MixMatch: A Holistic Approach to Semi-Supervised Learning

6 May 2019

Papers citing "MixMatch: A Holistic Approach to Semi-Supervised Learning"

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Title
SemPPL: Predicting pseudo-labels for better contrastive representations Matko Bovsnjak Pierre Harvey Richemond Nenad Tomašev Florian Strub Jacob Walker Felix Hill Lars Buesing Razvan Pascanu Charles Blundell Jovana Mitrović SSL VLM 49 9 0 12 Jan 2023
1st Place Solution for ECCV 2022 OOD-CV Challenge Image Classification Track Yilu Guo Xing-Jian Shi Weijie Chen Shicai Yang Di Xie Shiliang Pu Yueting Zhuang 3DGS 14 1 0 12 Jan 2023
Semi-Supervised Learning with Pseudo-Negative Labels for Image Classification Hao Xu Hui Xiao Huazheng Hao Li Dong Xiaojie Qiu Chengbin Peng VLM SSL 16 22 0 10 Jan 2023
MoBYv2AL: Self-supervised Active Learning for Image Classification Razvan Caramalau Binod Bhattarai Danail Stoyanov Tae-Kyun Kim SSL 35 7 0 04 Jan 2023
VertMatch: A Semi-supervised Framework for Vertebral Structure Detection in 3D Ultrasound Volume Hongye Zeng Kang Zhou Songhan Ge Yuchong Gao Jianhao Zhao Shenghua Gao Ru Zheng MedIm 44 2 0 28 Dec 2022
Self Meta Pseudo Labels: Meta Pseudo Labels Without The Teacher Kei-Sing Ng Qingchen Wang VLM 21 1 0 27 Dec 2022
A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability Chengtai Cao Fan Zhou Yurou Dai Jianping Wang Kunpeng Zhang AAML 31 28 0 21 Dec 2022
Boosting Semi-Supervised Learning with Contrastive Complementary Labeling Qinyi Deng Yong Guo Zhibang Yang Haolin Pan Jian Chen 37 10 0 13 Dec 2022
Robust Perception through Equivariance Chengzhi Mao Lingyu Zhang Abhishek Joshi Junfeng Yang Hongya Wang Carl Vondrick BDL AAML 31 7 0 12 Dec 2022
A soft nearest-neighbor framework for continual semi-supervised learning Zhiqi Kang Enrico Fini Moin Nabi Elisa Ricci Alahari Karteek SSL BDL CLL 44 17 0 09 Dec 2022
Reconciling a Centroid-Hypothesis Conflict in Source-Free Domain Adaptation I. Diamant Roy H. Jennings Oranit Dror H. Habi Arnon Netzer 28 2 0 07 Dec 2022
Adaptive Self-Training for Object Detection Renaud Vandeghen Gilles Louppe Marc Van Droogenbroeck ObjD 41 7 0 07 Dec 2022
Dist-PU: Positive-Unlabeled Learning from a Label Distribution Perspective Yunrui Zhao Qianqian Xu Yangbangyan Jiang Peisong Wen Qingming Huang 30 38 0 06 Dec 2022
Progressive Feature Upgrade in Semi-supervised Learning on Tabular Domain Morteza Mohammady Gharasuie Fenjiao Wang 41 0 0 01 Dec 2022
Denoising after Entropy-based Debiasing A Robust Training Method for Dataset Bias with Noisy Labels Sumyeong Ahn Se-Young Yun NoLa 33 2 0 01 Dec 2022
An Empirical Study on the Efficacy of Deep Active Learning for Image Classification Yu Li Mu-Hwa Chen Yannan Liu Daojing He Qiang Xu 42 9 0 30 Nov 2022
