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
Beyond Hard Labels: Investigating data label distributions Vasco Grossmann Lars Schmarje Reinhard Koch 21 11 0 13 Jul 2022
Is one annotation enough? A data-centric image classification benchmark for noisy and ambiguous label estimation Lars Schmarje Vasco Grossmann Claudius Zelenka S. Dippel R. Kiko ... M. Pastell J. Stracke A. Valros N. Volkmann Reinahrd Koch 43 34 0 13 Jul 2022
Teachers in concordance for pseudo-labeling of 3D sequential data Awet Haileslassie Gebrehiwot Patrik Vacek David Hurych Karel Zimmermann P. Pérez Tomáš Svoboda 3DPC 17 6 0 13 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
Test-Time Adaptation via Self-Training with Nearest Neighbor Information M-U Jang Sae-Young Chung Hye Won Chung OOD TTA 38 56 0 08 Jul 2022
Semi-supervised Human Pose Estimation in Art-historical Images Matthias Springstein Stefanie Schneider C. Althaus Ralph Ewerth 3DH 23 14 0 06 Jul 2022
Histopathology DatasetGAN: Synthesizing Large-Resolution Histopathology Datasets S. Rizvi P. Cicalese S. Seshan S. Sciascia J. U.Becker H. V. Nguyen MedIm 26 2 0 06 Jul 2022
Predicting is not Understanding: Recognizing and Addressing Underspecification in Machine Learning Damien Teney Maxime Peyrard Ehsan Abbasnejad 35 29 0 06 Jul 2022
Dense Teacher: Dense Pseudo-Labels for Semi-supervised Object Detection Hongyu Zhou Zheng Ge Songtao Liu Weixin Mao Zeming Li Haiyan Yu Jian‐Yuan Sun 23 87 0 06 Jul 2022
Towards Realistic Semi-Supervised Learning Mamshad Nayeem Rizve Navid Kardan M. Shah 49 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
LaserMix for Semi-Supervised LiDAR Semantic Segmentation Lingdong Kong Jiawei Ren Liang Pan Ziwei Liu 27 79 0 30 Jun 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
Dynamic Bank Learning for Semi-supervised Federated Image Diagnosis with Class Imbalance Meirui Jiang Hongzheng Yang Xiaoxiao Li Quande Liu Pheng-Ann Heng Qi Dou FedML 25 23 0 27 Jun 2022
Transferring Fairness under Distribution Shifts via Fair Consistency Regularization Bang An Zora Che Mucong Ding Furong Huang 14 31 0 26 Jun 2022
Stain Based Contrastive Co-training for Histopathological Image Analysis Bodong Zhang Beatrice S. Knudsen Deepika Sirohi Alessandro Ferrero Tolga Tasdizen SSL 23 5 0 24 Jun 2022
Mutual Information-guided Knowledge Transfer for Novel Class Discovery Chuyu Zhang Chuanyan Hu Ruijie Xu Zhitong Gao Qian He Xuming He 20 4 0 24 Jun 2022
Boosting Cross-Domain Speech Recognition with Self-Supervision Hanjing Zhu Gaofeng Cheng Jindong Wang Wenxin Hou Pengyuan Zhang Yonghong Yan 19 13 0 20 Jun 2022
Censer: Curriculum Semi-supervised Learning for Speech Recognition Based on Self-supervised Pre-training Bowen Zhang Songjun Cao Xiaoming Zhang Yike Zhang Long Ma T. Shinozaki SSL 20 4 0 16 Jun 2022
Transductive CLIP with Class-Conditional Contrastive Learning Junchu Huang Weijie Chen Shicai Yang Di Xie Shiliang Pu Yueting Zhuang VLM BDL NoLa 14 6 0 13 Jun 2022
Crowd Localization from Gaussian Mixture Scoped Knowledge and Scoped Teacher Juncheng Wang Junyuan Gao Yuan. Yuan Qi. Wang 35 17 0 12 Jun 2022
Federated Learning with GAN-based Data Synthesis for Non-IID Clients Zijian Li Jiawei Shao Yuyi Mao Jessie Hui Wang Jinchao Zhang FedML 15 39 0 11 Jun 2022
Masked Autoencoders are Robust Data Augmentors Haohang Xu Shuangrui Ding Xiaopeng Zhang H. Xiong 35 27 0 10 Jun 2022
Self-Training of Handwritten Word Recognition for Synthetic-to-Real Adaptation Fabian Wolf G. Fink 25 5 0 07 Jun 2022
Revisiting Realistic Test-Time Training: Sequential Inference and Adaptation by Anchored Clustering Yongyi Su Xun Xu Kui Jia TTA OOD 29 45 0 06 Jun 2022
