Unsupervised Data Augmentation for Consistency Training

29 April 2019

Papers citing "Unsupervised Data Augmentation for Consistency Training"

50 / 414 papers shown

Title
Sim-to-Real 6D Object Pose Estimation via Iterative Self-training for Robotic Bin Picking Kai-xiang Chen Ruizhi Cao Stephen James Yichuan Li Yunhui Liu Pieter Abbeel Qi Dou 3DPC 35 26 0 14 Apr 2022
CLMLF:A Contrastive Learning and Multi-Layer Fusion Method for Multimodal Sentiment Detection Zhen Li Bing Xu Conghui Zhu T. Zhao 38 71 0 12 Apr 2022
S4OD: Semi-Supervised learning for Single-Stage Object Detection Yueming Zhang Xingxu Yao Chao-Jung Liu F. Chen Xiaolin Song Tengfei Xing Runbo Hu Hua Chai Pengfei Xu Guoshan Zhang ObjD 36 7 0 09 Apr 2022
The Effects of Regularization and Data Augmentation are Class Dependent Randall Balestriero Léon Bottou Yann LeCun 33 94 0 07 Apr 2022
DAGAM: Data Augmentation with Generation And Modification Byeong-Cheol Jo Tak-Sung Heo Yeongjoon Park Yongmin Yoo Won-Ik Cho Kyungsun Kim VLM 15 2 0 06 Apr 2022
Evolving Neural Selection with Adaptive Regularization Li Ding Lee Spector ODL 22 4 0 04 Apr 2022
$Con$^{2}$DA: Simplifying Semi-supervised Domain Adaptation by Learning Consistent and Contrastive Feature Representations$ Con $^{2}$ DA: Simplifying Semi-supervised Domain Adaptation by Learning Consistent and Contrastive Feature Representations M. Pérez-Carrasco P. Protopapas Guillermo Cabrera-Vives 17 7 0 04 Apr 2022
PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection Gang Li Xiang Li Yujie Wang Yichao Wu Ding Liang Shanshan Zhang 12 91 0 30 Mar 2022
FisherMatch: Semi-Supervised Rotation Regression via Entropy-based Filtering Yingda Yin Yingcheng Cai He-Nan Wang Baoquan Chen 26 16 0 29 Mar 2022
MutexMatch: Semi-Supervised Learning with Mutex-Based Consistency Regularization Yue Duan Zhen Zhao Lei Qi Lei Wang Luping Zhou Yinghuan Shi Yang Gao 28 33 0 27 Mar 2022
Metropolis-Hastings Data Augmentation for Graph Neural Networks Hyeon-ju Park Seunghun Lee S. Kim Jinyoung Park Jisu Jeong KyungHyun Kim Jung-Woo Ha Hyunwoo J. Kim 16 49 0 26 Mar 2022
Noisy Boundaries: Lemon or Lemonade for Semi-supervised Instance Segmentation? Zhenyu Wang Yali Li Shengjin Wang ISeg 16 29 0 25 Mar 2022
Harnessing Hard Mixed Samples with Decoupled Regularizer Zicheng Liu Siyuan Li Ge Wang Cheng Tan Lirong Wu Stan Z. Li 59 18 0 21 Mar 2022
Unbiased Subclass Regularization for Semi-Supervised Semantic Segmentation Dayan Guan Jiaxing Huang Aoran Xiao Shijian Lu 24 42 0 18 Mar 2022
Learning Consistency from High-quality Pseudo-labels for Weakly Supervised Object Localization Kangbo Sun Jie Zhu WSOL 22 0 0 18 Mar 2022
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness Tejas Gokhale Swaroop Mishra Man Luo Bhavdeep Singh Sachdeva Chitta Baral 52 29 0 15 Mar 2022
SimMatch: Semi-supervised Learning with Similarity Matching Mingkai Zheng Shan You Lang Huang Fei Wang Chao Qian Chang Xu 41 171 0 14 Mar 2022
Regularising for invariance to data augmentation improves supervised learning Aleksander Botev Matthias Bauer Soham De 32 14 0 07 Mar 2022
BoostMIS: Boosting Medical Image Semi-supervised Learning with Adaptive Pseudo Labeling and Informative Active Annotation Wenqiao Zhang Lei Zhu James Hallinan A. Makmur Shengyu Zhang Qingpeng Cai Beng Chin Ooi 30 79 0 04 Mar 2022
Improving Performance of Automated Essay Scoring by using back-translation essays and adjusted scores You-Jin Jong Yong-Jin Kim Ok-Chol Ri 17 6 0 01 Mar 2022
Robust Training under Label Noise by Over-parameterization Sheng Liu Zhihui Zhu Qing Qu Chong You NoLa OOD 27 106 0 28 Feb 2022
Self-Training: A Survey Massih-Reza Amini Vasilii Feofanov Loïc Pauletto Lies Hadjadj Emilie Devijver Yury Maximov SSL 31 102 0 24 Feb 2022
A Semi-supervised Learning Approach with Two Teachers to Improve Breakdown Identification in Dialogues Qian Lin Hwee Tou Ng 22 4 0 22 Feb 2022
Semi-Supervised Learning and Data Augmentation in Wearable-based Momentary Stress Detection in the Wild Han Yu Akane Sano 18 11 0 22 Feb 2022
CLS: Cross Labeling Supervision for Semi-Supervised Learning Yao Yao Ju Shen Jin Xu Bin Zhong Li Xiao 29 3 0 17 Feb 2022