Semi-Supervised Heterogeneous Graph Learning with Multi-level Data Augmentation Yingxi Chen Siwei Qiang Mingming Ha Xiaolei Liu Shaoshuai Li Lingfeng Yuan Xiaobo Guo Zheng Hua Zhu 19 2 0 30 Nov 2022
A Unified Framework for Contrastive Learning from a Perspective of Affinity Matrix Wenbin Li Meihao Kong Xuesong Yang Lei Wang Jing Huo Yang Gao Jiebo Luo 33 0 0 26 Nov 2022
Learning with Silver Standard Data for Zero-shot Relation Extraction Tianyi Wang Jianwei Wang Ziqian Zeng 32 2 0 25 Nov 2022
Learning with Partial Labels from Semi-supervised Perspective Ximing Li Yuanzhi Jiang C. Li Yiyuan Wang Jihong Ouyang SSL 28 15 0 24 Nov 2022
Private Multi-Winner Voting for Machine Learning Adam Dziedzic Christopher A. Choquette-Choo Natalie Dullerud Vinith Suriyakumar Ali Shahin Shamsabadi Muhammad Ahmad Kaleem S. Jha Nicolas Papernot Xiao Wang 45 1 0 23 Nov 2022
SVFormer: Semi-supervised Video Transformer for Action Recognition Zhen Xing Qi Dai Hang-Rui Hu Jingjing Chen Zuxuan Wu Yu-Gang Jiang ViT 33 69 0 23 Nov 2022
Parametric Classification for Generalized Category Discovery: A Baseline Study Xin Wen Bingchen Zhao Xiaojuan Qi 40 67 0 21 Nov 2022
Instance-specific and Model-adaptive Supervision for Semi-supervised Semantic Segmentation Zhen Zhao Sifan Long Jimin Pi Jingdong Wang Luping Zhou 34 29 0 21 Nov 2022
Doubly Contrastive End-to-End Semantic Segmentation for Autonomous Driving under Adverse Weather Jong-Lyul Jeong Jong-hwan Kim 32 2 0 21 Nov 2022
An Embarrassingly Simple Baseline for Imbalanced Semi-Supervised Learning Haoxing Chen Yue Fan Yidong Wang Jindong Wang Bernt Schiele Xingxu Xie Marios Savvides Bhiksha Raj 36 12 0 20 Nov 2022
SplitNet: Learnable Clean-Noisy Label Splitting for Learning with Noisy Labels Daehwan Kim Kwang-seok Ryoo Hansang Cho Seung Wook Kim NoLa 28 3 0 20 Nov 2022
Learning from Long-Tailed Noisy Data with Sample Selection and Balanced Loss Lefan Zhang Zhang-Hao Tian Wujun Zhou Wei Wang NoLa 24 2 0 20 Nov 2022
NorMatch: Matching Normalizing Flows with Discriminative Classifiers for Semi-Supervised Learning Zhongying Deng Rihuan Ke Carola-Bibiane Schonlieb Angelica I Aviles-Rivero 25 0 0 17 Nov 2022
Dual Class-Aware Contrastive Federated Semi-Supervised Learning Qianling Guo Yong Qi Saiyu Qi Di Wu FedML 34 5 0 16 Nov 2022
Gradient Imitation Reinforcement Learning for General Low-Resource Information Extraction Xuming Hu Shiao Meng Chenwei Zhang Xiangli Yang Lijie Wen Irwin King Philip S. Yu 52 0 0 11 Nov 2022
Continuous Soft Pseudo-Labeling in ASR Tatiana Likhomanenko R. Collobert Navdeep Jaitly Samy Bengio VLM 29 3 0 11 Nov 2022
Distributional Shift Adaptation using Domain-Specific Features Anique Tahir Lu Cheng Ruocheng Guo Huan Liu VLM TTA OOD OODD 34 2 0 09 Nov 2022
Learning to Annotate Part Segmentation with Gradient Matching Yu Yang Xiaotian Cheng Hakan Bilen Xiangyang Ji GAN 37 7 0 06 Nov 2022
