Regularization With Stochastic Transformations and Perturbations for Deep Semi-Supervised Learning

14 June 2016

Papers citing "Regularization With Stochastic Transformations and Perturbations for Deep Semi-Supervised Learning"

50 / 580 papers shown

Title
Uncertainty-aware Self-training for Text Classification with Few Labels Subhabrata Mukherjee Ahmed Hassan Awadallah UQLM 62 43 0 27 Jun 2020
Unlabelled Data Improves Bayesian Uncertainty Calibration under Covariate Shift Alex J. Chan Ahmed Alaa Zhaozhi Qian M. Schaar UQCV BDL OOD 86 39 0 26 Jun 2020
Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint Learning Wonyong Jeong Jaehong Yoon Eunho Yang Sung Ju Hwang FedML 80 224 0 22 Jun 2020
Boosting Active Learning for Speech Recognition with Noisy Pseudo-labeled Samples Jihwan Bang Heesu Kim Y. Yoo Jung-Woo Ha 93 2 0 19 Jun 2020
Statistical and Algorithmic Insights for Semi-supervised Learning with Self-training Samet Oymak Talha Cihad Gulcu 75 20 0 19 Jun 2020
Contrastive learning of global and local features for medical image segmentation with limited annotations K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 95 553 0 18 Jun 2020
LSD-C: Linearly Separable Deep Clusters Sylvestre-Alvise Rebuffi Sébastien Ehrhardt Kai Han Andrea Vedaldi Andrew Zisserman 64 24 0 17 Jun 2020
Building One-Shot Semi-supervised (BOSS) Learning up to Fully Supervised Performance L. Smith A. Conovaloff SSL 75 8 0 16 Jun 2020
Improving Adversarial Robustness via Unlabeled Out-of-Domain Data Zhun Deng Linjun Zhang Amirata Ghorbani James Zou 90 32 0 15 Jun 2020
Rethinking the Value of Labels for Improving Class-Imbalanced Learning Yuzhe Yang Zhi Xu SSL 131 413 0 13 Jun 2020
Towards Robust Pattern Recognition: A Review Xu-Yao Zhang Cheng-Lin Liu C. Suen OOD HAI 69 110 0 12 Jun 2020
Training Generative Adversarial Networks with Limited Data Tero Karras M. Aittala Janne Hellsten S. Laine J. Lehtinen Timo Aila GAN 207 1,896 0 11 Jun 2020
A Probabilistic Model for Discriminative and Neuro-Symbolic Semi-Supervised Learning Carl Allen Ivana Balavzević Timothy M. Hospedales BDL 90 1 0 10 Jun 2020
Semi-Supervised Contrastive Learning with Generalized Contrastive Loss and Its Application to Speaker Recognition Nakamasa Inoue Keita Goto SSL 144 54 0 08 Jun 2020
Consistency Regularization for Certified Robustness of Smoothed Classifiers Jongheon Jeong Jinwoo Shin AAML 86 88 0 07 Jun 2020
Image Augmentations for GAN Training Zhengli Zhao Zizhao Zhang Ting-Li Chen Sameer Singh Han Zhang 81 137 0 04 Jun 2020
A Simple Semi-Supervised Learning Framework for Object Detection Kihyuk Sohn Zizhao Zhang Chun-Liang Li Han Zhang Chen-Yu Lee Tomas Pfister 121 500 0 10 May 2020
Contrastive Self-Supervised Learning for Commonsense Reasoning T. Klein Moin Nabi LRM SSL 74 63 0 02 May 2020
MixPUL: Consistency-based Augmentation for Positive and Unlabeled Learning Tong Wei Feng Shi Hai Wang Wei-Wei Tu. Yu-Feng Li 50 11 0 20 Apr 2020
Milking CowMask for Semi-Supervised Image Classification Geoff French Avital Oliver Tim Salimans 97 53 0 26 Mar 2020
Bridge the Domain Gap Between Ultra-wide-field and Traditional Fundus Images via Adversarial Domain Adaptation Lie Ju Xin Wang Quan-Gen Zhou Hu Zhu Mehrtash Harandi Paul Bonnington Tom Drummond Zongyuan Ge MedIm 78 7 0 23 Mar 2020
FocalMix: Semi-Supervised Learning for 3D Medical Image Detection Dong Wang Yuan Zhang Kexin Zhang Liwei Wang 133 121 0 20 Mar 2020
Semi-supervised Contrastive Learning Using Partial Label Information Colin B. Hansen V. Nath Diego A. Mesa Yuankai Huo Bennett A. Landman Thomas A. Lasko SSL 30 0 0 17 Mar 2020
Domain Adaptive Ensemble Learning Kaiyang Zhou Yongxin Yang Yu Qiao Tao Xiang OOD 227 284 0 16 Mar 2020
