Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results

6 March 2017

Papers citing "Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results"

50 / 301 papers shown

Title
Rethinking the Value of Labels for Improving Class-Imbalanced Learning Yuzhe Yang Zhi Xu SSL 20 401 0 13 Jun 2020
Exploring Category-Agnostic Clusters for Open-Set Domain Adaptation Yingwei Pan Ting Yao Yehao Li Chong-Wah Ngo Tao Mei 33 72 0 11 Jun 2020
Self-Distillation as Instance-Specific Label Smoothing Zhilu Zhang M. Sabuncu 20 116 0 09 Jun 2020
An Overview of Neural Network Compression James OÑeill AI4CE 45 98 0 05 Jun 2020
Pseudo-Representation Labeling Semi-Supervised Learning Song-Bo Yang Tian-li Yu 24 3 0 31 May 2020
A Self-ensembling Framework for Semi-supervised Knee Cartilage Defects Assessment with Dual-Consistency Jiayu Huo Liping Si Xi Ouyang Kai Xuan Weiwu Yao Z. Xue Qian Wang Dinggang Shen Lichi Zhang 22 1 0 19 May 2020
Semi-supervised Medical Image Classification with Relation-driven Self-ensembling Model Quande Liu Lequan Yu Luyang Luo Qi Dou Pheng Ann Heng 30 220 0 15 May 2020
Metric learning by Similarity Network for Deep Semi-Supervised Learning Sanyou Wu Xingdong Feng Fan Zhou 16 4 0 29 Apr 2020
OpenMix: Reviving Known Knowledge for Discovering Novel Visual Categories in An Open World Zhun Zhong Linchao Zhu Zhiming Luo Shaozi Li Yi Yang N. Sebe VLM CLL 33 113 0 12 Apr 2020
FDA: Fourier Domain Adaptation for Semantic Segmentation Yanchao Yang Stefano Soatto OOD 36 883 0 11 Apr 2020
Circumventing Outliers of AutoAugment with Knowledge Distillation Longhui Wei Anxiang Xiao Lingxi Xie Xin Chen Xiaopeng Zhang Qi Tian 24 62 0 25 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
Cross-domain Object Detection through Coarse-to-Fine Feature Adaptation Yangtao Zheng Di Huang Songtao Liu Yunhong Wang ObjD 166 198 0 23 Mar 2020
Semi-Supervised Semantic Segmentation with Cross-Consistency Training Yassine Ouali C´eline Hudelot Myriam Tami 30 709 0 19 Mar 2020
Boosting Unconstrained Face Recognition with Auxiliary Unlabeled Data Yichun Shi Anil K. Jain CVBM 48 1 0 17 Mar 2020
Incremental Object Detection via Meta-Learning K. J. Joseph Jathushan Rajasegaran Salman Khan Fahad Shahbaz Khan V. Balasubramanian ObjD CLL VLM 177 98 0 17 Mar 2020
Post-Estimation Smoothing: A Simple Baseline for Learning with Side Information Esther Rolf Michael I. Jordan Benjamin Recht 6 6 0 12 Mar 2020
Towards Noise-resistant Object Detection with Noisy Annotations Junnan Li Caiming Xiong R. Socher Guosheng Lin ObjD NoLa 62 28 0 03 Mar 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 3,467 0 21 Jan 2020
Proposal Learning for Semi-Supervised Object Detection Peng Tang Chetan Ramaiah Yan Wang Ran Xu Caiming Xiong 28 100 0 15 Jan 2020
SESS: Self-Ensembling Semi-Supervised 3D Object Detection Na Zhao Tat-Seng Chua Gim Hee Lee 3DPC 21 125 0 26 Dec 2019
Unsupervised Scene Adaptation with Memory Regularization in vivo Zhedong Zheng Yi Yang CLL 19 117 0 24 Dec 2019
Adversarial Feature Distribution Alignment for Semi-Supervised Learning Christoph Mayer M. Paul Radu Timofte 21 12 0 22 Dec 2019
Triple Generative Adversarial Networks Chongxuan Li Kun Xu Jiashuo Liu Jun Zhu Bo Zhang GAN 31 41 0 20 Dec 2019
Where is the Bottleneck of Adversarial Learning with Unlabeled Data? Jingfeng Zhang Bo Han Gang Niu Tongliang Liu Masashi Sugiyama 30 6 0 20 Nov 2019
Unsupervised Domain Adaptation for Object Detection via Cross-Domain Semi-Supervised Learning Fuxun Yu Di Wang Yinpeng Chen Nikolaos Karianakis Tong Shen Pei Yu Dimitrios Lymberopoulos Sidi Lu Weisong Shi Xiang Chen 28 33 0 17 Nov 2019
