Unsupervised Data Augmentation for Consistency Training

29 April 2019

Papers citing "Unsupervised Data Augmentation for Consistency Training"

50 / 414 papers shown

Title
Boosting Contrastive Self-Supervised Learning with False Negative Cancellation T. Huynh Simon Kornblith Matthew R. Walter Michael Maire M. Khademi SSL 22 165 0 23 Nov 2020
CoMatch: Semi-supervised Learning with Contrastive Graph Regularization Junnan Li Caiming Xiong S. Hoi SSL 21 252 0 23 Nov 2020
SHOT-VAE: Semi-supervised Deep Generative Models With Label-aware ELBO Approximations H. Feng Kezhi Kong Minghao Chen Tianye Zhang Minfeng Zhu Wei Chen VLM DRL 42 24 0 21 Nov 2020
Hybrid Consistency Training with Prototype Adaptation for Few-Shot Learning Meng Ye Xiaoyu Lin Giedrius Burachas Ajay Divakaran Yi Yao 17 2 0 19 Nov 2020
Supervised Contrastive Learning for Pre-trained Language Model Fine-tuning Beliz Gunel Jingfei Du Alexis Conneau Ves Stoyanov 18 497 0 03 Nov 2020
Robust Pre-Training by Adversarial Contrastive Learning Ziyu Jiang Tianlong Chen Ting-Li Chen Zhangyang Wang 30 226 0 26 Oct 2020
Unsupervised Cross-lingual Adaptation for Sequence Tagging and Beyond Xin Li Lidong Bing Wenxuan Zhang Zheng Li Wai Lam 50 25 0 23 Oct 2020
Unsupervised Data Augmentation with Naive Augmentation and without Unlabeled Data David Lowell Brian Howard Zachary Chase Lipton Byron C. Wallace 19 23 0 22 Oct 2020
UFO $^2$ : A Unified Framework towards Omni-supervised Object Detection Zhongzheng Ren Zhiding Yu Xiaodong Yang Xuan Li A. Schwing Jan Kautz ObjD 198 35 0 21 Oct 2020
Reformulating Unsupervised Style Transfer as Paraphrase Generation Kalpesh Krishna John Wieting Mohit Iyyer 24 237 0 12 Oct 2020
Unsupervised Semantic Aggregation and Deformable Template Matching for Semi-Supervised Learning Tao Han Junyu Gao Yuan. Yuan Qi. Wang 22 26 0 12 Oct 2020
Automatic Data Augmentation for 3D Medical Image Segmentation Ju Xu Mengzhang Li Zhanxing Zhu MedIm 15 72 0 07 Oct 2020
CO2: Consistent Contrast for Unsupervised Visual Representation Learning Chen Wei Huiyu Wang Wei Shen Alan Yuille SSL 36 62 0 05 Oct 2020
How Effective is Task-Agnostic Data Augmentation for Pretrained Transformers? Shayne Longpre Yu Wang Christopher DuBois ViT 17 83 0 05 Oct 2020
A Simple but Tough-to-Beat Data Augmentation Approach for Natural Language Understanding and Generation Dinghan Shen Ming Zheng Yelong Shen Yanru Qu Weizhu Chen AAML 29 130 0 29 Sep 2020
On Data Augmentation for Extreme Multi-label Classification Danqing Zhang Tao Li H. Zhang Bing Yin 12 25 0 22 Sep 2020
GraphCrop: Subgraph Cropping for Graph Classification Yiwei Wang Wei Wang Yuxuan Liang Yujun Cai Bryan Hooi 17 57 0 22 Sep 2020
Regularizing Deep Networks with Semantic Data Augmentation Yulin Wang Gao Huang Shiji Song Xuran Pan Yitong Xia Cheng Wu 19 155 0 21 Jul 2020
Distribution Aligning Refinery of Pseudo-label for Imbalanced Semi-supervised Learning Jaehyung Kim Youngbum Hur Sejun Park Eunho Yang Sung Ju Hwang Jinwoo Shin 17 159 0 17 Jul 2020
DACS: Domain Adaptation via Cross-domain Mixed Sampling Wilhelm Tranheden Viktor Olsson Juliano Pinto Lennart Svensson 21 351 0 17 Jul 2020
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning Viktor Olsson Wilhelm Tranheden Juliano Pinto Lennart Svensson 24 330 0 15 Jul 2020
Not All Unlabeled Data are Equal: Learning to Weight Data in Semi-supervised Learning Zhongzheng Ren Raymond A. Yeh A. Schwing 36 95 0 02 Jul 2020
The NTT DCASE2020 Challenge Task 6 system: Automated Audio Captioning with Keywords and Sentence Length Estimation Yuma Koizumi Daiki Takeuchi Yasunori Ohishi N. Harada K. Kashino 19 22 0 01 Jul 2020
Rethinking Distributional Matching Based Domain Adaptation Bo-wen Li Yezhen Wang Tong Che Shanghang Zhang Sicheng Zhao Pengfei Xu Wei Zhou Yoshua Bengio Kurt Keutzer OOD 22 59 0 23 Jun 2020
