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
Prompt Consistency for Zero-Shot Task Generalization Chunting Zhou Junxian He Xuezhe Ma Taylor Berg-Kirkpatrick Graham Neubig VLM 108 79 0 29 Apr 2022
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation Lukas Hoyer Dengxin Dai Luc Van Gool 91 235 0 27 Apr 2022
Reconstruction-Aware Prior Distillation for Semi-supervised Point Cloud Completion Zhaoxin Fan Yulin He Zhicheng Wang Kejian Wu Hongyan Liu Jun He 96 8 0 20 Apr 2022
Semi-Supervised Super-Resolution Ashutosh Kumar Singh Piyush Rai SupR 41 2 0 18 Apr 2022
Pushing the Performance Limit of Scene Text Recognizer without Human Annotation Caiyuan Zheng Hui Li Seon-Min Rhee Seungju Han Jae-Joon Han Peng Wang 84 12 0 16 Apr 2022
Bootstrap Motion Forecasting With Self-Consistent Constraints Maosheng Ye Jiamiao Xu Xun Xu Tengfei Wang Tongyi Cao Qifeng Chen 114 20 0 12 Apr 2022
Consistency driven Sequential Transformers Attention Model for Partially Observable Scenes Samrudhdhi B. Rangrej C. Srinidhi J. Clark 72 12 0 01 Apr 2022
Acknowledging the Unknown for Multi-label Learning with Single Positive Labels Donghao Zhou Pengfei Chen Qiong Wang Guangyong Chen Pheng-Ann Heng 62 31 0 30 Mar 2022
Semi-Supervised Learning of Semantic Correspondence with Pseudo-Labels Jiwon Kim Kwang-seok Ryoo Junyoung Seo Gyuseong Lee Daehwan Kim Hansang Cho Seung Wook Kim 90 26 0 30 Mar 2022
Interpretable Research Replication Prediction via Variational Contextual Consistency Sentence Masking Tianyi Luo Rui Meng Xinze Wang Yongxu Liu 54 4 0 28 Mar 2022
Maximum Spatial Perturbation Consistency for Unpaired Image-to-Image Translation Yanwu Xu Shaoan Xie Wenhao Wu Kun Zhang Biwei Huang Kayhan Batmanghelich 73 25 0 23 Mar 2022
Towards Semi-Supervised Deep Facial Expression Recognition with An Adaptive Confidence Margin Hangyu Li N. Wang Xi Yang Xiaoyu Wang Xinbo Gao CVBM 92 67 0 23 Mar 2022
SURF: Semi-supervised Reward Learning with Data Augmentation for Feedback-efficient Preference-based Reinforcement Learning Jongjin Park Younggyo Seo Jinwoo Shin Honglak Lee Pieter Abbeel Kimin Lee 60 82 0 18 Mar 2022
DetMatch: Two Teachers are Better Than One for Joint 2D and 3D Semi-Supervised Object Detection Jinhyung D. Park Chenfeng Xu Yiyang Zhou Masayoshi Tomizuka Wei Zhan 3DPC 71 22 0 17 Mar 2022
Don't fear the unlabelled: safe semi-supervised learning via simple debiasing Hugo Schmutz O. Humbert Pierre-Alexandre Mattei 65 8 0 14 Mar 2022
SimMatch: Semi-supervised Learning with Similarity Matching Mingkai Zheng Shan You Lang Huang Fei Wang Chao Qian Chang Xu 113 183 0 14 Mar 2022
Spatial Consistency Loss for Training Multi-Label Classifiers from Single-Label Annotations Thomas Verelst Paul Kishan Rubenstein M. Eichner Tinne Tuytelaars Maxim Berman 85 20 0 11 Mar 2022
BASIL: Balanced Active Semi-supervised Learning for Class Imbalanced Datasets Suraj Kothawade P. Reddy Ganesh Ramakrishnan Rishabh K. Iyer 24 0 0 10 Mar 2022
Optical Flow Training under Limited Label Budget via Active Learning Shuai Yuan Xian Sun Hannah Kim Shuzhi Yu Carlo Tomasi 65 10 0 09 Mar 2022
End-to-End Semi-Supervised Learning for Video Action Detection Akash Kumar Yogesh S Rawat 77 32 0 08 Mar 2022
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels Yuchao Wang Haochen Wang Yujun Shen Jingjing Fei Wei Li Guoqiang Jin Liwei Wu Rui Zhao Xinyi Le UQCV 76 349 0 08 Mar 2022
Regularising for invariance to data augmentation improves supervised learning Aleksander Botev Matthias Bauer Soham De 84 14 0 07 Mar 2022
Semi-supervised Deep Learning for Image Classification with Distribution Mismatch: A Survey Saul Calderon-Ramirez Shengxiang-Yang David Elizondo OOD 39 19 0 01 Mar 2022
Sample Efficiency of Data Augmentation Consistency Regularization Shuo Yang Yijun Dong Rachel A. Ward Inderjit S. Dhillon Sujay Sanghavi Qi Lei AAML 84 17 0 24 Feb 2022
