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
Partitioning Image Representation in Contrastive Learning Hyunsub Lee Heeyoul Choi SSL DRL 22 1 0 20 Mar 2022
Contrastive Learning with Positive-Negative Frame Mask for Music Representation Dongyu Yao Zhou Zhao Shengyu Zhang Jieming Zhu Yudong Zhu Rui Zhang Xiuqiang He 31 21 0 17 Mar 2022
Object discovery and representation networks Olivier J. Hénaff Skanda Koppula Evan Shelhamer Daniel Zoran Andrew Jaegle Andrew Zisserman João Carreira Relja Arandjelović 44 87 0 16 Mar 2022
Is it all a cluster game? -- Exploring Out-of-Distribution Detection based on Clustering in the Embedding Space Poulami Sinhamahapatra Rajat Koner Karsten Roscher Stephan Günnemann OODD 11 5 0 16 Mar 2022
InsCon:Instance Consistency Feature Representation via Self-Supervised Learning Jun-Teng Yang Ke Zhang Zhaolin Cui Jinming Su Junfeng Luo Xiaolin K. Wei ISeg SSL 23 9 0 15 Mar 2022
Rethinking Minimal Sufficient Representation in Contrastive Learning Haoqing Wang Xun Guo Zhiwei Deng Yan Lu SSL 19 73 0 14 Mar 2022
RecursiveMix: Mixed Learning with History Lingfeng Yang Xiang Li Borui Zhao Renjie Song Jian Yang VLM 36 18 0 14 Mar 2022
Neural Topic Modeling with Deep Mutual Information Estimation Kang Xu Xiaona Lu Yuan-Fang Li Tongtong Wu Guilin Qi Ning Ye D. Wang Zheng-Wei Zhou 38 9 0 12 Mar 2022
Manifold Modeling in Quotient Space: Learning An Invariant Mapping with Decodability of Image Patches Tatsuya Yokota H. Hontani 19 2 0 10 Mar 2022
MetAug: Contrastive Learning via Meta Feature Augmentation Jiangmeng Li Jingyao Wang Changwen Zheng Fuchun Sun Hui Xiong 40 23 0 10 Mar 2022
Learning to Ground Decentralized Multi-Agent Communication with Contrastive Learning Y. Lo B. Sengupta 30 4 0 07 Mar 2022
Adversarial Dual-Student with Differentiable Spatial Warping for Semi-Supervised Semantic Segmentation Cong Cao Tianwei Lin Dongliang He Fu Li Huanjing Yue Jingyu Yang Errui Ding 30 15 0 05 Mar 2022
Measuring Self-Supervised Representation Quality for Downstream Classification using Discriminative Features Neha Kalibhat Kanika Narang Hamed Firooz Maziar Sanjabi S. Feizi SSL 48 7 0 03 Mar 2022
Exploring Patch-wise Semantic Relation for Contrastive Learning in Image-to-Image Translation Tasks Chanyong Jung Gihyun Kwon Jong Chul Ye 37 84 0 03 Mar 2022
Two-Level Supervised Contrastive Learning for Response Selection in Multi-Turn Dialogue Wentao Zhang Shuangyin Xu Haoran Huang 41 2 0 01 Mar 2022
Robots Autonomously Detecting People: A Multimodal Deep Contrastive Learning Method Robust to Intraclass Variations Angus Fung B. Benhabib G. Nejat 32 12 0 01 Mar 2022
Understanding Contrastive Learning Requires Incorporating Inductive Biases Nikunj Saunshi Jordan T. Ash Surbhi Goel Dipendra Kumar Misra Cyril Zhang Sanjeev Arora Sham Kakade A. Krishnamurthy SSL 34 109 0 28 Feb 2022
A Novel Self-Supervised Cross-Modal Image Retrieval Method In Remote Sensing Gencer Sumbul Markus Müller Begüm Demir 16 12 0 23 Feb 2022
Vision-Language Pre-Training with Triple Contrastive Learning Jinyu Yang Jiali Duan Son N. Tran Yi Xu Sampath Chanda Liqun Chen Belinda Zeng Trishul Chilimbi Junzhou Huang VLM 46 289 0 21 Feb 2022
Conditional Contrastive Learning with Kernel Yao-Hung Hubert Tsai Tianqi Li Martin Q. Ma Han Zhao Kun Zhang Louis-Philippe Morency Ruslan Salakhutdinov 27 25 0 11 Feb 2022
Crafting Better Contrastive Views for Siamese Representation Learning Xiang Peng Kai Wang Zheng Hua Zhu Mang Wang Yang You SSL 33 103 0 07 Feb 2022
Understanding The Robustness of Self-supervised Learning Through Topic Modeling Zeping Luo Shiyou Wu C. Weng Mo Zhou Rong Ge OOD SSL 18 3 0 02 Feb 2022
ColloSSL: Collaborative Self-Supervised Learning for Human Activity Recognition Yash Jain Chi Ian Tang Chulhong Min F. Kawsar Akhil Mathur SSL 37 53 0 01 Feb 2022
Deep Reference Priors: What is the best way to pretrain a model? Yansong Gao Rahul Ramesh Pratik Chaudhari BDL 28 5 0 01 Feb 2022
Generalizing similarity in noisy setups: the DIBS phenomenon Nayara Fonseca V. Guidetti 24 0 0 30 Jan 2022
