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 / 569 papers shown

Title
Towards Label-Efficient Incremental Learning: A Survey Mert Kilickaya Joost van de Weijer Yuki M. Asano CLL 27 4 0 01 Feb 2023
Generating High Fidelity Synthetic Data via Coreset selection and Entropic Regularization Omead Brandon Pooladzandi Pasha Khosravi Erik Nijkamp Baharan Mirzasoleiman SyDa 14 2 0 31 Jan 2023
Open Problems in Applied Deep Learning M. Raissi AI4CE 42 2 0 26 Jan 2023
SoftMatch: Addressing the Quantity-Quality Trade-off in Semi-supervised Learning Hao Chen R. Tao Yue Fan Yidong Wang Jindong Wang Bernt Schiele Xingxu Xie Bhiksha Raj Marios Savvides 22 141 0 26 Jan 2023
Improving Open-Set Semi-Supervised Learning with Self-Supervision Erik Wallin Lennart Svensson Fredrik Kahl Lars Hammarstrand 34 6 0 24 Jan 2023
A Distinct Unsupervised Reference Model From The Environment Helps Continual Learning Seyyed Amirhossein Ameli Kalkhoran Mohammadamin Banayeeanzade Mahdi Samiei M. Baghshah BDL CLL 23 0 0 11 Jan 2023
Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image Segmentation Zhiqiang Shen Peng Cao Hua Yang Xiaoli Liu Jinzhu Yang Osmar R. Zaiane 30 38 0 11 Jan 2023
Semi-Supervised Learning with Pseudo-Negative Labels for Image Classification Hao Xu Hui Xiao Huazheng Hao Li Dong Xiaojie Qiu Chengbin Peng VLM SSL 11 22 0 10 Jan 2023
MoBYv2AL: Self-supervised Active Learning for Image Classification Razvan Caramalau Binod Bhattarai Danail Stoyanov Tae-Kyun Kim SSL 27 7 0 04 Jan 2023
Semi-MAE: Masked Autoencoders for Semi-supervised Vision Transformers Haojie Yu Kangnian Zhao Xiaoming Xu ViT 31 1 0 04 Jan 2023
I2F: A Unified Image-to-Feature Approach for Domain Adaptive Semantic Segmentation Haoyu Ma Xiangru Lin Yizhou Yu 141 14 0 03 Jan 2023
VertMatch: A Semi-supervised Framework for Vertebral Structure Detection in 3D Ultrasound Volume Hongye Zeng Kang Zhou Songhan Ge Yuchong Gao Jianhao Zhao Shenghua Gao Ru Zheng MedIm 33 2 0 28 Dec 2022
Self Meta Pseudo Labels: Meta Pseudo Labels Without The Teacher Kei-Sing Ng Qingchen Wang VLM 21 1 0 27 Dec 2022
Boosting Semi-Supervised Learning with Contrastive Complementary Labeling Qinyi Deng Yong Guo Zhibang Yang Haolin Pan Jian Chen 35 10 0 13 Dec 2022
A soft nearest-neighbor framework for continual semi-supervised learning Zhiqi Kang Enrico Fini Moin Nabi Elisa Ricci Alahari Karteek SSL BDL CLL 24 17 0 09 Dec 2022
Augmentation Matters: A Simple-yet-Effective Approach to Semi-supervised Semantic Segmentation Zhen Zhao Lihe Yang Sifan Long Jimin Pi Luping Zhou Jingdong Wang 31 73 0 09 Dec 2022
Rethinking Backdoor Data Poisoning Attacks in the Context of Semi-Supervised Learning Marissa Connor Vincent Emanuele SILM AAML 12 1 0 05 Dec 2022
Addressing Distribution Shift at Test Time in Pre-trained Language Models Ayush Singh J. Ortega VLM 24 4 0 05 Dec 2022
Semi-supervised Learning with Robust Loss in Brain Segmentation Hedong Zhang Anand A. Joshi OOD 12 0 0 03 Dec 2022
CrossSplit: Mitigating Label Noise Memorization through Data Splitting Jihye Kim A. Baratin Yan Zhang Simon Lacoste-Julien NoLa 18 7 0 03 Dec 2022
Progressive Feature Upgrade in Semi-supervised Learning on Tabular Domain Morteza Mohammady Gharasuie Fenjiao Wang 33 0 0 01 Dec 2022
SPADE: Semi-supervised Anomaly Detection under Distribution Mismatch Jinsung Yoon Kihyuk Sohn Chun-Liang Li Sercan Ö. Arik Tomas Pfister 29 7 0 30 Nov 2022
QuadFormer: Quadruple Transformer for Unsupervised Domain Adaptation in Power Line Segmentation of Aerial Images P. Rao Feng Qiao Weide Zhang Yiliang Xu Yong Deng Guangbin Wu Qiang Zhang 29 8 0 29 Nov 2022
A Unified Framework for Contrastive Learning from a Perspective of Affinity Matrix Wenbin Li Meihao Kong Xuesong Yang Lei Wang Jing Huo Yang Gao Jiebo Luo 33 0 0 26 Nov 2022
Learning with Partial Labels from Semi-supervised Perspective Ximing Li Yuanzhi Jiang C. Li Yiyuan Wang Jihong Ouyang SSL 23 15 0 24 Nov 2022
SVFormer: Semi-supervised Video Transformer for Action Recognition Zhen Xing Qi Dai Hang-Rui Hu Jingjing Chen Zuxuan Wu Yu-Gang Jiang ViT 30 69 0 23 Nov 2022
