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
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation Siqi Fan F. Zhu Zunlei Feng Yisheng Lv Min-Gyoo Song Fei-Yue Wang 24 25 0 30 Nov 2022
AdaTriplet-RA: Domain Matching via Adaptive Triplet and Reinforced Attention for Unsupervised Domain Adaptation Xinyao Shu Shiyang Yan Zhenyu Lu Xinshao Wang Yuan Xie 17 2 0 16 Nov 2022
Self-training of Machine Learning Models for Liver Histopathology: Generalization under Clinical Shifts Jin Li Deepta Rajan Chintan Shah Dinkar Juyal S. Chakraborty Chandan Akiti Filip Kos Janani Iyer Anand Sampat A. Behrooz OOD 22 3 0 14 Nov 2022
CoNMix for Source-free Single and Multi-target Domain Adaptation Vikash Kumar Rohit Lal Himanshu Patil Anirban Chakraborty TTA 29 19 0 07 Nov 2022
A Close Look into the Calibration of Pre-trained Language Models Yangyi Chen Lifan Yuan Ganqu Cui Zhiyuan Liu Heng Ji 27 43 0 31 Oct 2022
An Effective Approach for Multi-label Classification with Missing Labels Xin Zhang R. Abdelfattah Yuqi Song Xiang Wang 25 4 0 24 Oct 2022
G2NetPL: Generic Game-Theoretic Network for Partial-Label Image Classification R. Abdelfattah Xin Zhang M. Fouda Xiang Wang Song Wang VLM 30 6 0 20 Oct 2022
Fuzzy Positive Learning for Semi-supervised Semantic Segmentation Pengchong Qiao Zhidan Wei Yu Wang Zhennan Wang Guoli Song Fan Xu Xiang Ji Chang-rui Liu Jie Chen 19 19 0 16 Oct 2022
How Does Pseudo-Labeling Affect the Generalization Error of the Semi-Supervised Gibbs Algorithm? Haiyun He Gholamali Aminian Yuheng Bu Miguel R. D. Rodrigues Vincent Y. F. Tan 32 4 0 15 Oct 2022
Injecting Domain Knowledge from Empirical Interatomic Potentials to Neural Networks for Predicting Material Properties Zeren Shui Daniel S. Karls Mingjian Wen Ilia Nikiforov E. Tadmor George Karypis 43 7 0 14 Oct 2022
StyLEx: Explaining Style Using Human Lexical Annotations Shirley Anugrah Hayati Kyumin Park Dheeraj Rajagopal Lyle Ungar Dongyeop Kang 25 3 0 14 Oct 2022
BoxTeacher: Exploring High-Quality Pseudo Labels for Weakly Supervised Instance Segmentation Tianheng Cheng Xinggang Wang Shaoyu Chen Qian Zhang Wenyu Liu ISeg 35 42 0 11 Oct 2022
Continual Learning with Evolving Class Ontologies Zhiqiu Lin Deepak Pathak Yu-xiong Wang Deva Ramanan Shu Kong CLL 36 9 0 10 Oct 2022
An Action Is Worth Multiple Words: Handling Ambiguity in Action Recognition Kiyoon Kim Davide Moltisanti Oisin Mac Aodha Laura Sevilla-Lara 16 0 0 10 Oct 2022
On the Importance of Calibration in Semi-supervised Learning Charlotte Loh Rumen Dangovski Shivchander Sudalairaj Seung-Jun Han Ligong Han Leonid Karlinsky Marin Soljacic Akash Srivastava 27 6 0 10 Oct 2022
Learning functional sections in medical conversations: iterative pseudo-labeling and human-in-the-loop approach Mengqian Wang Ilya Valmianski X. Amatriain Anitha Kannan 26 2 0 06 Oct 2022
COARSE3D: Class-Prototypes for Contrastive Learning in Weakly-Supervised 3D Point Cloud Segmentation Rong Li Anh-Quan Cao Raoul de Charette 3DV 3DPC 131 13 0 04 Oct 2022
Inducing Data Amplification Using Auxiliary Datasets in Adversarial Training Saehyung Lee Hyungyu Lee AAML 29 2 0 27 Sep 2022
On the Surprising Effectiveness of Transformers in Low-Labeled Video Recognition Farrukh Rahman Ömer Mubarek Z. Kira ViT 15 2 0 15 Sep 2022
Active Self-Training for Weakly Supervised 3D Scene Semantic Segmentation Geng-Ming Liu Oliver Matias van Kaick Hui Huang Ruizhen Hu 3DPC 24 8 0 15 Sep 2022
Seq-UPS: Sequential Uncertainty-aware Pseudo-label Selection for Semi-Supervised Text Recognition Gaurav Patel J. Allebach Qiang Qiu UQLM 30 17 0 31 Aug 2022
PercentMatch: Percentile-based Dynamic Thresholding for Multi-Label Semi-Supervised Classification Jun Huang Alexander Huang Beatriz C. Guerra Yen-Yun Yu 27 4 0 30 Aug 2022
Progressive Self-Distillation for Ground-to-Aerial Perception Knowledge Transfer Junjie Hu Chenyou Fan Mete Ozay Hua Feng Yuan Gao Tin Lun Lam SSL 24 2 0 29 Aug 2022
Toward Robust Graph Semi-Supervised Learning against Extreme Data Scarcity Kaize Ding E. Nouri Guoqing Zheng Huan Liu Ryen W. White 21 9 0 26 Aug 2022