Bi-CLKT: Bi-Graph Contrastive Learning based Knowledge Tracing Xiangyu Song Jianxin Li Qiuyu Lei Wei Zhao Yunliang Chen Ajmal Mian AI4Ed 27 174 0 22 Jan 2022
CP-Net: Contour-Perturbed Reconstruction Network for Self-Supervised Point Cloud Learning Mingye Xu Yali Wang Zhipeng Zhou Hongbin Xu Yu Qiao 3DPC 23 13 0 20 Jan 2022
MuSCLe: A Multi-Strategy Contrastive Learning Framework for Weakly Supervised Semantic Segmentation Kun Yuan Gerald Schaefer Yu-Kun Lai Yifan Wang Xiyao Liu Lin Guan Hui Fang 40 1 0 18 Jan 2022
Contrastive Laplacian Eigenmaps Hao Zhu Ke Sun Piotr Koniusz 34 46 0 14 Jan 2022
SimReg: Regression as a Simple Yet Effective Tool for Self-supervised Knowledge Distillation K. Navaneet Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash 23 19 0 13 Jan 2022
Pushing the limits of self-supervised ResNets: Can we outperform supervised learning without labels on ImageNet? Nenad Tomašev Ioana Bica Brian McWilliams Lars Buesing Razvan Pascanu Charles Blundell Jovana Mitrović SSL 97 81 0 13 Jan 2022
Robust Contrastive Learning against Noisy Views Ching-Yao Chuang R. Devon Hjelm Xin Eric Wang Vibhav Vineet Neel Joshi Antonio Torralba Stefanie Jegelka Ya-heng Song NoLa 16 68 0 12 Jan 2022
MERLOT Reserve: Neural Script Knowledge through Vision and Language and Sound Rowan Zellers Jiasen Lu Ximing Lu Youngjae Yu Yanpeng Zhao Mohammadreza Salehi Aditya Kusupati Jack Hessel Ali Farhadi Yejin Choi 48 207 0 07 Jan 2022
MGAE: Masked Autoencoders for Self-Supervised Learning on Graphs Qiaoyu Tan Ninghao Liu Xiao Shi Huang Rui Chen Soo-Hyun Choi Xia Hu SSL 30 39 0 07 Jan 2022
3D Intracranial Aneurysm Classification and Segmentation via Unsupervised Dual-branch Learning Di Shao Xuequan Lu Xiao Liu 3DPC 32 17 0 06 Jan 2022
Self-supervised Learning from 100 Million Medical Images Florin-Cristian Ghesu Bogdan Georgescu Awais Mansoor Y. Yoo Dominik Neumann ... R. Vishwanath J. Balter Yue Cao Sasa Grbic Dorin Comaniciu SSL 38 51 0 04 Jan 2022
Sound and Visual Representation Learning with Multiple Pretraining Tasks A. Vasudevan Dengxin Dai Luc Van Gool SSL 38 6 0 04 Jan 2022
Representation Learning via Consistent Assignment of Views to Clusters T. Silva Adín Ramirez Rivera SSL 19 8 0 31 Dec 2021
Dual Path Structural Contrastive Embeddings for Learning Novel Objects Bingbin Li E. Cui Yanan Li Donghui Wang Weng Kee Wong 19 1 0 23 Dec 2021
Augmented Contrastive Self-Supervised Learning for Audio Invariant Representations M Motavali Emami Dung T. Tran K. Koishida SSL 36 2 0 21 Dec 2021
Contrastive Attention Network with Dense Field Estimation for Face Completion Xin Ma Xiaoqiang Zhou Huaibo Huang Gengyun Jia Z. Chai Xiaolin K. Wei 3DH CVBM 22 15 0 20 Dec 2021
Semantic-Based Few-Shot Learning by Interactive Psychometric Testing Lu Yin Vlado Menkovski Yulong Pei Mykola Pechenizkiy 27 1 0 16 Dec 2021
Improving Self-supervised Learning with Automated Unsupervised Outlier Arbitration Yu Wang Jingyang Lin Jingjing Zou Yingwei Pan Ting Yao Tao Mei OODD 39 12 0 15 Dec 2021
Transferrable Contrastive Learning for Visual Domain Adaptation Yang Chen Yingwei Pan Yu Wang Ting Yao Xinmei Tian Tao Mei 24 23 0 14 Dec 2021
CoCo-BERT: Improving Video-Language Pre-training with Contrastive Cross-modal Matching and Denoising Jianjie Luo Yehao Li Yingwei Pan Ting Yao Hongyang Chao Tao Mei VLM 18 42 0 14 Dec 2021
CLIP-Lite: Information Efficient Visual Representation Learning with Language Supervision A. Shrivastava Ramprasaath R. Selvaraju Nikhil Naik Vicente Ordonez VLM CLIP 30 6 0 14 Dec 2021
Multi-Modal Mutual Information Maximization: A Novel Approach for Unsupervised Deep Cross-Modal Hashing Tuan Hoang Thanh-Toan Do Tam V. Nguyen Ngai-man Cheung 22 26 0 13 Dec 2021
Revisiting Consistency Regularization for Semi-Supervised Learning Yue Fan Anna Kukleva Bernt Schiele 30 59 0 10 Dec 2021
Learning Representations with Contrastive Self-Supervised Learning for Histopathology Applications Karin Stacke Jonas Unger Claes Lundström Gabriel Eilertsen OOD SSL 31 25 0 10 Dec 2021
Contrastive Instruction-Trajectory Learning for Vision-Language Navigation Xiwen Liang Fengda Zhu Yi Zhu Bingqian Lin Bing Wang Xiaodan Liang 27 23 0 08 Dec 2021