Learning Representations by Maximizing Mutual Information Across Views

3 June 2019

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

50 / 738 papers shown

Title
An Empirical Study of Graph Contrastive Learning Yanqiao Zhu Yichen Xu Qiang Liu Shu Wu 13 167 0 02 Sep 2021
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis Wei Han Hui Chen Soujanya Poria 28 315 0 01 Sep 2021
Multi-Sample based Contrastive Loss for Top-k Recommendation H. Tang Guoshuai Zhao Yuxia Wu Xueming Qian 25 32 0 01 Sep 2021
Spatio-temporal Self-Supervised Representation Learning for 3D Point Clouds Siyuan Huang Yichen Xie Song-Chun Zhu Yixin Zhu 3DPC 26 205 0 01 Sep 2021
ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets Vitaliy Kinakh O. Taran S. Voloshynovskiy 30 12 0 31 Aug 2021
Glimpse-Attend-and-Explore: Self-Attention for Active Visual Exploration Soroush Seifi Abhishek Jha Tinne Tuytelaars 19 10 0 26 Aug 2021
Self-supervised Contrastive Learning of Multi-view Facial Expressions Shuvendu Roy Ali Etemad 23 38 0 15 Aug 2021
Focus on the Positives: Self-Supervised Learning for Biodiversity Monitoring Omiros Pantazis Gabriel J. Brostow Kate E. Jones Oisin Mac Aodha SSL 34 30 0 14 Aug 2021
Self-supervised Contrastive Learning for Irrigation Detection in Satellite Imagery Chitra Agastya Sirak Ghebremusse I. Anderson Colorado Reed H. Vahabi Alberto Todeschini 24 18 0 12 Aug 2021
Learning Bias-Invariant Representation by Cross-Sample Mutual Information Minimization Wei-wei Zhu Haitian Zheng Haofu Liao Weijian Li Jiebo Luo 17 43 0 11 Aug 2021
Representation Learning for Remote Sensing: An Unsupervised Sensor Fusion Approach Aidan M. Swope X. Rudelis Kyle T. Story SSL 26 20 0 11 Aug 2021
Instance-wise Hard Negative Example Generation for Contrastive Learning in Unpaired Image-to-Image Translation Weilun Wang Wen-gang Zhou Jianmin Bao Dong Chen Houqiang Li SSL 23 81 0 10 Aug 2021
Spatiotemporal Contrastive Learning of Facial Expressions in Videos Shuvendu Roy Ali Etemad 34 17 0 06 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
Instance Similarity Learning for Unsupervised Feature Representation Ziwei Wang Yunsong Wang Ziyi Wu Jiwen Lu Jie Zhou GAN 25 8 0 05 Aug 2021
A Low Rank Promoting Prior for Unsupervised Contrastive Learning Yu Wang Jingyang Lin Qi Cai Yingwei Pan Ting Yao Hongyang Chao Tao Mei SSL 27 16 0 05 Aug 2021
M2IOSR: Maximal Mutual Information Open Set Recognition Xin Sun Henghui Ding Chi Zhang Guosheng Lin K. Ling 23 17 0 05 Aug 2021
Self-supervised Learning with Local Attention-Aware Feature T. Pham R. Mina Dias Issa Chang-Dong Yoo 15 5 0 01 Aug 2021
On the Efficacy of Small Self-Supervised Contrastive Models without Distillation Signals Haizhou Shi Youcai Zhang Siliang Tang Wenjie Zhu Yaqian Li Yandong Guo Yueting Zhuang SyDa 23 14 0 30 Jul 2021
CCGL: Contrastive Cascade Graph Learning Xovee Xu Fan Zhou Kunpeng Zhang Siyuan Liu SSL 9 41 0 27 Jul 2021
AASAE: Augmentation-Augmented Stochastic Autoencoders William Falcon A. Jha Teddy Koker Kyunghyun Cho 18 0 0 26 Jul 2021
Multi-Label Image Classification with Contrastive Learning Son D.Dao Ethan Zhao D.Q. Phung Jianfei Cai SSL 21 25 0 24 Jul 2021
Trip-ROMA: Self-Supervised Learning with Triplets and Random Mappings Wenbin Li Xuesong Yang Meihao Kong Lei Wang Jing Huo Yang Gao Jiebo Luo 16 0 0 22 Jul 2021
Rethinking Graph Auto-Encoder Models for Attributed Graph Clustering Nairouz Mrabah Mohamed Bouguessa M. Touati Riadh Ksantini 35 62 0 19 Jul 2021
Lesion-based Contrastive Learning for Diabetic Retinopathy Grading from Fundus Images Yijin Huang Li Lin Pujin Cheng Junyan Lyu Xiaoying Tang SSL MedIm 12 39 0 17 Jul 2021
