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 / 237 papers shown

Title
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation Lukas Hoyer Dengxin Dai Luc Van Gool AI4CE 18 450 0 29 Nov 2021
Cross-Domain Adaptive Teacher for Object Detection Yu-Jhe Li Xiaoliang Dai Chih-Yao Ma Yen-Cheng Liu Kan Chen Bichen Wu Zijian He Kris M. Kitani Peter Vajda ObjD 54 174 0 25 Nov 2021
ACPL: Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification Fengbei Liu Yu Tian Yuanhong Chen Yuyuan Liu Vasileios Belagiannis G. Carneiro 36 76 0 25 Nov 2021
Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation Yuyuan Liu Yu Tian Yuanhong Chen Fengbei Liu Vasileios Belagiannis G. Carneiro 27 175 0 25 Nov 2021
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language Modeling Zhengyuan Yang Zhe Gan Jianfeng Wang Xiaowei Hu Faisal Ahmed Zicheng Liu Yumao Lu Lijuan Wang 19 111 0 23 Nov 2021
HIERMATCH: Leveraging Label Hierarchies for Improving Semi-Supervised Learning Ashima Garg Shaurya Bagga Yashvardhan Singh Saket Anand 22 12 0 30 Oct 2021
Neural Analysis and Synthesis: Reconstructing Speech from Self-Supervised Representations Hyeong-Seok Choi Juheon Lee W. Kim Jie Hwan Lee Hoon Heo Kyogu Lee 20 150 0 27 Oct 2021
DP-SSL: Towards Robust Semi-supervised Learning with A Few Labeled Samples Yi Xu Jiandong Ding Lu Zhang Shuigeng Zhou 31 32 0 26 Oct 2021
Semi-Supervised Semantic Segmentation of Vessel Images using Leaking Perturbations Jinyong Hou Xuejie Ding Jeremiah D. Deng MedIm 24 19 0 22 Oct 2021
ABC: Auxiliary Balanced Classifier for Class-imbalanced Semi-supervised Learning Hyuck Lee Seungjae Shin Heeyoung Kim CLL 13 90 0 20 Oct 2021
Virtual Augmentation Supported Contrastive Learning of Sentence Representations Dejiao Zhang Wei Xiao Henghui Zhu Xiaofei Ma Andrew O. Arnold SSL 48 29 0 16 Oct 2021
Multi-Layer Pseudo-Supervision for Histopathology Tissue Semantic Segmentation using Patch-level Classification Labels Chu Han Jiatai Lin Jinhai Mai Yi Wang Qingling Zhang ... Zeyan Xu Xiaomei Huang Guoqiang Han Chang-xiu Liang Zaiyi Liu 24 88 0 14 Oct 2021
Couple Learning for semi-supervised sound event detection Ruijie Tao Long Yan Kazushige Ouchi Xiangdong Wang 14 2 0 12 Oct 2021
Adaptive Early-Learning Correction for Segmentation from Noisy Annotations Sheng Liu Kangning Liu Weicheng Zhu Yiqiu Shen C. Fernandez‐Granda NoLa 26 104 0 07 Oct 2021
Decoupled Adaptation for Cross-Domain Object Detection Junguang Jiang Baixu Chen Jianmin Wang Mingsheng Long ObjD 64 64 0 06 Oct 2021
Spatial Ensemble: a Novel Model Smoothing Mechanism for Student-Teacher Framework Tengteng Huang Yifan Sun Xun Wang Haotian Yao Chi Zhang 15 3 0 04 Oct 2021
Deep Learning-based Action Detection in Untrimmed Videos: A Survey Elahe Vahdani Yingli Tian 40 60 0 30 Sep 2021
Hybrid Dynamic Contrast and Probability Distillation for Unsupervised Person Re-Id De-Chun Cheng Jingyu Zhou N. Wang Xinbo Gao 17 58 0 29 Sep 2021
All-Around Real Label Supervision: Cyclic Prototype Consistency Learning for Semi-supervised Medical Image Segmentation Zhe Xu Yixin Wang Donghuan Lu Lequan Yu Jiangpeng Yan Jie Luo Kai Ma Yefeng Zheng R. Tong 35 55 0 28 Sep 2021
Data Summarization via Bilevel Optimization Zalan Borsos Mojmír Mutný Marco Tagliasacchi Andreas Krause 28 8 0 26 Sep 2021
Learning to Robustly Aggregate Labeling Functions for Semi-supervised Data Programming Ayush Maheshwari Krishnateja Killamsetty Ganesh Ramakrishnan Rishabh K. Iyer Marina Danilevsky Lucian Popa 30 16 0 23 Sep 2021
Parameter Decoupling Strategy for Semi-supervised 3D Left Atrium Segmentation Xuanting Hao Shengbo Gao Lijie Sheng Jicong Zhang 27 3 0 20 Sep 2021
Built Year Prediction from Buddha Face with Heterogeneous Labels Yiming Qian Cheikh Brahim El Vaigh Yuta Nakashima B. Renoust Hajime Nagahara Yutaka Fujioka CVBM 21 3 0 02 Sep 2021
Deep Dive into Semi-Supervised ELBO for Improving Classification Performance Fahim Faisal Niloy M. A. Amin Akm Mahbubur Rahman A. Ali DRL 19 0 0 29 Aug 2021
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 11 13 0 24 Aug 2021
MvSR-NAT: Multi-view Subset Regularization for Non-Autoregressive Machine Translation Pan Xie Zexian Li Xiaohui Hu 26 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 29 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
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 48 63 0 12 Aug 2021
Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation C. L. P. Chen C. Qin C. Ouyang Zeju Li Shuo Wang Huaqi Qiu Liang Chen G. Tarroni Wenjia Bai Daniel Rueckert GAN MedIm 54 40 0 07 Aug 2021
Semi-Supervised Active Learning with Temporal Output Discrepancy Siyu Huang Tianyang Wang Haoyi Xiong Jun Huan Dejing Dou UQCV 20 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 16 84 0 23 Jul 2021
Re-distributing Biased Pseudo Labels for Semi-supervised Semantic Segmentation: A Baseline Investigation Ruifei He Jihan Yang Xiaojuan Qi 13 115 0 23 Jul 2021
MCDAL: Maximum Classifier Discrepancy for Active Learning Jae-Won Cho Dong-Jin Kim Yunjae Jung In So Kweon 14 46 0 23 Jul 2021
DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic Segmentation Li Gao Jing Zhang Lefei Zhang Dacheng Tao 21 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 M. Zhang C. Miao SSL 25 76 0 07 Jul 2021
CLDA: Contrastive Learning for Semi-Supervised Domain Adaptation Ankit Singh 26 108 0 30 Jun 2021
AutoNovel: Automatically Discovering and Learning Novel Visual Categories Kai Han Sylvestre-Alvise Rebuffi Sébastien Ehrhardt Andrea Vedaldi Andrew Zisserman SSL 13 123 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 16 39 0 22 Jun 2021
Humble Teachers Teach Better Students for Semi-Supervised Object Detection Yihe Tang Weifeng Chen Yijun Luo Yuting Zhang 34 177 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 28 487 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 22 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 22 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 19 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 34 62 0 10 Jun 2021