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Meta Co-Training: Two Views are Better than One

29 November 2023

Jay C. Rothenberger

Dimitrios I. Diochnos

VLM

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Papers citing "Meta Co-Training: Two Views are Better than One"

42 / 42 papers shown

Title
TRiCo: Triadic Game-Theoretic Co-Training for Robust Semi-Supervised Learning Hongyang He Xinyuan Song Yangfan He Z. Zhang Yanshu Li Haochen You Lifan Sun Wenqiao Zhang 129 0 0 25 Sep 2025
Simple yet Effective Semi-supervised Knowledge Distillation from Vision-Language Models via Dual-Head Optimization Seongjae Kang Dong Bok Lee Hyungjoon Jang Sung Ju Hwang VLM 380 1 0 12 May 2025
A Review of Pseudo-Labeling for Computer Vision Patrick Kage Jay C. Rothenberger Pavlos Andreadis Dimitrios I. Diochnos VLM 524 17 0 13 Aug 2024
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Edouard Grave Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 1.0K 5,801 0 14 Apr 2023
Learning Customized Visual Models with Retrieval-Augmented KnowledgeComputer Vision and Pattern Recognition (CVPR), 2023 Haotian Liu Kilho Son Jianwei Yang Ce Liu Jianfeng Gao Yong Jae Lee Chunyuan Li VLM 219 77 0 17 Jan 2023
LAION-5B: An open large-scale dataset for training next generation image-text modelsNeural Information Processing Systems (NeurIPS), 2022 Christoph Schuhmann Romain Beaumont Richard Vencu Cade Gordon Ross Wightman ... Srivatsa Kundurthy Katherine Crowson Ludwig Schmidt R. Kaczmarczyk J. Jitsev VLM MLLM CLIP 752 4,469 0 16 Oct 2022
Semi-supervised Vision Transformers at ScaleNeural Information Processing Systems (NeurIPS), 2022 Zhaowei Cai Avinash Ravichandran Paolo Favaro Manchen Wang Davide Modolo Rahul Bhotika Zhuowen Tu Stefano Soatto ViT 243 64 0 11 Aug 2022
Masked Autoencoders Are Scalable Vision LearnersComputer Vision and Pattern Recognition (CVPR), 2021 Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 1.8K 9,880 0 11 Nov 2021
LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs Christoph Schuhmann Richard Vencu Romain Beaumont R. Kaczmarczyk Clayton Mullis Aarush Katta Theo Coombes J. Jitsev Aran Komatsuzaki VLM MLLM CLIP 758 1,692 0 03 Nov 2021
FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling Bowen Zhang Yidong Wang Wenxin Hou Hao Wu Yongfeng Zhang Manabu Okumura T. Shinozaki AAML 701 1,123 0 15 Oct 2021
Efficient Self-supervised Vision Transformers for Representation LearningInternational Conference on Learning Representations (ICLR), 2021 Chunyuan Li Jianwei Yang Pengchuan Zhang Mei Gao Bin Xiao Xiyang Dai Lu Yuan Jianfeng Gao ViT 247 221 0 17 Jun 2021
Mean Shift for Self-Supervised LearningIEEE International Conference on Computer Vision (ICCV), 2021 Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash SSL 202 98 0 15 May 2021
Emerging Properties in Self-Supervised Vision TransformersIEEE International Conference on Computer Vision (ICCV), 2021 Mathilde Caron Hugo Touvron Ishan Misra Edouard Grave Julien Mairal Piotr Bojanowski Armand Joulin 1.9K 7,754 0 29 Apr 2021
Benchmarking Representation Learning for Natural World Image CollectionsComputer Vision and Pattern Recognition (CVPR), 2021 Grant Van Horn Elijah Cole Sara Beery Kimberly Wilber Serge J. Belongie Oisin Mac Aodha SSL VLM 238 204 0 30 Mar 2021
Data driven semi-supervised learningNeural Information Processing Systems (NeurIPS), 2021 Maria-Florina Balcan Dravyansh Sharma 224 19 0 18 Mar 2021
Learning Transferable Visual Models From Natural Language SupervisionInternational Conference on Machine Learning (ICML), 2021 Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 2.0K 40,402 0 26 Feb 2021
CReST: A Class-Rebalancing Self-Training Framework for Imbalanced Semi-Supervised LearningComputer Vision and Pattern Recognition (CVPR), 2021 Chen Wei Kihyuk Sohn Clayton Mellina Alan Yuille Fan Yang CLL 223 307 0 18 Feb 2021
ISD: Self-Supervised Learning by Iterative Similarity DistillationIEEE International Conference on Computer Vision (ICCV), 2020 Ajinkya Tejankar Soroush Abbasi Koohpayegani Vipin Pillai Paolo Favaro Hamed Pirsiavash SSL 285 47 0 16 Dec 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 1.2K 4,626 0 17 Jun 2020