Open Source Software for Efficient and Transparent Reviews R. Schoot J. D. Bruin Raoul Schram Parisa Zahedi J. D. Boer ... Yongchao Ma Qixiang Fang Sybren Hindriks L. Tummers Daniel L. Oberski 19 493 0 22 Jun 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 48 3,998 0 17 Jun 2020
Rethinking Pre-training and Self-training Barret Zoph Golnaz Ghiasi Nayeon Lee Huayu Chen Hanxiao Liu E. D. Cubuk Quoc V. Le SSeg 48 645 0 11 Jun 2020
Data Augmentation for Graph Neural Networks Tong Zhao Yozen Liu Leonardo Neves Oliver J. Woodford Meng Jiang Neil Shah GNN 30 407 0 11 Jun 2020
Large-Scale Adversarial Training for Vision-and-Language Representation Learning Zhe Gan Yen-Chun Chen Linjie Li Chen Zhu Yu Cheng Jingjing Liu ObjD VLM 35 488 0 11 Jun 2020
An Overview of Deep Semi-Supervised Learning Yassine Ouali C´eline Hudelot Myriam Tami SSL HAI 24 294 0 09 Jun 2020
Funnel-Transformer: Filtering out Sequential Redundancy for Efficient Language Processing Zihang Dai Guokun Lai Yiming Yang Quoc V. Le 48 229 0 05 Jun 2020
Pseudo-Representation Labeling Semi-Supervised Learning Song-Bo Yang Tian-li Yu 19 3 0 31 May 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 20 40,023 0 28 May 2020
A Simple Semi-Supervised Learning Framework for Object Detection Kihyuk Sohn Zizhao Zhang Chun-Liang Li Han Zhang Chen-Yu Lee Tomas Pfister 38 493 0 10 May 2020
Teaching Machine Comprehension with Compositional Explanations Qinyuan Ye Xiao Huang Elizabeth Boschee Xiang Ren LRM ReLM 19 34 0 02 May 2020
Beneath the Tip of the Iceberg: Current Challenges and New Directions in Sentiment Analysis Research Soujanya Poria Devamanyu Hazarika Navonil Majumder Rada Mihalcea 42 207 0 01 May 2020
Generative Data Augmentation for Commonsense Reasoning Yiben Yang Chaitanya Malaviya Jared Fernandez Swabha Swayamdipta Ronan Le Bras Ji-ping Wang Chandra Bhagavatula Yejin Choi Doug Downey LRM 22 91 0 24 Apr 2020
Learning to Detect Important People in Unlabelled Images for Semi-supervised Important People Detection Fa-Ting Hong Wei-Hong Li Weishi Zheng 37 14 0 16 Apr 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 28 3,916 0 10 Apr 2020
Deep Entity Matching with Pre-Trained Language Models Yuliang Li Jinfeng Li Yoshihiko Suhara A. Doan W. Tan VLM 17 373 0 01 Apr 2020
Regularizing Class-wise Predictions via Self-knowledge Distillation Sukmin Yun Jongjin Park Kimin Lee Jinwoo Shin 27 274 0 31 Mar 2020
Learning by Analogy: Reliable Supervision from Transformations for Unsupervised Optical Flow Estimation L. Liu Jiangning Zhang Ruifei He Yong Liu Yabiao Wang Ying Tai Donghao Luo Chengjie Wang Jilin Li Feiyue Huang 30 175 0 29 Mar 2020
Meta Pseudo Labels Hieu H. Pham Zihang Dai Qizhe Xie Minh-Thang Luong Quoc V. Le VLM 262 656 0 23 Mar 2020
Semi-Supervised Semantic Segmentation with Cross-Consistency Training Yassine Ouali C´eline Hudelot Myriam Tami 28 709 0 19 Mar 2020
Boosting Unconstrained Face Recognition with Auxiliary Unlabeled Data Yichun Shi Anil K. Jain CVBM 48 1 0 17 Mar 2020
Understanding and Mitigating the Tradeoff Between Robustness and Accuracy Aditi Raghunathan Sang Michael Xie Fanny Yang John C. Duchi Percy Liang AAML 46 222 0 25 Feb 2020
Semi-Supervised Neural Architecture Search Renqian Luo Xu Tan Rui Wang Tao Qin Enhong Chen Tie-Yan Liu 13 88 0 24 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 78 18,314 0 13 Feb 2020
Improved Consistency Regularization for GANs Zhengli Zhao Sameer Singh Honglak Lee Zizhao Zhang Augustus Odena Han Zhang 32 153 0 11 Feb 2020
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence Kihyuk Sohn David Berthelot Chun-Liang Li Zizhao Zhang Nicholas Carlini E. D. Cubuk Alexey Kurakin Han Zhang Colin Raffel AAML 104 3,464 0 21 Jan 2020