Teaching Structured Vision&Language Concepts to Vision&Language Models Sivan Doveh Assaf Arbelle Sivan Harary Rameswar Panda Roei Herzig ... Donghyun Kim Raja Giryes Rogerio Feris S. Ullman Leonid Karlinsky VLM CoGe 48 70 0 21 Nov 2022
Parametric Classification for Generalized Category Discovery: A Baseline Study Xin Wen Bingchen Zhao Xiaojuan Qi 38 67 0 21 Nov 2022
Instance-specific and Model-adaptive Supervision for Semi-supervised Semantic Segmentation Zhen Zhao Sifan Long Jimin Pi Jingdong Wang Luping Zhou 21 29 0 21 Nov 2022
An Embarrassingly Simple Baseline for Imbalanced Semi-Supervised Learning Haoxing Chen Yue Fan Yidong Wang Jindong Wang Bernt Schiele Xingxu Xie Marios Savvides Bhiksha Raj 32 12 0 20 Nov 2022
SplitNet: Learnable Clean-Noisy Label Splitting for Learning with Noisy Labels Daehwan Kim Kwang-seok Ryoo Hansang Cho Seung Wook Kim NoLa 24 3 0 20 Nov 2022
CroCo v2: Improved Cross-view Completion Pre-training for Stereo Matching and Optical Flow Philippe Weinzaepfel Thomas Lucas Vincent Leroy Yohann Cabon Vaibhav Arora Romain Brégier G. Csurka L. Antsfeld Boris Chidlovskii Jérôme Revaud ViT 23 82 0 18 Nov 2022
NorMatch: Matching Normalizing Flows with Discriminative Classifiers for Semi-Supervised Learning Zhongying Deng Rihuan Ke Carola-Bibiane Schonlieb Angelica I Aviles-Rivero 22 0 0 17 Nov 2022
ArcAid: Analysis of Archaeological Artifacts using Drawings Offry Hayon Stefan Münger I. Shimshoni A. Tal 25 2 0 17 Nov 2022
Dual Class-Aware Contrastive Federated Semi-Supervised Learning Qianling Guo Yong Qi Saiyu Qi Di Wu FedML 21 5 0 16 Nov 2022
Piecewise Planar Hulls for Semi-Supervised Learning of 3D Shape and Pose from 2D Images Y. Can Alexander Liniger D. Paudel Luc Van Gool 3DH 3DPC 35 0 0 14 Nov 2022
Point-DAE: Denoising Autoencoders for Self-supervised Point Cloud Learning Yabin Zhang Jiehong Lin Ruihuang Li Kui Jia Lei Zhang 3DPC 22 6 0 13 Nov 2022
Gradient Imitation Reinforcement Learning for General Low-Resource Information Extraction Xuming Hu Shiao Meng Chenwei Zhang Xiangli Yang Lijie Wen Irwin King Philip S. Yu 52 0 0 11 Nov 2022
Continuous Soft Pseudo-Labeling in ASR Tatiana Likhomanenko R. Collobert Navdeep Jaitly Samy Bengio VLM 22 3 0 11 Nov 2022
Extending Temporal Data Augmentation for Video Action Recognition Artjoms Gorpincenko Michal Mackiewicz ViT 26 4 0 09 Nov 2022
Distributional Shift Adaptation using Domain-Specific Features Anique Tahir Lu Cheng Ruocheng Guo Huan Liu VLM TTA OOD OODD 26 2 0 09 Nov 2022
Okapi: Generalising Better by Making Statistical Matches Match Myles Bartlett Sara Romiti V. Sharmanska Novi Quadrianto 42 3 0 07 Nov 2022
Learning to Annotate Part Segmentation with Gradient Matching Yu Yang Xiaotian Cheng Hakan Bilen Xiangyang Ji GAN 29 7 0 06 Nov 2022
Improving Semi-supervised Deep Learning by using Automatic Thresholding to Deal with Out of Distribution Data for COVID-19 Detection using Chest X-ray Images Isaac Benavides-Mata Saul Calderon-Ramirez 19 3 0 03 Nov 2022
Adversarial Auto-Augment with Label Preservation: A Representation Learning Principle Guided Approach Kaiwen Yang Yanchao Sun Jiahao Su Fengxiang He Xinmei Tian Furong Huang Dinesh Manocha Dacheng Tao 38 13 0 02 Nov 2022
The Perils of Learning From Unlabeled Data: Backdoor Attacks on Semi-supervised Learning Virat Shejwalkar Lingjuan Lyu Amir Houmansadr AAML 27 10 0 01 Nov 2022
A picture of the space of typical learnable tasks Rahul Ramesh J. Mao Itay Griniasty Rubing Yang H. Teoh M. Transtrum J. Sethna Pratik Chaudhari SSL DRL 36 5 0 31 Oct 2022
When does mixup promote local linearity in learned representations? Arslan Chaudhry A. Menon Andreas Veit Sadeep Jayasumana Srikumar Ramalingam Surinder Kumar 28 1 0 28 Oct 2022
ScoreMix: A Scalable Augmentation Strategy for Training GANs with Limited Data Jie Cao Mandi Luo Junchi Yu Mingmin Yang Ran He 35 4 0 27 Oct 2022
Boosting Semi-Supervised Semantic Segmentation with Probabilistic Representations Haoyu Xie Changqi Wang Mingkai Zheng Minjing Dong Shan You Chong Fu Chang Xu SSL 42 14 0 26 Oct 2022