MultiBench: Multiscale Benchmarks for Multimodal Representation Learning Paul Pu Liang Yiwei Lyu Xiang Fan Zetian Wu Yun Cheng ... Peter Wu Michelle A. Lee Yuke Zhu Ruslan Salakhutdinov Louis-Philippe Morency VLM 29 159 0 15 Jul 2021
Towards Unsupervised Domain Generalization Xingxuan Zhang Linjun Zhou Renzhe Xu Peng Cui Zheyan Shen Haoxin Liu OOD AI4CE 25 49 0 13 Jul 2021
A topological solution to object segmentation and tracking Thomas R. Tsao Doris Y. Tsao VOS 22 17 0 05 Jul 2021
Self-Contrastive Learning with Hard Negative Sampling for Self-supervised Point Cloud Learning Bianli Du Xiang Gao Wei Hu Xin Li 3DPC SSL 12 81 0 05 Jul 2021
Simpler, Faster, Stronger: Breaking The log-K Curse On Contrastive Learners With FlatNCE Junya Chen Zhe Gan Xuan Li Qing Guo Liqun Chen ... Belinda Zeng Wenlian Lu Fan Li Lawrence Carin Chenyang Tao 35 28 0 02 Jul 2021
Magnification-independent Histopathological Image Classification with Similarity-based Multi-scale Embeddings Yibao Sun Xingru Huang Yaqi Wang Huiyu Zhou Qianni Zhang 6 4 0 02 Jul 2021
Pretext Tasks selection for multitask self-supervised speech representation learning Salah Zaiem Titouan Parcollet S. Essid Abdel Heba SSL 14 12 0 01 Jul 2021
CLDA: Contrastive Learning for Semi-Supervised Domain Adaptation Ankit Singh 26 108 0 30 Jun 2021
Leveraging Hidden Structure in Self-Supervised Learning Emanuele Sansone SSL 22 0 0 30 Jun 2021
Self-Contrastive Learning: Single-viewed Supervised Contrastive Framework using Sub-network Sangmin Bae Sungnyun Kim Jongwoo Ko Gihun Lee SeungJong Noh Se-Young Yun SSL 26 6 0 29 Jun 2021
A Theory-Driven Self-Labeling Refinement Method for Contrastive Representation Learning Pan Zhou Caiming Xiong Xiaotong Yuan S. Hoi SSL 16 12 0 28 Jun 2021
SRPN: similarity-based region proposal networks for nuclei and cells detection in histology images Yibao Sun Xingru Huang Huiyu Zhou Qianni Zhang 23 31 0 25 Jun 2021
Decomposed Mutual Information Estimation for Contrastive Representation Learning Alessandro Sordoni Nouha Dziri Hannes Schulz Geoffrey J. Gordon Philip Bachman Rémi Tachet des Combes SSL 24 29 0 25 Jun 2021
Unsupervised Object-Level Representation Learning from Scene Images Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL OCL 33 73 0 22 Jun 2021
Interventional Video Grounding with Dual Contrastive Learning Guoshun Nan Rui Qiao Yao Xiao Jun Liu Sicong Leng H. Zhang Wei Lu 23 144 0 21 Jun 2021
Neighborhood Contrastive Learning for Novel Class Discovery Zhun Zhong Enrico Fini Subhankar Roy Zhiming Luo Elisa Ricci N. Sebe 22 142 0 20 Jun 2021
On Contrastive Representations of Stochastic Processes Emile Mathieu Adam Foster Yee Whye Teh BDL AI4TS 25 15 0 18 Jun 2021
Investigating the Role of Negatives in Contrastive Representation Learning Jordan T. Ash Surbhi Goel A. Krishnamurthy Dipendra Kumar Misra SSL 29 49 0 18 Jun 2021
Efficient Self-supervised Vision Transformers for Representation Learning Chunyuan Li Jianwei Yang Pengchuan Zhang Mei Gao Bin Xiao Xiyang Dai Lu Yuan Jianfeng Gao ViT 37 209 0 17 Jun 2021
Learning to Predict Visual Attributes in the Wild Khoi Pham Kushal Kafle Zhe-nan Lin Zhi Ding Scott D. Cohen Q. Tran Abhinav Shrivastava 16 107 0 17 Jun 2021
Poisoning and Backdooring Contrastive Learning Nicholas Carlini Andreas Terzis 27 156 0 17 Jun 2021
Learning to Associate Every Segment for Video Panoptic Segmentation Sanghyun Woo Dahun Kim Joon-Young Lee In So Kweon VOS 30 29 0 17 Jun 2021
Watching Too Much Television is Good: Self-Supervised Audio-Visual Representation Learning from Movies and TV Shows Mahdi M. Kalayeh Nagendra Kamath Lingyi Liu Ashok Chandrashekar SSL 24 2 0 16 Jun 2021
Self-Supervised Learning with Kernel Dependence Maximization Yazhe Li Roman Pogodin Danica J. Sutherland A. Gretton SSL 19 78 0 15 Jun 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 57 2,747 0 15 Jun 2021