels for Semi-supervised Learning Jiaqi Wu Junbiao Pang Qingming Huang 60 0 0 13 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 66 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 43 0 0 04 Mar 2025
UPL: Uncertainty-aware Pseudo-labeling for Imbalance Transductive Node Classification Mohammad T. Teimuri Zahra Dehghanian Gholamali Aminian Hamid R. Rabiee 55 0 0 02 Feb 2025
LEASE: Offline Preference-based Reinforcement Learning with High Sample Efficiency Xiao-Yin Liu Guotao Li Xiao-Hu Zhou Z. Hou OffRL 39 0 0 31 Dec 2024
Semi-Supervised Risk Control via Prediction-Powered Inference Bat-Sheva Einbinder Liran Ringel Yaniv Romano 74 0 0 15 Dec 2024
Teaching MLPs to Master Heterogeneous Graph-Structured Knowledge for Efficient and Accurate Inference Yunhui Liu Xinyi Gao Tieke He Jianhua Zhao Hongzhi Yin 73 1 0 21 Nov 2024
Judge Like a Real Doctor: Dual Teacher Sample Consistency Framework for Semi-supervised Medical Image Classification Zhang Qixiang Yang Yuxiang Zu Chen Zhang Jianjia Wu Xi Zhou Jiliu Wang Yan 37 0 0 05 Nov 2024
AdaptGCD: Multi-Expert Adapter Tuning for Generalized Category Discovery Yuxun Qu Yongqiang Tang Chenyang Zhang Wensheng Zhang 28 0 0 29 Oct 2024
Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image Segmentation Sicheng Shen Jinming Cao Yifang Yin Roger Zimmermann 43 1 0 14 Oct 2024
Provable Weak-to-Strong Generalization via Benign Overfitting David X. Wu A. Sahai 68 6 0 06 Oct 2024
Achieving Generalization in Orchestrating GNSS Interference Monitoring Stations Through Pseudo-Labeling Lucas Heublein Tobias Feigl A. Rügamer Felix Ott 40 6 0 03 Oct 2024
Self-Evolutionary Large Language Models through Uncertainty-Enhanced Preference Optimization Jianing Wang Yang Zhou Xiaocheng Zhang Mengjiao Bao Peng Yan 30 1 0 17 Sep 2024
FinePseudo: Improving Pseudo-Labelling through Temporal-Alignablity for Semi-Supervised Fine-Grained Action Recognition Ishan Rajendrakumar Dave Mamshad Nayeem Rizve Mubarak Shah AI4TS 25 2 0 02 Sep 2024
Towards Modality-agnostic Label-efficient Segmentation with Entropy-Regularized Distribution Alignment Liyao Tang Zhe Chen Shanshan Zhao Chaoyue Wang Dacheng Tao 32 0 0 29 Aug 2024
S-MolSearch: 3D Semi-supervised Contrastive Learning for Bioactive Molecule Search G. Zhou Zhen Wang Feng Yu Guolin Ke Zhewei Wei Zhifeng Gao 31 2 0 27 Aug 2024
Semi-Supervised Variational Adversarial Active Learning via Learning to Rank and Agreement-Based Pseudo Labeling Zongyao Lyu William J. Beksi DRL 20 0 0 23 Aug 2024
A Review of Pseudo-Labeling for Computer Vision Patrick Kage Jay C. Rothenberger Pavlos Andreadis Dimitrios I. Diochnos VLM 34 3 0 13 Aug 2024
Reciprocal Learning Julian Rodemann Christoph Jansen G. Schollmeyer FedML 34 0 0 12 Aug 2024
SRTFD: Scalable Real-Time Fault Diagnosis through Online Continual Learning Dandan Zhao Karthick Sharma Hongpeng Yin Yuxin Qi Shuhao Zhang AI4CE 29 0 0 11 Aug 2024
Cross-Domain Learning for Video Anomaly Detection with Limited Supervision Yashika Jain Ali Dabouei Min Xu 19 1 0 09 Aug 2024
