Learning Representations by Maximizing Mutual Information Across Views

3 June 2019

Papers citing "Learning Representations by Maximizing Mutual Information Across Views"

50 / 739 papers shown

Title
Look, Radiate, and Learn: Self-Supervised Localisation via Radio-Visual Correspondence Mohammed Alloulah Maximilian Arnold SSL 27 2 0 13 Jun 2022
Contrastive Learning for Unsupervised Domain Adaptation of Time Series Yilmazcan Ozyurt Stefan Feuerriegel Ce Zhang AI4TS 31 45 0 13 Jun 2022
Virtual embeddings and self-consistency for self-supervised learning T. Bdair Hossam Abdelhamid Nassir Navab Shadi Albarqouni SSL 16 0 0 13 Jun 2022
COSTA: Covariance-Preserving Feature Augmentation for Graph Contrastive Learning Yifei Zhang Hao Zhu Zixing Song Piotr Koniusz Iriwn King 36 90 0 09 Jun 2022
Towards Understanding Why Mask-Reconstruction Pretraining Helps in Downstream Tasks Jia-Yu Pan Pan Zhou Shuicheng Yan SSL 26 15 0 08 Jun 2022
From $t$ -SNE to UMAP with contrastive learning Sebastian Damrich Jan Niklas Böhm Fred Hamprecht D. Kobak SSL 40 19 0 03 Jun 2022
Integrating Prior Knowledge in Contrastive Learning with Kernel Benoit Dufumier C. Barbano Robin Louiset Edouard Duchesnay Pietro Gori SSL 21 8 0 03 Jun 2022
MCD: Marginal Contrastive Discrimination for conditional density estimation Benjamin Riu 17 0 0 03 Jun 2022
Using Representation Expressiveness and Learnability to Evaluate Self-Supervised Learning Methods Yuchen Lu Zhen Liu A. Baratin Romain Laroche Aaron C. Courville Alessandro Sordoni SSL 23 0 0 02 Jun 2022
Hyperspherical Consistency Regularization Cheng Tan Zhangyang Gao Lirong Wu Siyuan Li Stan Z. Li 33 25 0 02 Jun 2022
Augmentation Component Analysis: Modeling Similarity via the Augmentation Overlaps Lu Han Han-Jia Ye De-Chuan Zhan 11 4 0 01 Jun 2022
Efficient Self-supervised Vision Pretraining with Local Masked Reconstruction Jun Chen Ming Hu Boyang Albert Li Mohamed Elhoseiny 41 36 0 01 Jun 2022
Learning Instance-Specific Augmentations by Capturing Local Invariances Ning Miao Tom Rainforth Emile Mathieu Yann Dubois Yee Whye Teh Adam Foster Hyunjik Kim 34 10 0 31 May 2022
Self-Supervised Pre-training of Vision Transformers for Dense Prediction Tasks Jaonary Rabarisoa Velentin Belissen Florian Chabot Q. C. Pham VLM ViT SSL MDE 20 2 0 30 May 2022
Your Contrastive Learning Is Secretly Doing Stochastic Neighbor Embedding Tianyang Hu Zhili Liu Fengwei Zhou Wenjia Wang Weiran Huang SSL 44 26 0 30 May 2022
FaIRCoP: Facial Image Retrieval using Contrastive Personalization Devansh Gupta Aditya Saini Drishti Bhasin Sarthak Bhagat Shagun Uppal R. Jain Ponnurangam Kumaraguru R. Shah 6 1 0 28 May 2022
Learning Dialogue Representations from Consecutive Utterances Zhihan Zhou Dejiao Zhang Wei Xiao Nicholas Dingwall Xiaofei Ma Andrew O. Arnold Bing Xiang SSL 56 21 0 26 May 2022
New Intent Discovery with Pre-training and Contrastive Learning Yuwei Zhang Haode Zhang Li-Ming Zhan Albert Y.S. Lam Albert Y. S. Lam SSL VLM 39 41 0 25 May 2022
SCVRL: Shuffled Contrastive Video Representation Learning Michael Dorkenwald Fanyi Xiao Biagio Brattoli Joseph Tighe Davide Modolo SSL 46 16 0 24 May 2022
Decoder Denoising Pretraining for Semantic Segmentation Emmanuel B. Asiedu Simon Kornblith Ting Chen Niki Parmar Matthias Minderer Mohammad Norouzi AI4CE 193 26 0 23 May 2022
Robust and Efficient Medical Imaging with Self-Supervision Shekoofeh Azizi Laura J. Culp Jan Freyberg Basil Mustafa Sebastien Baur ... Geoffrey E. Hinton N. Houlsby Alan Karthikesalingam Mohammad Norouzi Vivek Natarajan OOD 71 58 0 19 May 2022
Deep Graph Clustering via Mutual Information Maximization and Mixture Model Maedeh Ahmadi M. Safayani Abdolreza Mirzaei 14 4 0 10 May 2022
MINI: Mining Implicit Novel Instances for Few-Shot Object Detection Yuhang Cao Jiaqi Wang Yiqi Lin Dahua Lin ObjD 25 5 0 06 May 2022