Data Augmentation for Deep Graph Learning: A Survey Kaize Ding Zhe Xu Hanghang Tong Huan Liu OOD GNN 27 218 0 16 Feb 2022
Debiased Self-Training for Semi-Supervised Learning Baixu Chen Junguang Jiang Ximei Wang Pengfei Wan Jianmin Wang Mingsheng Long 32 86 0 15 Feb 2022
Semantic-Oriented Unlabeled Priming for Large-Scale Language Models Yanchen Liu Timo Schick Hinrich Schütze VLM 28 15 0 12 Feb 2022
A Survey on Programmatic Weak Supervision Jieyu Zhang Cheng-Yu Hsieh Yue Yu Chao Zhang Alexander Ratner 24 91 0 11 Feb 2022
Learning with Neighbor Consistency for Noisy Labels Ahmet Iscen Jack Valmadre Anurag Arnab Cordelia Schmid NoLa 41 75 0 04 Feb 2022
Virtual Adversarial Training for Semi-supervised Breast Mass Classification Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu 28 5 0 25 Jan 2022
vCLIMB: A Novel Video Class Incremental Learning Benchmark Andrés Villa Kumail Alhamoud Juan Carlos León Alcázar Fabian Caba Heilbron Victor Escorcia Guohao Li CLL 69 32 0 23 Jan 2022
Contrastive Regularization for Semi-Supervised Learning Doyup Lee Sungwoong Kim Ildoo Kim Yeongjae Cheon Minsu Cho Wook-Shin Han SSL 13 40 0 17 Jan 2022
Semantic-based Data Augmentation for Math Word Problems Ai Li Jiaqing Liang Yanghua Xiao AAML 24 7 0 07 Jan 2022
BARACK: Partially Supervised Group Robustness With Guarantees N. Sohoni Maziar Sanjabi Nicolas Ballas Aditya Grover Shaoliang Nie Hamed Firooz Christopher Ré OOD 20 24 0 31 Dec 2021
Article Reranking by Memory-Enhanced Key Sentence Matching for Detecting Previously Fact-Checked Claims Qiang Sheng Juan Cao Xueyao Zhang Xirong Li L. Zhong KELM 25 27 0 20 Dec 2021
Cross-Model Pseudo-Labeling for Semi-Supervised Action Recognition Yinghao Xu Fangyun Wei Xiao Sun Ceyuan Yang Yujun Shen Bo Dai Bolei Zhou Stephen Lin VLM 33 52 0 17 Dec 2021
ALP: Data Augmentation using Lexicalized PCFGs for Few-Shot Text Classification Hazel Kim Daecheol Woo Seong Joon Oh Jeong-Won Cha Yo-Sub Han 320 33 0 16 Dec 2021
CoSSL: Co-Learning of Representation and Classifier for Imbalanced Semi-Supervised Learning Yue Fan Dengxin Dai Anna Kukleva Bernt Schiele 16 43 0 08 Dec 2021
NL-Augmenter: A Framework for Task-Sensitive Natural Language Augmentation Kaustubh D. Dhole Varun Gangal Sebastian Gehrmann Aadesh Gupta Zhenhao Li ... Tianbao Xie Usama Yaseen Michael A. Yee Jing Zhang Yue Zhang 174 86 0 06 Dec 2021
Towards Principled Disentanglement for Domain Generalization Hanlin Zhang Yi-Fan Zhang Weiyang Liu Adrian Weller Bernhard Schölkopf Eric P. Xing OOD 39 112 0 27 Nov 2021
Consistency Regularization for Deep Face Anti-Spoofing Zezheng Wang Zitong Yu Xun Wang Yunxiao Qin Jiahong Li Chenxu Zhao Zhen Lei Xin Liu Size Li Zhongyuan Wang CVBM 21 24 0 24 Nov 2021
Semi-Supervised Learning with Taxonomic Labels Jong-Chyi Su Subhransu Maji 41 10 0 23 Nov 2021
FILIP: Fine-grained Interactive Language-Image Pre-Training Lewei Yao Runhu Huang Lu Hou Guansong Lu Minzhe Niu Hang Xu Xiaodan Liang Zhenguo Li Xin Jiang Chunjing Xu VLM CLIP 30 615 0 09 Nov 2021
CLUES: Few-Shot Learning Evaluation in Natural Language Understanding Subhabrata Mukherjee Xiaodong Liu Guoqing Zheng Saghar Hosseini Hao Cheng Greg Yang Christopher Meek Ahmed Hassan Awadallah Jianfeng Gao ELM 33 11 0 04 Nov 2021
Smooth Imitation Learning via Smooth Costs and Smooth Policies Sapana Chaudhary Balaraman Ravindran 21 1 0 03 Nov 2021
Neural Analysis and Synthesis: Reconstructing Speech from Self-Supervised Representations Hyeong-Seok Choi Juheon Lee W. Kim Jie Hwan Lee Hoon Heo Kyogu Lee 37 150 0 27 Oct 2021
Training Lightweight CNNs for Human-Nanodrone Proximity Interaction from Small Datasets using Background Randomization Marco Ferri Dario Mantegazza Elia Cereda Nicky Zimmerman L. Gambardella Daniele Palossi Jérôme Guzzi Alessandro Giusti 32 0 0 27 Oct 2021
DP-SSL: Towards Robust Semi-supervised Learning with A Few Labeled Samples Yi Xu Jiandong Ding Lu Zhang Shuigeng Zhou 39 32 0 26 Oct 2021
Semi-Supervised Federated Learning with non-IID Data: Algorithm and System Design Zhe Zhang Shiyao Ma Jiangtian Nie Yi Wu Qiang Yan Xiaoke Xu Dusit Niyato FedML 15 16 0 26 Oct 2021