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
KFCNet: Knowledge Filtering and Contrastive Learning Network for Generative Commonsense Reasoning Haonan Li Yeyun Gong Jian Jiao Ruofei Zhang Timothy Baldwin Nan Duan OffRL 60 6 0 14 Sep 2021
The Emergence of the Shape Bias Results from Communicative Efficiency Eva Portelance Michael C. Frank Dan Jurafsky Alessandro Sordoni Romain Laroche 85 19 0 13 Sep 2021
Are Gender-Neutral Queries Really Gender-Neutral? Mitigating Gender Bias in Image Search Jialu Wang Yang Liu Xinze Wang FaML 157 95 0 12 Sep 2021
Not All Negatives are Equal: Label-Aware Contrastive Loss for Fine-grained Text Classification Varsha Suresh Desmond C. Ong VLM 72 79 0 12 Sep 2021
Pairwise Supervised Contrastive Learning of Sentence Representations Dejiao Zhang Shang-Wen Li Wei Xiao Henghui Zhu Ramesh Nallapati Andrew O. Arnold Bing Xiang SSL 60 50 0 12 Sep 2021
Fine-grained Hand Gesture Recognition in Multi-viewpoint Hand Hygiene Huy Q. Vo Tuong Khanh Long Do Vinson Pham Duy V.M. Nguyen An T. Duong Quang-Dieu Tran 27 3 0 07 Sep 2021
Sensor Data Augmentation by Resampling for Contrastive Learning in Human Activity Recognition Jinqiang Wang Tao Zhu Jingyuan Gan L. Chen Huansheng Ning Yaping Wan 25 51 0 05 Sep 2021
An Empirical Study of Graph Contrastive Learning Yanqiao Zhu Yichen Xu Qiang Liu Shu Wu 16 169 0 02 Sep 2021
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis Wei Han Hui Chen Soujanya Poria 42 319 0 01 Sep 2021
Multi-Sample based Contrastive Loss for Top-k Recommendation Hao Tang Guoshuai Zhao Yuxia Wu Xueming Qian 27 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 37 206 0 01 Sep 2021
ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets Vitaliy Kinakh O. Taran S. Voloshynovskiy 38 12 0 31 Aug 2021
Glimpse-Attend-and-Explore: Self-Attention for Active Visual Exploration Soroush Seifi Abhishek Jha Tinne Tuytelaars 27 10 0 26 Aug 2021
Self-supervised Contrastive Learning of Multi-view Facial Expressions Shuvendu Roy Ali Etemad 33 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 31 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 35 43 0 11 Aug 2021
Representation Learning for Remote Sensing: An Unsupervised Sensor Fusion Approach Aidan M. Swope X. Rudelis Kyle T. Story SSL 34 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 31 81 0 10 Aug 2021
Spatiotemporal Contrastive Learning of Facial Expressions in Videos Shuvendu Roy Ali Etemad 49 17 0 06 Aug 2021
Improving Contrastive Learning by Visualizing Feature Transformation Rui Zhu Bingchen Zhao Jingen Liu Zhenglong Sun Chen Chen SSL 105 78 0 06 Aug 2021
Instance Similarity Learning for Unsupervised Feature Representation Ziwei Wang Yunsong Wang Ziyi Wu Jiwen Lu Jie Zhou GAN 36 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 43 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 D. Yoo 23 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 28 15 0 30 Jul 2021
CCGL: Contrastive Cascade Graph Learning Xovee Xu Fan Zhou Kunpeng Zhang Siyuan Liu SSL 17 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 23 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 24 0 0 22 Jul 2021
Rethinking Graph Auto-Encoder Models for Attributed Graph Clustering Nairouz Mrabah Mohamed Bouguessa M. Touati Riadh Ksantini 40 63 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 30 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 37 159 0 15 Jul 2021
Towards Unsupervised Domain Generalization Xingxuan Zhang Linjun Zhou Renzhe Xu Peng Cui Zheyan Shen Haoxin Liu OOD AI4CE 28 49 0 13 Jul 2021
A topological solution to object segmentation and tracking Thomas R. Tsao Doris Y. Tsao VOS 25 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 23 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 43 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 22 4 0 02 Jul 2021
Pretext Tasks selection for multitask self-supervised speech representation learning Salah Zaiem Titouan Parcollet S. Essid Abdel Heba SSL 26 12 0 01 Jul 2021
CLDA: Contrastive Learning for Semi-Supervised Domain Adaptation Ankit Singh 36 108 0 30 Jun 2021
Leveraging Hidden Structure in Self-Supervised Learning Emanuele Sansone SSL 28 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 30 6 0 29 Jun 2021
A Theory-Driven Self-Labeling Refinement Method for Contrastive Representation Learning Pan Zhou Caiming Xiong Xiaotong Yuan Guosheng Lin SSL 22 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 33 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 30 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 38 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 31 144 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