Learning Representations by Maximizing Mutual Information Across Views

3 June 2019

Papers citing "Learning Representations by Maximizing Mutual Information Across Views"

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Title
Self-Attention Message Passing for Contrastive Few-Shot Learning Ojas Kishorkumar Shirekar Ashutosh Kumar Singh Hadi Jamali Rad 31 5 0 12 Oct 2022
QDTrack: Quasi-Dense Similarity Learning for Appearance-Only Multiple Object Tracking Tobias Fischer Thomas E. Huang Jiangmiao Pang Linlu Qiu Haofeng Chen Trevor Darrell Feng Yu VOT 44 66 0 12 Oct 2022
Adversarial Contrastive Learning for Evidence-aware Fake News Detection with Graph Neural Networks Jun Wu Weizhi Xu Qiang Liu Shu Wu Liang Wang GNN 39 18 0 11 Oct 2022
Unsupervised Cross-Modality Domain Adaptation for Vestibular Schwannoma Segmentation and Koos Grade Prediction based on Semi-Supervised Contrastive Learning Luyi Han Yunzhi Huang T. Tan R. Mann 29 7 0 09 Oct 2022
Robustness of Unsupervised Representation Learning without Labels Aleksandar Petrov Marta Z. Kwiatkowska OffRL 60 2 0 08 Oct 2022
SynBench: Task-Agnostic Benchmarking of Pretrained Representations using Synthetic Data Ching-Yun Ko Pin-Yu Chen Jeet Mohapatra Payel Das Lucani E. Daniel 35 3 0 06 Oct 2022
Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization Mingxuan Ju Tong Zhao Qianlong Wen Wenhao Yu Neil Shah Yanfang Ye Chuxu Zhang SSL 23 34 0 05 Oct 2022
Contrastive Corpus Attribution for Explaining Representations Christy Lin Hugh Chen Chanwoo Kim Su-In Lee SSL 27 8 0 30 Sep 2022
Slimmable Networks for Contrastive Self-supervised Learning Shuai Zhao Xiaohan Wang Linchao Zhu Yi Yang 40 1 0 30 Sep 2022
Improving Molecular Pretraining with Complementary Featurizations Yanqiao Zhu Dingshuo Chen Yuanqi Du Yingze Wang Qiang Liu Shu Wu AI4CE 44 7 0 29 Sep 2022
View-Invariant Skeleton-based Action Recognition via Global-Local Contrastive Learning Cunling Bian Wei Feng Fanbo Meng Song Wang 3DH 21 6 0 23 Sep 2022
Few-Shot Classification with Contrastive Learning Zhanyuan Yang Jinghua Wang Ying J. Zhu OODD MQ 60 55 0 17 Sep 2022
Dataset Inference for Self-Supervised Models Adam Dziedzic Haonan Duan Muhammad Ahmad Kaleem Nikita Dhawan Jonas Guan Yannis Cattan Franziska Boenisch Nicolas Papernot 42 26 0 16 Sep 2022
MetaMask: Revisiting Dimensional Confounder for Self-Supervised Learning Jiangmeng Li Jingyao Wang Yanan Zhang Wenyi Mo Changwen Zheng Fuchun Sun Hui Xiong SSL 36 14 0 16 Sep 2022
Modeling Multiple Views via Implicitly Preserving Global Consistency and Local Complementarity Jiangmeng Li Jingyao Wang Changwen Zheng Fuchun Sun Farid Razzak Ji-Rong Wen Hui Xiong 29 7 0 16 Sep 2022
Jointly Contrastive Representation Learning on Road Network and Trajectory Zhenyu Mao Ziyue Li Dedong Li Lei Bai Rui Zhao AI4TS 50 48 0 14 Sep 2022
Improving Self-Supervised Learning by Characterizing Idealized Representations Yann Dubois Tatsunori Hashimoto Stefano Ermon Percy Liang SSL 83 41 0 13 Sep 2022
Information Maximization for Extreme Pose Face Recognition Mohammad Saeed Ebrahimi Saadabadi Sahar Rahimi Malakshan Sobhan Soleymani Moktari Mostofa Nasser M. Nasrabadi CVBM 23 5 0 07 Sep 2022
Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer's phenotypes A. Fedorov Eloy P. T. Geenjaar Lei Wu Tristan Sylvain T. DeRamus Margaux Luck Maria B. Misiura R. Devon Hjelm Sergey Plis Vince D. Calhoun 19 3 0 07 Sep 2022
Semi-Supervised Domain Adaptation by Similarity based Pseudo-label Injection Abhay Rawat Isha Dua Saurav Gupta Rahul Tallamraju 17 1 0 05 Sep 2022
Label Structure Preserving Contrastive Embedding for Multi-Label Learning with Missing Labels Zhongchen Ma Lisha Li Qi-rong Mao Songcan Chen 33 1 0 03 Sep 2022
ViA: View-invariant Skeleton Action Representation Learning via Motion Retargeting Di Yang Yaohui Wang A. Dantcheva Lorenzo Garattoni Gianpiero Francesca Francois Bremond 29 8 0 31 Aug 2022
Self-Supervised Pyramid Representation Learning for Multi-Label Visual Analysis and Beyond Cheng-Yen Hsieh Chih-Jung Chang Fu-En Yang Yu-Chiang Frank Wang SSL 34 8 0 30 Aug 2022
