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
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 22 9 0 12 Mar 2022
Manifold Modeling in Quotient Space: Learning An Invariant Mapping with Decodability of Image Patches Tatsuya Yokota H. Hontani 11 1 0 10 Mar 2022
MetAug: Contrastive Learning via Meta Feature Augmentation Jiangmeng Li Jingyao Wang Changwen Zheng Bing-Huang Su Hui Xiong 22 23 0 10 Mar 2022
Learning to Ground Decentralized Multi-Agent Communication with Contrastive Learning Y. Lo B. Sengupta 14 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 24 15 0 05 Mar 2022
Measuring Self-Supervised Representation Quality for Downstream Classification using Discriminative Features N. Kalibhat Kanika Narang Hamed Firooz Maziar Sanjabi S. Feizi SSL 38 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 24 84 0 03 Mar 2022
Two-Level Supervised Contrastive Learning for Response Selection in Multi-Turn Dialogue Wentao Zhang Shuangyin Xu Haoran Huang 35 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 19 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 24 109 0 28 Feb 2022
A Novel Self-Supervised Cross-Modal Image Retrieval Method In Remote Sensing Gencer Sumbul Markus Müller Begüm Demir 11 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 29 289 0 21 Feb 2022
Conditional Contrastive Learning with Kernel Yao-Hung Hubert Tsai Tianqi Li Martin Q. Ma Han Zhao Anton van den Hengel Louis-Philippe Morency Ruslan Salakhutdinov 19 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 28 102 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 14 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 24 53 0 01 Feb 2022
Deep Reference Priors: What is the best way to pretrain a model? Yansong Gao Rahul Ramesh Pratik Chaudhari BDL 15 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-Ye Zhao Yunliang Chen Ajmal Saeed Mian AI4Ed 17 174 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 13 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 32 1 0 18 Jan 2022
Contrastive Laplacian Eigenmaps Hao Zhu Ke Sun Piotr Koniusz 23 45 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 15 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 87 81 0 13 Jan 2022
Robust Contrastive Learning against Noisy Views Ching-Yao Chuang R. Devon Hjelm Xin Wang Vibhav Vineet Neel Joshi Antonio Torralba Stefanie Jegelka Ya-heng Song NoLa 13 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 31 207 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 22 39 0 07 Jan 2022
3D Intracranial Aneurysm Classification and Segmentation via Unsupervised Dual-branch Learning Di Shao Xuequan Lu Xiao Liu 3DPC 27 14 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 22 51 0 04 Jan 2022
Sound and Visual Representation Learning with Multiple Pretraining Tasks A. Vasudevan Dengxin Dai Luc Van Gool SSL 33 6 0 04 Jan 2022
Representation Learning via Consistent Assignment of Views to Clusters T. Silva Adín Ramirez Rivera SSL 16 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 28 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 14 15 0 20 Dec 2021
Semantic-Based Few-Shot Learning by Interactive Psychometric Testing Lu Yin Vlado Menkovski Yulong Pei Mykola Pechenizkiy 19 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 29 12 0 15 Dec 2021
Transferrable Contrastive Learning for Visual Domain Adaptation Yang Chen Yingwei Pan Yu Wang Ting Yao Xinmei Tian Tao Mei 19 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 41 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 12 26 0 13 Dec 2021
Revisiting Consistency Regularization for Semi-Supervised Learning Yue Fan Anna Kukleva Bernt Schiele 16 58 0 10 Dec 2021
Learning Representations with Contrastive Self-Supervised Learning for Histopathology Applications Karin Stacke Jonas Unger Claes Lundström Gabriel Eilertsen OOD SSL 21 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 19 23 0 08 Dec 2021
Unsupervised Representation Learning via Neural Activation Coding Yookoon Park Sangho Lee Gunhee Kim David M. Blei SSL 21 8 0 07 Dec 2021
General Facial Representation Learning in a Visual-Linguistic Manner Yinglin Zheng Hao Yang Ting Zhang Jianmin Bao Dongdong Chen Yangyu Huang Lu Yuan Dong Chen Ming Zeng Fang Wen CVBM 143 163 0 06 Dec 2021
Joint Learning of Localized Representations from Medical Images and Reports Philipp Muller Georgios Kaissis Cong Zou Daniel Munich 137 81 0 06 Dec 2021
Forward Compatible Training for Large-Scale Embedding Retrieval Systems Vivek Ramanujan Pavan Kumar Anasosalu Vasu Ali Farhadi Oncel Tuzel Hadi Pouransari VLM 24 16 0 06 Dec 2021
Self-supervised Video Transformer Kanchana Ranasinghe Muzammal Naseer Salman Khan F. Khan Michael S. Ryoo ViT 33 84 0 02 Dec 2021
Fighting Fire with Fire: Contrastive Debiasing without Bias-free Data via Generative Bias-transformation Yeonsung Jung Hajin Shim J. Yang Eunho Yang 25 8 0 02 Dec 2021
GANORCON: Are Generative Models Useful for Few-shot Segmentation? Oindrila Saha Zezhou Cheng Subhransu Maji 34 17 0 01 Dec 2021