Hyperspherical Consistency Regularization Cheng Tan Zhangyang Gao Lirong Wu Siyuan Li Stan Z. Li 33 25 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
Divide to Adapt: Mitigating Confirmation Bias for Domain Adaptation of Black-Box Predictors Jianfei Yang Xiangyu Peng Kaidi Wang Zheng Hua Zhu Jiashi Feng Lihua Xie Yang You 29 27 0 28 May 2022
Boosting Facial Expression Recognition by A Semi-Supervised Progressive Teacher Jing Jiang Weihong Deng 26 23 0 28 May 2022
Transfer and Share: Semi-Supervised Learning from Long-Tailed Data Tong Wei Qianqian Liu Jiang-Xin Shi Wei-Wei Tu Lan-Zhe Guo 31 14 0 26 May 2022
ReSmooth: Detecting and Utilizing OOD Samples when Training with Data Augmentation Chenyang Wang Junjun Jiang Xiong Zhou Xianming Liu 32 3 0 25 May 2022
The Dialog Must Go On: Improving Visual Dialog via Generative Self-Training Gi-Cheon Kang Sungdong Kim Jin-Hwa Kim Donghyun Kwak Byoung-Tak Zhang 29 10 0 25 May 2022
Semi-Supervised Learning for Image Classification using Compact Networks in the BioMedical Context Adrián Inés Andrés Díaz-Pinto C. Domínguez Jónathan Heras Eloy J. Mata Vico Pascual 21 1 0 19 May 2022
Knowledge Distillation Meets Open-Set Semi-Supervised Learning Jing Yang Xiatian Zhu Adrian Bulat Brais Martínez Georgios Tzimiropoulos 31 7 0 13 May 2022
Multi-Class 3D Object Detection with Single-Class Supervision Mao Ye Chenxi Liu Maoqing Yao Weiyue Wang Zhaoqi Leng C. Qi Drago Anguelov 3DPC 30 1 0 11 May 2022
DoubleMatch: Improving Semi-Supervised Learning with Self-Supervision Erik Wallin Lennart Svensson Fredrik Kahl Lars Hammarstrand SSL 14 12 0 11 May 2022
ALLSH: Active Learning Guided by Local Sensitivity and Hardness Shujian Zhang Chengyue Gong Xingchao Liu Pengcheng He Weizhu Chen Mingyuan Zhou 27 26 0 10 May 2022
Multi-level Consistency Learning for Semi-supervised Domain Adaptation Zizheng Yan Yushuang Wu Guanbin Li Yipeng Qin Xiaoguang Han Shuguang Cui 16 32 0 09 May 2022
Few-shot Mining of Naturally Occurring Inputs and Outputs Mandar Joshi Terra Blevins M. Lewis Daniel S. Weld Luke Zettlemoyer 30 1 0 09 May 2022
Multimodal Semi-Supervised Learning for Text Recognition Aviad Aberdam Roy Ganz Shai Mazor Ron Litman VLM 24 19 0 08 May 2022
Uncertainty Minimization for Personalized Federated Semi-Supervised Learning Yanhang Shi Siguang Chen Haijun Zhang FedML 23 8 0 05 May 2022
Scene Clustering Based Pseudo-labeling Strategy for Multi-modal Aerial View Object Classification Jun-chen Yu Hao Chang Keda Lu Liwen Zhang Shenshen Du Zhong Zhang 24 2 0 04 May 2022
FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation Jeffry Wicaksana Zengqiang Yan Dong Zhang Xijie Huang Huimin Wu Xin Yang Kwang-Ting Cheng FedML 32 49 0 04 May 2022
Dynamic Curriculum Learning for Great Ape Detection in the Wild Xinyu Yang T. Burghardt Majid Mirmehdi 27 14 0 30 Apr 2022
Contrastive Test-Time Adaptation Dian Chen Dequan Wang Trevor Darrell Sayna Ebrahimi TTA 16 255 0 21 Apr 2022
SelfD: Self-Learning Large-Scale Driving Policies From the Web Jimuyang Zhang Ruizhao Zhu Eshed Ohn-Bar 16 20 0 21 Apr 2022
Interventional Multi-Instance Learning with Deconfounded Instance-Level Prediction Tiancheng Lin Hongteng Xu Canqian Yang Yi Xu 27 24 0 20 Apr 2022
Masked Siamese Networks for Label-Efficient Learning Mahmoud Assran Mathilde Caron Ishan Misra Piotr Bojanowski Florian Bordes Pascal Vincent Armand Joulin Michael G. Rabbat Nicolas Ballas SSL 28 310 0 14 Apr 2022
Semi-Supervised Training to Improve Player and Ball Detection in Soccer Renaud Vandeghen A. Cioppa Marc Van Droogenbroeck 50 27 0 14 Apr 2022