Unknown Identity Rejection Loss: Utilizing Unlabeled Data for Face Recognition Haiming Yu Yin Fan Keyu Chen He Yan Xiangju Lu Junhui Liu Danming Xie CVBM 17 12 0 24 Oct 2019
Deep Semantic Segmentation of Natural and Medical Images: A Review Saeid Asgari Taghanaki Kumar Abhishek Joseph Paul Cohen Julien Cohen-Adad Ghassan Hamarneh SSeg VLM 45 667 0 16 Oct 2019
FEED: Feature-level Ensemble for Knowledge Distillation Seonguk Park Nojun Kwak FedML 15 41 0 24 Sep 2019
NERO: A Neural Rule Grounding Framework for Label-Efficient Relation Extraction Wenxuan Zhou Hongtao Lin Bill Yuchen Lin Ziqi Wang Junyi Du Leonardo Neves Xiang Ren NAI 19 54 0 05 Sep 2019
Confidence Regularized Self-Training Yang Zou Zhiding Yu Xiaofeng Liu B. Kumar Jinsong Wang 233 790 0 26 Aug 2019
Progressive Cross-camera Soft-label Learning for Semi-supervised Person Re-identification Lei Qi Lei Wang Jing Huo Yinghuan Shi Yang Gao 18 45 0 15 Aug 2019
DualDis: Dual-Branch Disentangling with Adversarial Learning Thomas Robert Nicolas Thome Matthieu Cord CoGe DRL 25 4 0 03 Jun 2019
Local Label Propagation for Large-Scale Semi-Supervised Learning Chengxu Zhuang Xuehao Ding Divyanshu Murli Daniel L. K. Yamins SSL 30 11 0 28 May 2019
Semi-Supervised Learning by Augmented Distribution Alignment Qin Wang Wen Li Luc Van Gool 18 68 0 20 May 2019
Improving Distantly-supervised Entity Typing with Compact Latent Space Clustering Bo Chen Xiaotao Gu Yufeng Hu Siliang Tang Guoping Hu Yueting Zhuang Xiang Ren 23 19 0 13 Apr 2019
Deep Co-Training for Semi-Supervised Image Segmentation Jizong Peng Guillermo Estrada M. Pedersoli Christian Desrosiers 35 179 0 27 Mar 2019
Interpolation Consistency Training for Semi-Supervised Learning Vikas Verma Kenji Kawaguchi Alex Lamb Arno Solin Arno Solin Yoshua Bengio David Lopez-Paz 39 756 0 09 Mar 2019
Semi-Supervised Brain Lesion Segmentation with an Adapted Mean Teacher Model Wenhui Cui Yanling Liu Yuxing Li Meng-Hao Guo Yiming Li Xiuli Li Tianle Wang Xiangzhu Zeng Chuyang Ye 18 174 0 04 Mar 2019
Deep Metric Transfer for Label Propagation with Limited Annotated Data Bin Liu Zhirong Wu Han Hu Stephen Lin 26 63 0 20 Dec 2018
Factorized Distillation: Training Holistic Person Re-identification Model by Distilling an Ensemble of Partial ReID Models Pengyuan Ren Jianmin Li 25 9 0 20 Nov 2018
Selective Distillation of Weakly Annotated GTD for Vision-based Slab Identification System Sang Jun Lee Sang Woo Kim Wookyong Kwon Gyogwon Koo J. Yun 35 9 0 09 Oct 2018
Semi-Supervised Sequence Modeling with Cross-View Training Kevin Clark Minh-Thang Luong Christopher D. Manning Quoc V. Le SSL 11 333 0 22 Sep 2018
Semi-Supervised Learning via Compact Latent Space Clustering Konstantinos Kamnitsas Daniel Coelho De Castro Loic Le Folgoc Ian Walker Ryutaro Tanno Daniel Rueckert Ben Glocker A. Criminisi A. Nori SSL 30 89 0 07 Jun 2018
Generative Modeling by Inclusive Neural Random Fields with Applications in Image Generation and Anomaly Detection Yunfu Song Zhijian Ou DiffM 8 30 0 01 Jun 2018
Few-shot learning of neural networks from scratch by pseudo example optimization Akisato Kimura Zoubin Ghahramani Koh Takeuchi Tomoharu Iwata N. Ueda 35 52 0 08 Feb 2018
Smooth Neighbors on Teacher Graphs for Semi-supervised Learning Yucen Luo Jun Zhu Mengxi Li Yong Ren Bo Zhang 19 242 0 01 Nov 2017
Recurrent Ladder Networks Isabeau Prémont-Schwarz Alexander Ilin T. Hao Antti Rasmus Rinu Boney Harri Valpola 30 41 0 28 Jul 2017
Self-ensembling for visual domain adaptation Geoffrey French Michal Mackiewicz M. Fisher 16 44 0 16 Jun 2017
Loss-Sensitive Generative Adversarial Networks on Lipschitz Densities Guo-Jun Qi GAN 27 349 0 23 Jan 2017