PLMCL: Partial-Label Momentum Curriculum Learning for Multi-Label Image Classification R. Abdelfattah Xin Zhang Zhenyao Wu Xinyi Wu Xiang Wang Song Wang VLM 42 6 0 22 Aug 2022
ConMatch: Semi-Supervised Learning with Confidence-Guided Consistency Regularization Jiwon Kim Youngjo Min Daehwan Kim Gyuseong Lee Junyoung Seo Kwang-seok Ryoo Seung Wook Kim 11 41 0 18 Aug 2022
RDA: Reciprocal Distribution Alignment for Robust Semi-supervised Learning Yue Duan Lei Qi Lei Wang Luping Zhou Yinghuan Shi OOD 21 11 0 09 Aug 2022
Self-Supervised Speaker Verification Using Dynamic Loss-Gate and Label Correction Bing Han Zhengyang Chen Y. Qian 19 30 0 03 Aug 2022
Automatically Discovering Novel Visual Categories with Self-supervised Prototype Learning Lu Zhang Lu Qi Xu Yang Hong Qiao Ming Yang Zhiyong Liu SSL 38 3 0 01 Aug 2022
Semi-supervised 3D Object Detection with Proficient Teachers Junbo Yin Jin Fang Dingfu Zhou Liangjun Zhang Chengfeng Xu Jianbing Shen Wenguan Wang 3DPC 22 76 0 26 Jul 2022
Pseudo-label Guided Cross-video Pixel Contrast for Robotic Surgical Scene Segmentation with Limited Annotations Yang Yu Zixu Zhao Yueming Jin Guangyong Chen Qi Dou Pheng-Ann Heng 28 4 0 20 Jul 2022
Leveraging Action Affinity and Continuity for Semi-supervised Temporal Action Segmentation Guodong Ding Angela Yao 19 17 0 18 Jul 2022
Uncertainty-Aware Learning Against Label Noise on Imbalanced Datasets Yingsong Huang Bing Bai Shengwei Zhao Kun Bai Fei-Yue Wang NoLa 28 43 0 12 Jul 2022
Towards Realistic Semi-Supervised Learning Mamshad Nayeem Rizve Navid Kardan M. Shah 47 44 0 05 Jul 2022
OpenLDN: Learning to Discover Novel Classes for Open-World Semi-Supervised Learning Mamshad Nayeem Rizve Navid Kardan Salman Khan F. Khan M. Shah 36 49 0 05 Jul 2022
NP-Match: When Neural Processes meet Semi-Supervised Learning Jianfeng Wang Thomas Lukasiewicz Daniela Massiceti Xiaolin Hu Vladimir Pavlovic A. Neophytou BDL 63 41 0 03 Jul 2022
On Non-Random Missing Labels in Semi-Supervised Learning Xinting Hu Yulei Niu C. Miao Xiansheng Hua Hanwang Zhang 34 18 0 29 Jun 2022
Test-Time Adaptation for Visual Document Understanding Sayna Ebrahimi Sercan Ö. Arik Tomas Pfister OOD 33 6 0 15 Jun 2022
AuxMix: Semi-Supervised Learning with Unconstrained Unlabeled Data Amin Banitalebi-Dehkordi Pratik Gujjar Yong Zhang SSL 21 8 0 14 Jun 2022
EnergyMatch: Energy-based Pseudo-Labeling for Semi-Supervised Learning Z. Yu Yin Li Yong Jae Lee 14 0 0 13 Jun 2022
Confident Sinkhorn Allocation for Pseudo-Labeling Vu-Linh Nguyen Hisham Husain S. Farfade Anton Van Den Hengel 25 5 0 13 Jun 2022
A Unified Continuous Learning Framework for Multi-modal Knowledge Discovery and Pre-training Zhihao Fan Zhongyu Wei Jingjing Chen Siyuan Wang Zejun Li Jiarong Xu Xuanjing Huang CLL 9 6 0 11 Jun 2022
Alternately Optimized Graph Neural Networks Haoyu Han Xiaorui Liu Haitao Mao Torkamani Ali Feng Shi Victor E. Lee Jiliang Tang GNN 31 8 0 08 Jun 2022
Learning Unbiased Transferability for Domain Adaptation by Uncertainty Modeling Jian Hu Haowen Zhong Junchi Yan S. Gong Guile Wu Fei Yang 17 11 0 02 Jun 2022
From Keypoints to Object Landmarks via Self-Training Correspondence: A novel approach to Unsupervised Landmark Discovery Dimitrios Mallis Enrique Sanchez Matt Bell Georgios Tzimiropoulos SSL 3DPC 37 6 0 31 May 2022
Conformal Credal Self-Supervised Learning Julian Lienen Caglar Demir Eyke Hüllermeier 29 13 0 30 May 2022
LOPS: Learning Order Inspired Pseudo-Label Selection for Weakly Supervised Text Classification Dheeraj Mekala Chengyu Dong Jingbo Shang 13 20 0 25 May 2022
Uncertainty-based Network for Few-shot Image Classification Minglei Yuan Qian Xu Chunhao Cai Yin-Dong Zheng Tao Wang Tong Lu UQCV 35 3 0 17 May 2022
FreeMatch: Self-adaptive Thresholding for Semi-supervised Learning Yidong Wang Hao Chen Qiang Heng Wenxin Hou Yue Fan ... Marios Savvides T. Shinozaki Bhiksha Raj Bernt Schiele Xing Xie 185 258 0 15 May 2022
KG-SP: Knowledge Guided Simple Primitives for Open World Compositional Zero-Shot Learning Shyamgopal Karthik Massimiliano Mancini Zeynep Akata CoGe 32 41 0 13 May 2022