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
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 40 209 0 17 Jun 2021
Learning to Predict Visual Attributes in the Wild Khoi Pham Kushal Kafle Zhe Lin Zhi Ding Scott D. Cohen Q. Tran Abhinav Shrivastava 21 108 0 17 Jun 2021
Poisoning and Backdooring Contrastive Learning Nicholas Carlini Andreas Terzis 46 158 0 17 Jun 2021
Learning to Associate Every Segment for Video Panoptic Segmentation Sanghyun Woo Dahun Kim Joon-Young Lee In So Kweon VOS 33 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 Arthur Gretton SSL 19 80 0 15 Jun 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 68 2,751 0 15 Jun 2021
Which Mutual-Information Representation Learning Objectives are Sufficient for Control? Kate Rakelly Abhishek Gupta Carlos Florensa Sergey Levine SSL 26 39 0 14 Jun 2021
Temporal Predictive Coding For Model-Based Planning In Latent Space Tung D. Nguyen Rui Shu Tu Pham Hung Bui Stefano Ermon OffRL 32 57 0 14 Jun 2021
Atlas Based Representation and Metric Learning on Manifolds Eric O. Korman 22 3 0 13 Jun 2021
InfoBehavior: Self-supervised Representation Learning for Ultra-long Behavior Sequence via Hierarchical Grouping Runshi Liu Pengda Qin Yuhong Li Weigao Wen Dong Li Kefeng Deng Qiang Wu AI4TS 15 0 0 13 Jun 2021
Progressive Stage-wise Learning for Unsupervised Feature Representation Enhancement Zefan Li Chenxi Liu Alan Yuille Bingbing Ni Wenjun Zhang Wen Gao SSL 16 5 0 10 Jun 2021
I Don't Need u: Identifiable Non-Linear ICA Without Side Information M. Willetts Brooks Paige CML OOD 18 23 0 09 Jun 2021
Pretrained Encoders are All You Need Mina Khan P. Srivatsa Advait Rane Shriram Chenniappa Rishabh Anand Sherjil Ozair Pattie Maes SSL VLM 31 6 0 09 Jun 2021
CLCC: Contrastive Learning for Color Constancy Yi-Chen Lo Chia-Che Chang Hsuan-Chao Chiu Yu-Hao Huang Chia-Ping Chen Yu-Lin Chang Kevin Jou 30 49 0 09 Jun 2021
Pretraining Representations for Data-Efficient Reinforcement Learning Max Schwarzer Nitarshan Rajkumar Michael Noukhovitch Ankesh Anand Laurent Charlin Devon Hjelm Philip Bachman Aaron Courville OffRL 47 114 0 09 Jun 2021
Self-Supervised Learning with Data Augmentations Provably Isolates Content from Style Julius von Kügelgen Yash Sharma Luigi Gresele Wieland Brendel Bernhard Schölkopf M. Besserve Francesco Locatello 30 304 0 08 Jun 2021
Data-Efficient Instance Generation from Instance Discrimination Ceyuan Yang Yujun Shen Yinghao Xu Bolei Zhou 33 83 0 08 Jun 2021
Interpretable agent communication from scratch (with a generic visual processor emerging on the side) Roberto Dessì Eugene Kharitonov Marco Baroni 35 27 0 08 Jun 2021
Image2Point: 3D Point-Cloud Understanding with 2D Image Pretrained Models Chenfeng Xu Shijia Yang Tomer Galanti Bichen Wu Xiangyu Yue Bohan Zhai Wei Zhan Peter Vajda Kurt Keutzer Masayoshi Tomizuka 3DPC 39 53 0 08 Jun 2021
Provable Guarantees for Self-Supervised Deep Learning with Spectral Contrastive Loss Jeff Z. HaoChen Colin Wei Adrien Gaidon Tengyu Ma SSL 29 302 0 08 Jun 2021
Understand and Improve Contrastive Learning Methods for Visual Representation: A Review Ran Liu SSL 29 12 0 06 Jun 2021
Large-scale Unsupervised Semantic Segmentation Shangqi Gao Zhong-Yu Li Ming-Hsuan Yang Mingg-Ming Cheng Junwei Han Philip Torr UQCV 59 84 0 06 Jun 2021
Category Contrast for Unsupervised Domain Adaptation in Visual Tasks Jiaxing Huang Dayan Guan Aoran Xiao Shijian Lu Ling Shao CML 40 128 0 05 Jun 2021
Conditional Contrastive Learning for Improving Fairness in Self-Supervised Learning Martin Q. Ma Yao-Hung Hubert Tsai Paul Pu Liang Han Zhao Kun Zhang Ruslan Salakhutdinov Louis-Philippe Morency SSL 23 14 0 05 Jun 2021