Data Models for Dataset Drift Controls in Machine Learning With Optical Images Luis Oala Marco Aversa Gabriel Nobis Kurt Willis Yoan Neuenschwander ... E. Pomarico Wojciech Samek Roderick Murray-Smith Christoph Clausen B. Sanguinetti 36 5 0 04 Nov 2022
Improving Semi-supervised Deep Learning by using Automatic Thresholding to Deal with Out of Distribution Data for COVID-19 Detection using Chest X-ray Images Isaac Benavides-Mata Saul Calderon-Ramirez 19 3 0 03 Nov 2022
Private Semi-supervised Knowledge Transfer for Deep Learning from Noisy Labels Qiuchen Zhang Jing Ma Jian Lou Li Xiong Xiaoqian Jiang NoLa 21 0 0 03 Nov 2022
Beyond Instance Discrimination: Relation-aware Contrastive Self-supervised Learning Yifei Zhang Chang-rui Liu Yu Zhou Weiping Wang QiXiang Ye Xiangyang Ji SSL ISeg BDL 26 6 0 02 Nov 2022
Adversarial Auto-Augment with Label Preservation: A Representation Learning Principle Guided Approach Kaiwen Yang Yanchao Sun Jiahao Su Fengxiang He Xinmei Tian Furong Huang Dinesh Manocha Dacheng Tao 43 13 0 02 Nov 2022
The Perils of Learning From Unlabeled Data: Backdoor Attacks on Semi-supervised Learning Virat Shejwalkar Lingjuan Lyu Amir Houmansadr AAML 32 10 0 01 Nov 2022
A picture of the space of typical learnable tasks Rahul Ramesh Jialin Mao Itay Griniasty Rubing Yang H. Teoh Mark K. Transtrum James P. Sethna Pratik Chaudhari SSL DRL 41 5 0 31 Oct 2022
When does mixup promote local linearity in learned representations? Arslan Chaudhry A. Menon Andreas Veit Sadeep Jayasumana Srikumar Ramalingam Surinder Kumar 30 1 0 28 Oct 2022
ScoreMix: A Scalable Augmentation Strategy for Training GANs with Limited Data Jie Cao Mandi Luo Junchi Yu Mingmin Yang Ran He 40 4 0 27 Oct 2022
Provably Learning Diverse Features in Multi-View Data with Midpoint Mixup Muthuraman Chidambaram Xiang Wang Chenwei Wu Rong Ge MLT 23 8 0 24 Oct 2022
Foreground Guidance and Multi-Layer Feature Fusion for Unsupervised Object Discovery with Transformers Zhiwei Lin Ze Yang Yongtao Wang ViT 39 2 0 24 Oct 2022
360-MLC: Multi-view Layout Consistency for Self-training and Hyper-parameter Tuning Bolivar Solarte Chin-Hsuan Wu Yueh-Cheng Liu Yi-Hsuan Tsai Min Sun 3DV 42 5 0 24 Oct 2022
Deep Learning in Single-Cell Analysis Dylan Molho Jiayuan Ding Zhaoheng Li Haifang Wen Wenzhuo Tang ... P. Danaher Robert Yang Y. Lei Yuying Xie Jiliang Tang 31 23 0 22 Oct 2022
Training set cleansing of backdoor poisoning by self-supervised representation learning H. Wang Soroush Karami Ousmane Amadou Dia H. Ritter E. Emamjomeh-Zadeh J. Chen Zhen Xiang D. J. Miller G. Kesidis SSL 35 4 0 19 Oct 2022
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks Miquel Martí i Rabadán Alessandro Pieropan Hossein Azizpour A. Maki 21 3 0 18 Oct 2022
Protecting Split Learning by Potential Energy Loss Fei Zheng Chaochao Chen Lingjuan Lyu Xinyi Fu Xing Fu Weiqiang Wang Xiaolin Zheng Jianwei Yin 49 4 0 18 Oct 2022