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 / 292 papers shown

Title
Contrastive Mixup: Self- and Semi-Supervised learning for Tabular Domain Sajad Darabi Shayan Fazeli Ali Pazoki S. Sankararaman Majid Sarrafzadeh SSL 26 29 0 27 Aug 2021
Temporal Knowledge Consistency for Unsupervised Visual Representation Learning Wei Feng Yuanjiang Wang Lihua Ma Ye Yuan Chi Zhang SSL 21 13 0 24 Aug 2021
Robust Ensembling Network for Unsupervised Domain Adaptation Han Sun Lei Lin Ningzhong Liu Huiyu Zhou 13 2 0 21 Aug 2021
MvSR-NAT: Multi-view Subset Regularization for Non-Autoregressive Machine Translation Pan Xie Zexian Li Xiaohui Hu 34 11 0 19 Aug 2021
G-DetKD: Towards General Distillation Framework for Object Detectors via Contrastive and Semantic-guided Feature Imitation Lewei Yao Renjie Pi Hang Xu Wei Zhang Zhenguo Li Tong Zhang 37 34 0 17 Aug 2021
Dealing with Distribution Mismatch in Semi-supervised Deep Learning for Covid-19 Detection Using Chest X-ray Images: A Novel Approach Using Feature Densities Saul Calderon-Ramirez Shengxiang-Yang David Elizondo Armaghan Moemeni OOD 28 24 0 17 Aug 2021
Continual Semi-Supervised Learning through Contrastive Interpolation Consistency Matteo Boschini Pietro Buzzega Lorenzo Bonicelli Angelo Porrello Simone Calderara CLL 32 40 0 14 Aug 2021
Trash to Treasure: Harvesting OOD Data with Cross-Modal Matching for Open-Set Semi-Supervised Learning Junkai Huang Chaowei Fang Weikai Chen Z. Chai Xiaolin K. Wei Pengxu Wei Liang Lin Guanbin Li OODD 50 63 0 12 Aug 2021
Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation C. L. P. Chen C. Qin Cheng Ouyang Zeju Li Shuo Wang Huaqi Qiu Liang Chen G. Tarroni Wenjia Bai Daniel Rueckert GAN MedIm 62 40 0 07 Aug 2021
Improving Contrastive Learning by Visualizing Feature Transformation Rui Zhu Bingchen Zhao Jingen Liu Zhenglong Sun C. L. P. Chen SSL 96 78 0 06 Aug 2021
Semi-Supervised Active Learning with Temporal Output Discrepancy Siyu Huang Tianyang Wang Haoyi Xiong Jun Huan Dejing Dou UQCV 25 66 0 29 Jul 2021
Clustering by Maximizing Mutual Information Across Views Kien Do T. Tran Svetha Venkatesh VLM SSL 11 37 0 24 Jul 2021
Unsupervised Domain Adaptive 3D Detection with Multi-Level Consistency Zhipeng Luo Zhongang Cai Changqing Zhou Gong-Duo Zhang Haiyu Zhao Shuai Yi Shijian Lu Hongsheng Li Shanghang Zhang Ziwei Liu 3DPC 27 84 0 23 Jul 2021
Re-distributing Biased Pseudo Labels for Semi-supervised Semantic Segmentation: A Baseline Investigation Ruifei He Jihan Yang Xiaojuan Qi 15 115 0 23 Jul 2021
MCDAL: Maximum Classifier Discrepancy for Active Learning Jae-Won Cho Dong-Jin Kim Yunjae Jung In So Kweon 16 46 0 23 Jul 2021
DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic Segmentation Li Gao Jing Zhang Lefei Zhang Dacheng Tao 29 85 0 20 Jul 2021
Self Training with Ensemble of Teacher Models Soumyadeep Ghosh Sanjay Kumar Janu Verma Awanish Kumar 25 3 0 17 Jul 2021
Geographical Knowledge-driven Representation Learning for Remote Sensing Images Wenyuan Li Keyan Chen Hao Chen Zhenwei Shi SSL 38 64 0 12 Jul 2021
Superpoint-guided Semi-supervised Semantic Segmentation of 3D Point Clouds Shuang Deng Qiulei Dong Bo Liu Zhanyi Hu 3DPC 19 27 0 08 Jul 2021
SelfCF: A Simple Framework for Self-supervised Collaborative Filtering Xin Zhou Aixin Sun Yong-jin Liu Jie Zhang C. Miao SSL 29 76 0 07 Jul 2021
CLDA: Contrastive Learning for Semi-Supervised Domain Adaptation Ankit Singh 31 108 0 30 Jun 2021
AutoNovel: Automatically Discovering and Learning Novel Visual Categories Kai Han Sylvestre-Alvise Rebuffi Sébastien Ehrhardt Andrea Vedaldi Andrew Zisserman SSL 24 124 0 29 Jun 2021
Not All Labels Are Equal: Rationalizing The Labeling Costs for Training Object Detection Ismail Elezi Zhiding Yu Anima Anandkumar Laura Leal-Taixe J. Álvarez ObjD 30 39 0 22 Jun 2021
Humble Teachers Teach Better Students for Semi-Supervised Object Detection Yihe Tang Weifeng Chen Yijun Luo Yuting Zhang 36 177 0 19 Jun 2021
End-to-End Semi-Supervised Object Detection with Soft Teacher Mengde Xu Zheng-Wei Zhang Han Hu Jianfeng Wang Lijuan Wang Fangyun Wei X. Bai Zicheng Liu 28 489 0 16 Jun 2021
