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
Which Mutual-Information Representation Learning Objectives are Sufficient for Control? Kate Rakelly Abhishek Gupta Carlos Florensa Sergey Levine SSL 23 38 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 6 56 0 14 Jun 2021
Atlas Based Representation and Metric Learning on Manifolds Eric O. Korman 14 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 13 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 10 22 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 23 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 11 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 39 114 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 19 302 0 08 Jun 2021
Data-Efficient Instance Generation from Instance Discrimination Ceyuan Yang Yujun Shen Yinghao Xu Bolei Zhou 17 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 29 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 M. Tomizuka 3DPC 33 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 15 301 0 08 Jun 2021
Understand and Improve Contrastive Learning Methods for Visual Representation: A Review Ran Liu SSL 21 12 0 06 Jun 2021
Large-scale Unsupervised Semantic Segmentation Shangqi Gao Zhong-Yu Li Ming-Hsuan Yang Mingg-Ming Cheng Junwei Han Philip H. S. Torr UQCV 38 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 29 128 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 21 15 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 27 27 0 04 Jun 2021
TVDIM: Enhancing Image Self-Supervised Pretraining via Noisy Text Data Pengda Qin Yuhong Li Kefeng Deng Qiang Wu 16 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 26 8 0 03 Jun 2021
Self-Supervised Graph Representation Learning via Topology Transformations Xiang Gao Wei Hu Guo-Jun Qi SSL 22 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 18 375 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 56 96 0 17 May 2021
Mean Shift for Self-Supervised Learning Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash SSL 27 93 0 15 May 2021
Contrastive Learning of Image Representations with Cross-Video Cycle-Consistency Haiping Wu Xiaolong Wang SSL 19 31 0 13 May 2021
Video Corpus Moment Retrieval with Contrastive Learning Hao Zhang Aixin Sun Wei Jing Guoshun Nan Liangli Zhen Joey Tianyi Zhou Rick Siow Mong Goh 41 81 0 13 May 2021
VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning Adrien Bardes Jean Ponce Yann LeCun SSL DML 83 901 0 11 May 2021
Consistent Multiple Graph Embedding for Multi-View Clustering Yiming Wang Dongxia Chang Zhiqiang Fu Yao Zhao 23 53 0 11 May 2021
Contrastive Attraction and Contrastive Repulsion for Representation Learning Huangjie Zheng Xu Chen Jiangchao Yao Hongxia Yang Chunyuan Li Ya-Qin 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 33 19 0 07 May 2021
MiCE: Mixture of Contrastive Experts for Unsupervised Image Clustering Tsung Wei Tsai Chongxuan Li Jun Zhu 16 58 0 05 May 2021
Curious Representation Learning for Embodied Intelligence Yilun Du Chuang Gan Phillip Isola SSL LM&Ro 107 40 0 03 May 2021
Evaluating Contrastive Models for Instance-based Image Retrieval Tarun Krishna Kevin McGuinness Noel E. O'Connor 17 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 22 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 14 1 0 27 Apr 2021
Multimodal Contrastive Training for Visual Representation Learning Xin Yuan Zhe-nan Lin Jason Kuen Jianming Zhang Yilin Wang Michael Maire Ajinkya Kale Baldo Faieta SSL 28 153 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 22 70 0 23 Apr 2021
Contrastive Learning with Stronger Augmentations Xiao Wang Guo-Jun Qi CLL 22 219 0 15 Apr 2021
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding Vladan Stojnić Vladimir Risojević SSL 19 108 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 17 331 0 13 Apr 2021
Learning from 2D: Contrastive Pixel-to-Point Knowledge Transfer for 3D Pretraining Yueh-Cheng Liu Yu-Kai Huang HungYueh Chiang Hung-Ting Su Zhe-Yu Liu Chin-Tang Chen Ching-Yu Tseng Winston H. Hsu 3DPC 17 35 0 10 Apr 2021
SiT: Self-supervised vIsion Transformer Sara Atito Ali Ahmed Muhammad Awais J. Kittler ViT 33 139 0 08 Apr 2021
Contrastive Learning of Global-Local Video Representations Shuang Ma Zhaoyang Zeng Daniel J. McDuff Yale Song SSL 22 7 0 07 Apr 2021
An Empirical Study of Training Self-Supervised Vision Transformers Xinlei Chen Saining Xie Kaiming He ViT 40 1,803 0 05 Apr 2021
Generating Furry Cars: Disentangling Object Shape & Appearance across Multiple Domains Utkarsh Ojha Krishna Kumar Singh Yong Jae Lee OOD 19 6 0 05 Apr 2021
Unsupervised Discovery of the Long-Tail in Instance Segmentation Using Hierarchical Self-Supervision Zhenzhen Weng Mehmet Giray Ogut Shai Limonchik Serena Yeung 14 43 0 02 Apr 2021
The Spatially-Correlative Loss for Various Image Translation Tasks Chuanxia Zheng Tat-Jen Cham Jianfei Cai 19 116 0 02 Apr 2021