Bootstrap your own latent: A new approach to self-supervised LearningNeural Information Processing Systems (NeurIPS), 2020 Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 1.5K 7,833 0 13 Jun 2020
Rethinking Pre-training and Self-trainingNeural Information Processing Systems (NeurIPS), 2020 Barret Zoph Golnaz Ghiasi Nayeon Lee Huayu Chen Hanxiao Liu E. D. Cubuk Quoc V. Le SSeg 273 702 0 11 Jun 2020
Meta Pseudo LabelsComputer Vision and Pattern Recognition (CVPR), 2020 Hieu H. Pham Zihang Dai Qizhe Xie Minh-Thang Luong Quoc V. Le VLM 936 729 0 23 Mar 2020
A Simple Framework for Contrastive Learning of Visual RepresentationsInternational Conference on Machine Learning (ICML), 2020 Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 1.2K 22,106 0 13 Feb 2020
FixMatch: Simplifying Semi-Supervised Learning with Consistency and ConfidenceNeural Information Processing Systems (NeurIPS), 2020 Kihyuk Sohn David Berthelot Chun-Liang Li Zizhao Zhang Nicholas Carlini E. D. Cubuk Alexey Kurakin Han Zhang Colin Raffel AAML 435 4,202 0 21 Jan 2020
ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring David Berthelot Nicholas Carlini E. D. Cubuk Alexey Kurakin Kihyuk Sohn Han Zhang Colin Raffel 372 740 0 21 Nov 2019
Momentum Contrast for Unsupervised Visual Representation LearningComputer Vision and Pattern Recognition (CVPR), 2019 Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 1.5K 13,859 0 13 Nov 2019
Self-labelling via simultaneous clustering and representation learningInternational Conference on Learning Representations (ICLR), 2019 Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 393 837 0 13 Nov 2019
Self-training with Noisy Student improves ImageNet classificationComputer Vision and Pattern Recognition (CVPR), 2019 Qizhe Xie Minh-Thang Luong Eduard H. Hovy Quoc V. Le NoLa 1.1K 2,596 0 11 Nov 2019
Pseudo-Labeling and Confirmation Bias in Deep Semi-Supervised LearningIEEE International Joint Conference on Neural Network (IJCNN), 2019 Eric Arazo Diego Ortego Paul Albert Noel E. O'Connor Kevin McGuinness 596 974 0 08 Aug 2019
Learning to Self-Train for Semi-Supervised Few-Shot ClassificationNeural Information Processing Systems (NeurIPS), 2019 Xinzhe Li Qianru Sun Yaoyao Liu Shibao Zheng Qin Zhou Tat-Seng Chua Bernt Schiele SSL 177 295 0 03 Jun 2019
MixMatch: A Holistic Approach to Semi-Supervised LearningNeural Information Processing Systems (NeurIPS), 2019 David Berthelot Nicholas Carlini Ian Goodfellow Nicolas Papernot Avital Oliver Colin Raffel 494 3,328 0 06 May 2019
Unsupervised Data Augmentation for Consistency TrainingNeural Information Processing Systems (NeurIPS), 2019 Qizhe Xie Zihang Dai Eduard H. Hovy Minh-Thang Luong Quoc V. Le 718 2,523 0 29 Apr 2019
The information-theoretic value of unlabeled data in semi-supervised learning Alexander Golovnev D. Pál Balazs Szorenyi SSL 99 11 0 16 Jan 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 2.9K 107,250 0 11 Oct 2018
Deep Clustering for Unsupervised Learning of Visual Features Mathilde Caron Piotr Bojanowski Armand Joulin Matthijs Douze SSL 987 2,139 0 15 Jul 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 680 4,710 0 24 Jun 2018
Deep Co-Training for Semi-Supervised Image RecognitionEuropean Conference on Computer Vision (ECCV), 2018 Siyuan Qiao Wei Shen Zhishuai Zhang Bo Wang Alan Yuille 142 492 0 15 Mar 2018
Smooth Neighbors on Teacher Graphs for Semi-supervised Learning Yucen Luo Jun Zhu Mengxi Li Yong Ren Bo Zhang 229 255 0 01 Nov 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 1.6K 13,361 0 09 Mar 2017
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 1.4K 6,677 0 05 Dec 2016
Temporal Ensembling for Semi-Supervised LearningInternational Conference on Learning Representations (ICLR), 2016 S. Laine Timo Aila UQCV 488 2,745 0 07 Oct 2016
Fine-Grained Visual Classification of Aircraft Subhransu Maji Esa Rahtu Arno Solin Matthew Blaschko Andrea Vedaldi 621 2,648 0 21 Jun 2013