Semi-Supervised StyleGAN for Disentanglement Learning Weili Nie Tero Karras Animesh Garg Shoubhik Debhath Anjul Patney Ankit B. Patel Anima Anandkumar DRL 174 73 0 06 Mar 2020
VideoSSL: Semi-Supervised Learning for Video Classification Longlong Jing T. Parag Zhe Wu Yingli Tian Hongcheng Wang 64 52 0 29 Feb 2020
Augmented Cyclic Consistency Regularization for Unpaired Image-to-Image Translation Takehiko Ohkawa Naoto Inoue Hirokatsu Kataoka Nakamasa Inoue 54 6 0 29 Feb 2020
Understanding and Mitigating the Tradeoff Between Robustness and Accuracy Aditi Raghunathan Sang Michael Xie Fanny Yang John C. Duchi Percy Liang AAML 104 229 0 25 Feb 2020
End-To-End Graph-based Deep Semi-Supervised Learning Zihao Wang E. Tu Meng Zhou 29 0 0 23 Feb 2020
Class-Imbalanced Semi-Supervised Learning Minsung Hyun Jisoo Jeong Nojun Kwak 60 49 0 17 Feb 2020
Improved Consistency Regularization for GANs Zhengli Zhao Sameer Singh Honglak Lee Zizhao Zhang Augustus Odena Han Zhang 81 153 0 11 Feb 2020
Snippext: Semi-supervised Opinion Mining with Augmented Data Zhengjie Miao Yuliang Li Xiaolan Wang W. Tan RALM VLM 76 91 0 07 Feb 2020
Continual Local Replacement for Few-shot Learning Canyu Le Zhonggui Chen Xihan Wei Biao Wang Lei Zhang BDL CLL 54 2 0 23 Jan 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 165 3,595 0 21 Jan 2020
Curriculum Labeling: Revisiting Pseudo-Labeling for Semi-Supervised Learning Paola Cascante-Bonilla Fuwen Tan Yanjun Qi Vicente Ordonez ODL 104 23 0 16 Jan 2020
CycleCluster: Modernising Clustering Regularisation for Deep Semi-Supervised Classification P. Sellars Angelica Aviles-Rivero Carola Bibiane Schönlieb 16 0 0 15 Jan 2020
Proposal Learning for Semi-Supervised Object Detection Peng Tang Chetan Ramaiah Yan Wang Ran Xu Caiming Xiong 121 101 0 15 Jan 2020
Semi-supervised learning method based on predefined evenly-distributed class centroids Qiuyu Zhu Tiantian Li SSL 44 6 0 13 Jan 2020
Low-Budget Label Query through Domain Alignment Enforcement Jurandy Almeida Cristiano Saltori Paolo Rota N. Sebe 52 5 0 01 Jan 2020
SketchTransfer: A Challenging New Task for Exploring Detail-Invariance and the Abstractions Learned by Deep Networks Alex Lamb Sherjil Ozair Vikas Verma David R Ha AAML 137 4 0 25 Dec 2019
Adversarial Feature Distribution Alignment for Semi-Supervised Learning Christoph Mayer M. Paul Radu Timofte 75 12 0 22 Dec 2019
TransMatch: A Transfer-Learning Scheme for Semi-Supervised Few-Shot Learning Zhongjie Yu Lin Chen Zhongwei Cheng Jiebo Luo 80 110 0 19 Dec 2019
A Shape Transformation-based Dataset Augmentation Framework for Pedestrian Detection Zhe Chen Wanli Ouyang Tongliang Liu Dacheng Tao ViT 81 23 0 15 Dec 2019
Learning with Multiplicative Perturbations Xiulong Yang Shihao Ji AAML 77 4 0 04 Dec 2019
Semi-Supervised Learning for Text Classification by Layer Partitioning Alexander Hanbo Li A. Sethy 40 12 0 26 Nov 2019
Semi-supervised Bootstrapping of Dialogue State Trackers for Task Oriented Modelling Bo-Hsiang Tseng Marek Rei Paweł Budzianowski Richard Turner Bill Byrne Anna Korhonen 41 5 0 26 Nov 2019
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 104 684 0 21 Nov 2019
EnAET: A Self-Trained framework for Semi-Supervised and Supervised Learning with Ensemble Transformations Tianlin Li Daisuke Kihara Jiebo Luo Guo-Jun Qi OOD 76 34 0 21 Nov 2019
An Induced Multi-Relational Framework for Answer Selection in Community Question Answer Platforms Kanika Narang Chaoqi Yang A. Krishnan Junting Wang Hari Sundaram Carolyn Sutter 64 6 0 16 Nov 2019
Adversarial Transformations for Semi-Supervised Learning Teppei Suzuki Ikuro Sato 71 13 0 13 Nov 2019