Cross-Trajectory Representation Learning for Zero-Shot Generalization in RL Bogdan Mazoure Ahmed M. Ahmed Patrick MacAlpine R. Devon Hjelm Andrey Kolobov 35 27 0 04 Jun 2021
TVDIM: Enhancing Image Self-Supervised Pretraining via Noisy Text Data Pengda Qin Yuhong Li Kefeng Deng Qiang Wu 21 1 0 03 Jun 2021
Semantic-Aware Contrastive Learning for Multi-object Medical Image Segmentation Ho Hin Lee Yucheng Tang Qi Yang Xin Yu Shunxing Bao L. Cai Lucas W. Remedios Bennett A. Landman Yuankai Huo 29 8 0 03 Jun 2021
Self-Supervised Graph Representation Learning via Topology Transformations Xiang Gao Wei Hu Guo-Jun Qi SSL 30 4 0 25 May 2021
Self-supervised Heterogeneous Graph Neural Network with Co-contrastive Learning Xiao Wang Nian Liu Hui-jun Han C. Shi SSL 22 376 0 19 May 2021
PixMatch: Unsupervised Domain Adaptation via Pixelwise Consistency Training Luke Melas-Kyriazi Arjun K. Manrai 22 117 0 17 May 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data Yonglong Tian Olivier J. Hénaff Aaron van den Oord SSL 69 96 0 17 May 2021
Mean Shift for Self-Supervised Learning Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash SSL 30 93 0 15 May 2021
Contrastive Learning of Image Representations with Cross-Video Cycle-Consistency Haiping Wu Xiaolong Wang SSL 30 31 0 13 May 2021
Video Corpus Moment Retrieval with Contrastive Learning Hao Zhang Aixin Sun Wei Jing Guoshun Nan Liangli Zhen Qiufeng Wang Rick Siow Mong Goh 46 81 0 13 May 2021
VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning Adrien Bardes Jean Ponce Yann LeCun SSL DML 86 906 0 11 May 2021
Consistent Multiple Graph Embedding for Multi-View Clustering Yiming Wang Dongxia Chang Zhiqiang Fu Yao Zhao 31 53 0 11 May 2021
Contrastive Attraction and Contrastive Repulsion for Representation Learning Huangjie Zheng Xu Chen Jiangchao Yao Hongxia Yang Chunyuan Li Ya Zhang Hao Zhang Ivor Tsang Jingren Zhou Mingyuan Zhou SSL 42 12 0 08 May 2021
Contrastive Learning for Unsupervised Image-to-Image Translation Hanbit Lee Jinseok Seol Sang-goo Lee VLM SSL 38 19 0 07 May 2021
MiCE: Mixture of Contrastive Experts for Unsupervised Image Clustering Tsung Wei Tsai Chongxuan Li Jun Zhu 19 59 0 05 May 2021
Curious Representation Learning for Embodied Intelligence Yilun Du Chuang Gan Phillip Isola SSL LM&Ro 115 40 0 03 May 2021
Evaluating Contrastive Models for Instance-based Image Retrieval Tarun Krishna Kevin McGuinness Noel E. O'Connor 33 5 0 30 Apr 2021
Shot Contrastive Self-Supervised Learning for Scene Boundary Detection Shixing Chen Xiaohan Nie David D. Fan Dongqing Zhang Vimal Bhat Raffay Hamid SSL 31 62 0 28 Apr 2021
Self-supervised Spatial Reasoning on Multi-View Line Drawings Siyuan Xiang Anbang Yang Yanfei Xue Yaoqing Yang Chen Feng SSL 3DPC 34 1 0 27 Apr 2021
Multimodal Contrastive Training for Visual Representation Learning Xin Yuan Zhe Lin Jason Kuen Jianming Zhang Yilin Wang Michael Maire Ajinkya Kale Baldo Faieta SSL 36 153 0 26 Apr 2021
Multimodal Self-Supervised Learning of General Audio Representations Luyu Wang Pauline Luc Adrià Recasens Jean-Baptiste Alayrac Aaron van den Oord SSL 78 41 0 26 Apr 2021
LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from Speech Solène Evain H. Nguyen Hang Le Marcely Zanon Boito Salima Mdhaffar ... François Portet Solange Rossato F. Ringeval D. Schwab Laurent Besacier SSL 33 70 0 23 Apr 2021
Contrastive Learning with Stronger Augmentations Tianlin Li Guo-Jun Qi CLL 25 221 0 15 Apr 2021
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding Vladan Stojnić Vladimir Risojević SSL 25 109 0 14 Apr 2021
DatasetGAN: Efficient Labeled Data Factory with Minimal Human Effort Yuxuan Zhang Huan Ling Jun Gao K. Yin Jean-Francois Lafleche Adela Barriuso Antonio Torralba Sanja Fidler 3DH GAN VLM 19 331 0 13 Apr 2021