Efficient Vision-Language Pretraining with Visual Concepts and Hierarchical Alignment Mustafa Shukor Guillaume Couairon Matthieu Cord VLM CLIP 24 27 0 29 Aug 2022
Pipeline-Invariant Representation Learning for Neuroimaging Xinhui Li A. Fedorov Mrinal Mathur A. Abrol Gregory Kiar Sergey Plis Vince D. Calhoun MedIm 26 1 0 27 Aug 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 50 115 0 24 Aug 2022
A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning Yuanqin He Yan Kang Xinyuan Zhao Jiahuan Luo Lixin Fan Yuxing Han Qiang Yang FedML 34 24 0 18 Aug 2022
Siamese Prototypical Contrastive Learning Shentong Mo Zhun Sun Chao Li SSL 27 12 0 18 Aug 2022
ConMatch: Semi-Supervised Learning with Confidence-Guided Consistency Regularization Jiwon Kim Youngjo Min Daehwan Kim Gyuseong Lee Junyoung Seo Kwang-seok Ryoo Seung Wook Kim 32 42 0 18 Aug 2022
Enhancing Graph Contrastive Learning with Node Similarity Hongliang Chi Yao Ma SSL 39 3 0 13 Aug 2022
Semantic decomposition Network with Contrastive and Structural Constraints for Dental Plaque Segmentation Jian Shi Baoli Sun Xinchen Ye Zhihui Wang Xiaolong Luo Jin Liu Heli Gao Haojie Li 30 8 0 12 Aug 2022
Understanding Masked Image Modeling via Learning Occlusion Invariant Feature Xiangwen Kong Xiangyu Zhang SSL 32 53 0 08 Aug 2022
Automatically Discovering Novel Visual Categories with Self-supervised Prototype Learning Lu Zhang Lu Qi Xu Yang Hong Qiao Ming-Hsuan Yang Zhiyong Liu SSL 38 3 0 01 Aug 2022
Global-Local Self-Distillation for Visual Representation Learning Tim Lebailly Tinne Tuytelaars SSL 32 6 0 29 Jul 2022
Pre-training General Trajectory Embeddings with Maximum Multi-view Entropy Coding Yan Lin Huaiyu Wan Shengnan Guo Jilin Hu Christian S. Jensen Youfang Lin AI4TS 45 19 0 29 Jul 2022
Contrastive Masked Autoencoders are Stronger Vision Learners Zhicheng Huang Xiaojie Jin Cheng Lu Qibin Hou Mingg-Ming Cheng Dongmei Fu Xiaohui Shen Jiashi Feng 52 148 0 27 Jul 2022
Dynamic Channel Selection in Self-Supervised Learning Tarun Krishna Ayush K. Rai Y. A. D. Djilali Alan F. Smeaton Kevin McGuinness Noel E. O'Connor SSL 46 2 0 25 Jul 2022
Decoupled Adversarial Contrastive Learning for Self-supervised Adversarial Robustness Chaoning Zhang Kang Zhang Chenshuang Zhang Axi Niu Jiu Feng Chang D. Yoo In So Kweon SSL 40 24 0 22 Jul 2022
Contrastive Self-Supervised Learning Leads to Higher Adversarial Susceptibility Rohit Gupta Naveed Akhtar Ajmal Mian M. Shah AAML SSL 33 5 0 22 Jul 2022
Adversarial Contrastive Learning via Asymmetric InfoNCE Qiying Yu Jieming Lou Xianyuan Zhan Qizhang Li W. Zuo Yang Liu Jingjing Liu AAML 46 23 0 18 Jul 2022
Bootstrapped Masked Autoencoders for Vision BERT Pretraining Xiaoyi Dong Jianmin Bao Ting Zhang Dongdong Chen Weiming Zhang Lu Yuan Dong Chen Fang Wen Nenghai Yu 22 75 0 14 Jul 2022
A Closer Look at Invariances in Self-supervised Pre-training for 3D Vision Lanxiao Li M. Heizmann 3DPC 33 27 0 11 Jul 2022
Pixel-level Correspondence for Self-Supervised Learning from Video Yash Sharma Yi Zhu Chris Russell Thomas Brox SSL 25 4 0 08 Jul 2022
Network Binarization via Contrastive Learning Yuzhang Shang Dan Xu Ziliang Zong Liqiang Nie Yan Yan AAML MQ 28 21 0 06 Jul 2022
Unsupervised Learning for Human Sensing Using Radio Signals Tianhong Li Lijie Fan Yuan. Yuan Dina Katabi SSL 49 34 0 06 Jul 2022
Factorizing Knowledge in Neural Networks Xingyi Yang Jingwen Ye Xinchao Wang MoMe 52 121 0 04 Jul 2022
Dissecting Self-Supervised Learning Methods for Surgical Computer Vision Sanat Ramesh V. Srivastav Deepak Alapatt Tong Yu Aditya Murali ... Saurav Sharma A. Fleurentin Georgios Exarchakis Alexandros Karargyris N. Padoy 39 43 0 01 Jul 2022
CONVIQT: Contrastive Video Quality Estimator Pavan C. Madhusudana Neil Birkbeck Yilin Wang Balu Adsumilli A. Bovik 53 21 0 29 Jun 2022
EBMs vs. CL: Exploring Self-Supervised Visual Pretraining for Visual Question Answering Violetta Shevchenko Ehsan Abbasnejad A. Dick Anton Van Den Hengel Damien Teney 51 0 0 29 Jun 2022
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 34 219 0 27 Jun 2022