PromptCCD: Learning Gaussian Mixture Prompt Pool for Continual Category Discovery Fernando Julio Cendra Bingchen Zhao Kai Han VLM CLL 35 6 0 26 Jul 2024
Weighting Pseudo-Labels via High-Activation Feature Index Similarity and Object Detection for Semi-Supervised Segmentation Prantik Howlader Hieu M. Le Dimitris Samaras 43 1 0 17 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
Beyond Pixels: Semi-Supervised Semantic Segmentation with a Multi-scale Patch-based Multi-Label Classifier Prantik Howlader Srijan Das Hieu M. Le Dimitris Samaras 43 5 0 04 Jul 2024
From Biased Selective Labels to Pseudo-Labels: An Expectation-Maximization Framework for Learning from Biased Decisions Trenton Chang Jenna Wiens 32 0 0 27 Jun 2024
You can't handle the (dirty) truth: Data-centric insights improve pseudo-labeling Nabeel Seedat Nicolas Huynh F. Imrie Mihaela van der Schaar 40 0 0 19 Jun 2024
Towards Bayesian Data Selection Julian Rodemann 25 1 0 18 Jun 2024
Gentle-CLIP: Exploring Aligned Semantic In Low-Quality Multimodal Data With Soft Alignment Zijia Song Z. Zang Yelin Wang Guozheng Yang Jiangbin Zheng Kaicheng Yu Wanyu Chen Stan Z. Li 33 0 0 09 Jun 2024
Uncertainty Aware Learning for Language Model Alignment Yikun Wang Rui Zheng Liang Ding Qi Zhang Dahua Lin Dacheng Tao 45 4 0 07 Jun 2024
Advancing Weakly-Supervised Audio-Visual Video Parsing via Segment-wise Pseudo Labeling Jinxing Zhou Dan Guo Yiran Zhong Meng Wang VLM 61 18 0 03 Jun 2024
Diverse Teacher-Students for Deep Safe Semi-Supervised Learning under Class Mismatch Qikai Wang Rundong He Yongshun Gong Chunxiao Ren Hao Sun Xiaoshui Huang Yilong Yin 34 0 0 25 May 2024
Semi-Supervised Learning guided by the Generalized Bayes Rule under Soft Revision Stefan Dietrich Julian Rodemann Christoph Jansen BDL 27 5 0 24 May 2024
SIAVC: Semi-Supervised Framework for Industrial Accident Video Classification Zuoyong Li Qinghua Lin Haoyi Fan Tiesong Zhao David Zhang 31 0 0 23 May 2024
Erasing the Bias: Fine-Tuning Foundation Models for Semi-Supervised Learning Kai Gan Tong Wei 46 10 0 20 May 2024
IntraMix: Intra-Class Mixup Generation for Accurate Labels and Neighbors Shenghe Zheng Hongzhi Wang Xianglong Liu 55 3 0 02 May 2024
Robust Semi-supervised Learning via $f$ -Divergence and $α$ -Rényi Divergence Gholamali Aminian Amirhossien Bagheri Mahyar JafariNodeh Radmehr Karimian Mohammad Hossein Yassaee 32 0 0 01 May 2024
A Method of Moments Embedding Constraint and its Application to Semi-Supervised Learning Michael Majurski Sumeet Menon Parniyan Farvardin David Chapman 32 3 0 27 Apr 2024
Pseudo-label Learning with Calibrated Confidence Using an Energy-based Model Masahito Toba Seiichi Uchida Hideaki Hayashi 31 0 0 15 Apr 2024
Analyzing Decades-Long Environmental Changes in Namibia Using Archival Aerial Photography and Deep Learning G. Tadesse Caleb Robinson G. Q. Hacheme Akram Zaytar Rahul Dodhia Tsering Wangyal Shawa J. L. Ferres Emmanuel H. Kreike 41 0 0 12 Apr 2024
Uncertainty-aware Evidential Fusion-based Learning for Semi-supervised Medical Image Segmentation Yuanpeng He Lijian Li UQCV EDL 50 1 0 09 Apr 2024