Interpolation-based Contrastive Learning for Few-Label Semi-Supervised Learning Xihong Yang Xiaochang Hu Sihang Zhou Xinwang Liu En Zhu SSL 329 44 0 24 Feb 2022
R2-D2: Repetitive Reprediction Deep Decipher for Semi-Supervised Deep Learning G. Wang Jianxin Wu 52 1 0 18 Feb 2022
CLS: Cross Labeling Supervision for Semi-Supervised Learning Yao Yao Ju Shen Jin Xu Bin Zhong Li Xiao 68 3 0 17 Feb 2022
Supervision by Denoising for Medical Image Segmentation Sean I. Young Adrian Dalca Enzo Ferrante Polina Golland Christopher A. Metzler Bruce Fischl Juan Eugenio Iglesias 83 4 0 07 Feb 2022
LST: Lexicon-Guided Self-Training for Few-Shot Text Classification Hazel Kim Jaeman Son Yo-Sub Han 49 3 0 05 Feb 2022
Learning Representation from Neural Fisher Kernel with Low-rank Approximation Ruixiang Zhang Shuangfei Zhai Etai Littwin J. Susskind SSL 70 3 0 04 Feb 2022
Deep Reference Priors: What is the best way to pretrain a model? Yansong Gao Rahul Ramesh Pratik Chaudhari BDL 47 5 0 01 Feb 2022
PLATINUM: Semi-Supervised Model Agnostic Meta-Learning using Submodular Mutual Information Changbin Li Suraj Kothawade F. Chen Rishabh K. Iyer 68 4 0 30 Jan 2022
AggMatch: Aggregating Pseudo Labels for Semi-Supervised Learning Jiwon Kim Kwang-seok Ryoo Gyuseong Lee Seokju Cho Junyoung Seo Daehwan Kim Hansang Cho Seung Wook Kim 70 1 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 149 33 0 23 Jan 2022
How does unlabeled data improve generalization in self-training? A one-hidden-layer theoretical analysis Shuai Zhang Ming Wang Sijia Liu Pin-Yu Chen Jinjun Xiong SSL MLT 107 23 0 21 Jan 2022
Contrastive Regularization for Semi-Supervised Learning Doyup Lee Sungwoong Kim Ildoo Kim Yeongjae Cheon Minsu Cho Wook-Shin Han SSL 61 41 0 17 Jan 2022
Debiased Learning from Naturally Imbalanced Pseudo-Labels Xudong Wang Zhi-Li Wu Long Lian Stella X. Yu 106 100 0 05 Jan 2022
Robust Semi-supervised Federated Learning for Images Automatic Recognition in Internet of Drones Zhe Zhang Shiyao Ma Zhaohui Yang Zehui Xiong Jiawen Kang Yi Wu Kejia Zhang Dusit Niyato 65 36 0 03 Jan 2022
An analysis of over-sampling labeled data in semi-supervised learning with FixMatch Miquel Martí i Rabadán Sebastian Bujwid Alessandro Pieropan Hossein Azizpour A. Maki 41 5 0 03 Jan 2022
Semi-supervised Salient Object Detection with Effective Confidence Estimation Jiawei Liu Jing Zhang Nick Barnes 72 5 0 28 Dec 2021
GuidedMix-Net: Semi-supervised Semantic Segmentation by Using Labeled Images as Reference Peng Tu Yawen Huang Feng Zheng Zhenyu He Liujun Cao Ling Shao 89 25 0 28 Dec 2021
Barely-Supervised Learning: Semi-Supervised Learning with very few labeled images Thomas Lucas Philippe Weinzaepfel Grégory Rogez SSL 76 31 0 22 Dec 2021
Local contrastive loss with pseudo-label based self-training for semi-supervised medical image segmentation K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 83 133 0 17 Dec 2021
Taming Overconfident Prediction on Unlabeled Data from Hindsight Jing Li Yuangang Pan Ivor W. Tsang 46 2 0 15 Dec 2021
Transferrable Contrastive Learning for Visual Domain Adaptation Yang Chen Yingwei Pan Yu Wang Ting Yao Xinmei Tian Tao Mei 97 23 0 14 Dec 2021
Revisiting Consistency Regularization for Semi-Supervised Learning Yue Fan Anna Kukleva Bernt Schiele 142 65 0 10 Dec 2021
CoSSL: Co-Learning of Representation and Classifier for Imbalanced Semi-Supervised Learning Yue Fan Dengxin Dai Anna Kukleva Bernt Schiele 69 46 0 08 Dec 2021
SCR: Training Graph Neural Networks with Consistency Regularization Chenhui Zhang Yufei He Yukuo Cen Zhenyu Hou Wenzheng Feng Yuxiao Dong Xu Cheng Hongyun Cai Feng He Jie Tang 81 8 0 08 Dec 2021
Clue Me In: Semi-Supervised FGVC with Out-of-Distribution Data Ruoyi Du Dongliang Chang Zhanyu Ma Yi-Zhe Song Jun Guo OODD 103 1 0 06 Dec 2021
Implicit Equivariance in Convolutional Networks Naman Khetan Tushar Arora S. U. Rehman D. K. Gupta 83 5 0 28 Nov 2021