Self-Taught Metric Learning without Labels Sungyeon Kim Dongwon Kim Minsu Cho Suha Kwak SSL 11 20 0 04 May 2022
On Negative Sampling for Audio-Visual Contrastive Learning from Movies Mahdi M. Kalayeh Shervin Ardeshir Lingyi Liu Nagendra Kamath Ashok Chandrashekar SSL 24 3 0 29 Apr 2022
Trusted Multi-View Classification with Dynamic Evidential Fusion Zongbo Han Changqing Zhang Huazhu Fu Qiufeng Wang EDL 26 217 0 25 Apr 2022
Adversarial Contrastive Learning by Permuting Cluster Assignments Muntasir Wahed Afrina Tabassum Ismini Lourentzou SSL 23 5 0 21 Apr 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 19 4 0 18 Apr 2022
Self-Labeling Refinement for Robust Representation Learning with Bootstrap Your Own Latent Siddhant Garg Dhruval Jain SSL 42 0 0 09 Apr 2022
Divergence-aware Federated Self-Supervised Learning Weiming Zhuang Yonggang Wen Shuai Zhang FedML 22 97 0 09 Apr 2022
Leverage Your Local and Global Representations: A New Self-Supervised Learning Strategy Tong Zhang Congpei Qiu Wei Ke Sabine Süsstrunk Mathieu Salzmann SSL 19 36 0 31 Mar 2022
Dual Temperature Helps Contrastive Learning Without Many Negative Samples: Towards Understanding and Simplifying MoCo Chaoning Zhang Kang Zhang T. Pham Axi Niu Zhinan Qiao Chang D. Yoo In So Kweon 24 54 0 30 Mar 2022
How Does SimSiam Avoid Collapse Without Negative Samples? A Unified Understanding with Self-supervised Contrastive Learning Chaoning Zhang Kang Zhang Chenshuang Zhang T. Pham Chang D. Yoo In So Kweon SSL 29 71 0 30 Mar 2022
Supervised Graph Contrastive Learning for Few-shot Node Classification Zhen Tan Kaize Ding Ruocheng Guo Huan Liu OffRL 28 11 0 29 Mar 2022
Contrasting the landscape of contrastive and non-contrastive learning Ashwini Pokle Jinjin Tian Yuchen Li Andrej Risteski SSL 30 28 0 29 Mar 2022
UnShadowNet: Illumination Critic Guided Contrastive Learning For Shadow Removal Subhrajyoti Dasgupta Arindam Das S. Yogamani Sudip Das Ciarán Eising Andrei Bursuc Ujjwal Bhattacharya 42 6 0 29 Mar 2022
Mugs: A Multi-Granular Self-Supervised Learning Framework Pan Zhou Yichen Zhou Chenyang Si Weihao Yu Teck Khim Ng Shuicheng Yan VLM 34 60 0 27 Mar 2022
Beyond Masking: Demystifying Token-Based Pre-Training for Vision Transformers Yunjie Tian Lingxi Xie Jiemin Fang Mengnan Shi Junran Peng Xiaopeng Zhang Jianbin Jiao Qi Tian QiXiang Ye 33 19 0 27 Mar 2022
Multi-scale and Cross-scale Contrastive Learning for Semantic Segmentation Theodoros Pissas Claudio S. Ravasio L. Cruz Christos Bergeles 25 15 0 25 Mar 2022
Negative Selection by Clustering for Contrastive Learning in Human Activity Recognition Jinqiang Wang Tao Zhu L. Chen Huansheng Ning Yaping Wan SSL HAI 23 30 0 23 Mar 2022
CP2: Copy-Paste Contrastive Pretraining for Semantic Segmentation Feng Wang Huiyu Wang Chen Wei Alan Yuille Wei Shen SSL VLM 25 35 0 22 Mar 2022
Temporal Abstractions-Augmented Temporally Contrastive Learning: An Alternative to the Laplacian in RL Akram Erraqabi Marlos C. Machado Mingde Zhao Sainbayar Sukhbaatar A. Lazaric Ludovic Denoyer Yoshua Bengio OffRL 28 9 0 21 Mar 2022
Dense Siamese Network for Dense Unsupervised Learning Wenwei Zhang Jiangmiao Pang Kai-xiang Chen Chen Change Loy 30 12 0 21 Mar 2022
Partitioning Image Representation in Contrastive Learning Hyunsub Lee Heeyoul Choi SSL DRL 17 1 0 20 Mar 2022
Contrastive Learning with Positive-Negative Frame Mask for Music Representation D. Yao Zhou Zhao Shengyu Zhang Jieming Zhu Yudong Zhu Rui Zhang Xiuqiang He 25 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 17 9 0 15 Mar 2022
Rethinking Minimal Sufficient Representation in Contrastive Learning Haoqing Wang Xun Guo Zhiwei Deng Yan Lu SSL 16 73 0 14 Mar 2022
RecursiveMix: Mixed Learning with History Lingfeng Yang Xiang Li Borui Zhao Renjie Song Jian Yang VLM 29 18 0 14 Mar 2022