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
SENTRY: Selective Entropy Optimization via Committee Consistency for Unsupervised Domain Adaptation Viraj Prabhu Shivam Khare Deeksha Kartik Judy Hoffman 114 135 0 21 Dec 2020
Out-distribution aware Self-training in an Open World Setting Maximilian Augustin Matthias Hein 52 7 0 21 Dec 2020
TabTransformer: Tabular Data Modeling Using Contextual Embeddings Xin Huang A. Khetan Milan Cvitkovic Zohar Karnin ViT LMTD 220 461 0 11 Dec 2020
Poisoning Semi-supervised Federated Learning via Unlabeled Data: Attacks and Defenses Yi Liu Lizhen Qu Ruihui Zhao Cong Wang Dusit Niyato Yefeng Zheng 78 6 0 08 Dec 2020
3DIoUMatch: Leveraging IoU Prediction for Semi-Supervised 3D Object Detection He Wang Yezhen Cong Or Litany Yue Gao Leonidas Guibas 3DPC 98 123 0 08 Dec 2020
Matching Distributions via Optimal Transport for Semi-Supervised Learning Fariborz Taherkhani Hadi Kazemi Ali Dabouei J. Dawson Nasser M. Nasrabadi OT 56 1 0 04 Dec 2020
Semi-Supervised Learning with Variational Bayesian Inference and Maximum Uncertainty Regularization Kien Do T. Tran Svetha Venkatesh BDL 53 3 0 03 Dec 2020
A Three-Stage Self-Training Framework for Semi-Supervised Semantic Segmentation Rihuan Ke Angelica Aviles-Rivero Saurabh Pandey Saikumar Reddy Carola-Bibiane Schönlieb 102 52 0 01 Dec 2020
MUSCLE: Strengthening Semi-Supervised Learning Via Concurrent Unsupervised Learning Using Mutual Information Maximization Hanchen Xie Mohamed E. Hussein Aram Galstyan Wael Abd-Almageed SSL 59 8 0 30 Nov 2020
They are Not Completely Useless: Towards Recycling Transferable Unlabeled Data for Class-Mismatched Semi-Supervised Learning Zhuo Huang Ying Tai Chengjie Wang Jian Yang Chen Gong 87 25 0 27 Nov 2020
Regularization with Latent Space Virtual Adversarial Training Genki Osada Budrul Ahsan Revoti Prasad Bora Takashi Nishide 85 14 0 26 Nov 2020
$Squared $\ell_2$ Norm as Consistency Loss for Leveraging Augmented Data to Learn Robust and Invariant Representations$ Squared $\ell_2$ Norm as Consistency Loss for Leveraging Augmented Data to Learn Robust and Invariant Representations Haohan Wang Zeyi Huang Xindi Wu Eric Xing 57 2 0 25 Nov 2020
Improving Augmentation and Evaluation Schemes for Semantic Image Synthesis P. Katiyar Anna Khoreva 22 4 0 25 Nov 2020
An Empirical Study of the Collapsing Problem in Semi-Supervised 2D Human Pose Estimation Rongchang Xie Chunyu Wang Wenjun Zeng Yizhou Wang SSL 3DH 107 26 0 25 Nov 2020
Assessing Post-Disaster Damage from Satellite Imagery using Semi-Supervised Learning Techniques Jihyeon Janel Lee Joseph Z. Xu Kihyuk Sohn W. Lu David Berthelot ... Pranav Khaitan Ke-Wei Ke Huang Kyriacos M. Koupparis Bernhard Kowatsch 54 23 0 24 Nov 2020
AlphaMatch: Improving Consistency for Semi-supervised Learning with Alpha-divergence Chengyue Gong Dilin Wang Qiang Liu FedML 57 43 0 23 Nov 2020
CoMatch: Semi-supervised Learning with Contrastive Graph Regularization Junnan Li Caiming Xiong Guosheng Lin SSL 98 264 0 23 Nov 2020
FROST: Faster and more Robust One-shot Semi-supervised Training Helena E. Liu L. Smith BDL OffRL 52 1 0 18 Nov 2020
Neural Semi-supervised Learning for Text Classification Under Large-Scale Pretraining Zijun Sun Chun Fan Xiaofei Sun Yuxian Meng Leilei Gan Jiwei Li 54 9 0 17 Nov 2020
DL-Reg: A Deep Learning Regularization Technique using Linear Regression Maryam Dialameh A. Hamzeh Hossein Rahmani 77 3 0 31 Oct 2020
Improving Limited Labeled Dialogue State Tracking with Self-Supervision Chien-Sheng Wu Guosheng Lin Caiming Xiong 67 22 0 26 Oct 2020
Matching the Clinical Reality: Accurate OCT-Based Diagnosis From Few Labels Valentyn Melnychuk Evgeniy Faerman I. Manakov Thomas Seidl 19 0 0 23 Oct 2020
PseudoSeg: Designing Pseudo Labels for Semantic Segmentation Yuliang Zou Zizhao Zhang Han Zhang Chun-Liang Li Xiao Bian Jia-Bin Huang Tomas Pfister 99 300 0 19 Oct 2020