Named Entity Recognition with Small Strongly Labeled and Large Weakly Labeled Data Haoming Jiang Danqing Zhang Tianyu Cao Bing Yin T. Zhao NoLa 30 44 0 16 Jun 2021
Federated Semi-supervised Medical Image Classification via Inter-client Relation Matching Quande Liu Hongzhen Yang Qi Dou Pheng-Ann Heng FedML 35 76 0 16 Jun 2021
Refining Pseudo Labels with Clustering Consensus over Generations for Unsupervised Object Re-identification Xiao Zhang Yixiao Ge Yu Qiao Hongsheng Li 30 96 0 11 Jun 2021
DASO: Distribution-Aware Semantics-Oriented Pseudo-label for Imbalanced Semi-Supervised Learning Youngtaek Oh Dong-Jin Kim In So Kweon 36 62 0 10 Jun 2021
Knowledge distillation: A good teacher is patient and consistent Lucas Beyer Xiaohua Zhai Amelie Royer L. Markeeva Rohan Anil Alexander Kolesnikov VLM 35 287 0 09 Jun 2021
SSMD: Semi-Supervised Medical Image Detection with Adaptive Consistency and Heterogeneous Perturbation Hong-Yu Zhou Chengdi Wang Haofeng Li Gang Wang Shu Zhen Zhang Wei-min Li Yizhou Yu 19 48 0 03 Jun 2021
Robust Mutual Learning for Semi-supervised Semantic Segmentation Pan Zhang Bo Zhang Ting Zhang Dong Chen Fang Wen 23 17 0 01 Jun 2021
Rethinking Pseudo Labels for Semi-Supervised Object Detection Hengduo Li Zuxuan Wu Abhinav Shrivastava Larry S. Davis 14 78 0 01 Jun 2021
Hierarchical Deep Network with Uncertainty-aware Semi-supervised Learning for Vessel Segmentation Chenxin Li Wenao Ma Liyan Sun Xinghao Ding Yue Huang Guisheng Wang Yizhou Yu 18 36 0 31 May 2021
OpenMatch: Open-set Consistency Regularization for Semi-supervised Learning with Outliers Kuniaki Saito Donghyun Kim Kate Saenko 34 63 0 28 May 2021
A Fourier-based Framework for Domain Generalization Qinwei Xu Ruipeng Zhang Ya-Qin Zhang Yanfeng Wang Qi Tian OOD 26 424 0 24 May 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data Yonglong Tian Olivier J. Hénaff Aaron van den Oord SSL 64 96 0 17 May 2021
Universal Weakly Supervised Segmentation by Pixel-to-Segment Contrastive Learning Tsung-Wei Ke Jyh-Jing Hwang Stella X. Yu SSL 35 75 0 03 May 2021
Self-supervised Augmentation Consistency for Adapting Semantic Segmentation Nikita Araslanov Stefan Roth 41 227 0 30 Apr 2021
Semi-Supervised Semantic Segmentation with Pixel-Level Contrastive Learning from a Class-wise Memory Bank Inigo Alonso Alberto Sabater David Ferstl Luis Montesano Ana C. Murillo SSL CLL 127 203 0 27 Apr 2021
Towards Good Practices for Efficiently Annotating Large-Scale Image Classification Datasets Yuan-Hong Liao Amlan Kar Sanja Fidler VLM 30 29 0 26 Apr 2021
Joint Representation Learning and Novel Category Discovery on Single- and Multi-modal Data Xu Jia Kai Han Yukun Zhu Bradley Green 152 57 0 26 Apr 2021
ImageNet-21K Pretraining for the Masses T. Ridnik Emanuel Ben-Baruch Asaf Noy Lihi Zelnik-Manor SSeg VLM CLIP 181 687 0 22 Apr 2021
A Closer Look at Self-training for Zero-Label Semantic Segmentation Giuseppe Pastore Fabio Cermelli Yongqin Xian Massimiliano Mancini Zeynep Akata Barbara Caputo VLM 29 68 0 21 Apr 2021
SQN: Weakly-Supervised Semantic Segmentation of Large-Scale 3D Point Clouds Qingyong Hu Bo Yang Guangchi Fang Yulan Guo A. Leonardis Niki Trigoni Andrew Markham 3DPC 39 118 0 11 Apr 2021
Self-Supervised Learning for Gastritis Detection with Gastric X-ray Images Guang Li Ren Togo Takahiro Ogawa Miki Haseyama 30 11 0 07 Apr 2021
Learning from Self-Discrepancy via Multiple Co-teaching for Cross-Domain Person Re-Identification Suncheng Xiang Yuzhuo Fu Mengyuan Guan Ting Liu 29 22 0 06 Apr 2021
One Thing One Click: A Self-Training Approach for Weakly Supervised 3D Semantic Segmentation Zhengzhe Liu Xiaojuan Qi Chi-Wing Fu 3DPC 36 129 0 06 Apr 2021
Semi-supervised Viewpoint Estimation with Geometry-aware Conditional Generation Octave Mariotti Hakan Bilen GAN 29 8 0 02 Apr 2021
Multiview Pseudo-Labeling for Semi-supervised Learning from Video Bo Xiong Haoqi Fan Kristen Grauman Christoph Feichtenhofer SSL 22 49 0 01 Apr 2021