Representation Learning via Invariant Causal Mechanisms Jovana Mitrović Brian McWilliams Jacob Walker Lars Buesing Charles Blundell CML OOD SSL 77 251 0 15 Oct 2020
How Out-of-Distribution Data Hurts Semi-Supervised Learning Xujiang Zhao Killamsetty Krishnateja Rishabh K. Iyer Feng Chen 60 3 0 07 Oct 2020
CO2: Consistent Contrast for Unsupervised Visual Representation Learning Chen Wei Huiyu Wang Wei Shen Alan Yuille SSL 85 63 0 05 Oct 2020
Open-Set Hypothesis Transfer with Semantic Consistency Zeyu Feng Chang Xu Dacheng Tao 63 14 0 01 Oct 2020
Parametric UMAP embeddings for representation and semi-supervised learning Tim Sainburg Leland McInnes T. Gentner 99 229 0 27 Sep 2020
Semi-Supervised Learning for In-Game Expert-Level Music-to-Dance Translation Yinglin Duan Tianyang Shi Zhengxia Zou Jia Qin Yifei Zhao Yi Yuan Jie Hou Xiang Wen Chang Lab 29 4 0 27 Sep 2020
Domain Generalization via Semi-supervised Meta Learning Hossein Sharifi-Noghabi Hossein Asghari Nazanin Mehrasa Martin Ester OOD 54 11 0 26 Sep 2020
Enhancing Mixup-based Semi-Supervised Learning with Explicit Lipschitz Regularization P. Gyawali S. Ghimire Linwei Wang AAML 57 7 0 23 Sep 2020
SSMBA: Self-Supervised Manifold Based Data Augmentation for Improving Out-of-Domain Robustness Nathan Ng Kyunghyun Cho Marzyeh Ghassemi 87 146 0 21 Sep 2020
Semi-supervised Medical Image Segmentation through Dual-task Consistency Xiangde Luo Jieneng Chen Tao Song Yinan Chen Guotai Wang Shaoting Zhang 85 548 0 09 Sep 2020
DESC: Domain Adaptation for Depth Estimation via Semantic Consistency Adrian Lopez-Rodriguez K. Mikolajczyk MDE 96 45 0 03 Sep 2020
Improving Semi-supervised Federated Learning by Reducing the Gradient Diversity of Models Zhengming Zhang Yaoqing Yang Z. Yao Yujun Yan Joseph E. Gonzalez Michael W. Mahoney FedML 131 36 0 26 Aug 2020
Learning to Learn in a Semi-Supervised Fashion Yun-Chun Chen Chao-Te Chou Y. Wang SSL 94 6 0 25 Aug 2020
Semi-supervised learning using teacher-student models for vocal melody extraction Sangeun Kum Jing-Hua Lin Li Su Juhan Nam 61 17 0 14 Aug 2020
Semi-supervised learning objectives as log-likelihoods in a generative model of data curation Stoil Ganev Laurence Aitchison 31 4 0 13 Aug 2020
Adversarial Knowledge Transfer from Unlabeled Data Akash Gupta Yikang Shen S. Paul Jianming Zhang Amit K. Roy-Chowdhury 31 0 0 13 Aug 2020
Renal Cell Carcinoma Detection and Subtyping with Minimal Point-Based Annotation in Whole-Slide Images Zeyu Gao Pargorn Puttapirat Jiangbo Shi Chen Li 49 25 0 12 Aug 2020
Cosine-Distance Virtual Adversarial Training for Semi-Supervised Speaker-Discriminative Acoustic Embeddings Florian Kreyssig P. Woodland 50 5 0 09 Aug 2020
Self-supervised learning using consistency regularization of spatio-temporal data augmentation for action recognition Jinpeng Wang Yiqi Lin A. J. Ma SSL 53 1 0 05 Aug 2020
Endo-Sim2Real: Consistency learning-based domain adaptation for instrument segmentation Manish Sahu Ronja Strömsdörfer Anirban Mukhopadhyay S. Zachow 110 35 0 22 Jul 2020
Multi-Task Curriculum Framework for Open-Set Semi-Supervised Learning Qing Yu Daiki Ikami Go Irie Kiyoharu Aizawa 74 132 0 22 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 73 165 0 17 Jul 2020
FeatMatch: Feature-Based Augmentation for Semi-Supervised Learning Chia-Wen Kuo Chih-Yao Ma Jia-Bin Huang Z. Kira 92 121 0 16 Jul 2020
Temporal Self-Ensembling Teacher for Semi-Supervised Object Detection Cong Chen Shouyang Dong Ye Tian K. Cao Li Liu Yuanhao Guo 59 28 0 13 Jul 2020
Learning the Prediction Distribution for Semi-Supervised Learning with Normalising Flows Ivana Balazevic Carl Allen Timothy M. Hospedales 46 0 0 06 Jul 2020
Meta-Semi: A Meta-learning Approach for Semi-supervised Learning Yulin Wang Jiayi Guo Shiji Song Gao Huang 79 27 0 05 Jul 2020
Uncertainty-aware multi-view co-training for semi-supervised medical image segmentation and domain adaptation Yingda Xia Ke Wang Zhiding Yu Fengze Liu Jinzheng Cai Lequan Yu Zhuotun Zhu Daguang Xu Alan Yuille H. Roth OOD 77 214 0 28 Jun 2020