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
Mutual Information-guided Knowledge Transfer for Novel Class Discovery Chuyu Zhang Chuanyan Hu Ruijie Xu Zhitong Gao Qian He Xuming He 22 4 0 24 Jun 2022
DU-Net based Unsupervised Contrastive Learning for Cancer Segmentation in Histology Images Yilong Li Yaqi Wang Huiyu Zhou Huaqiong Wang Gangyong Jia Qianni Zhang SSL MedIm 19 1 0 17 Jun 2022
Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning M. Gwilliam Abhinav Shrivastava SSL 85 19 1 16 Jun 2022
Discrete Contrastive Diffusion for Cross-Modal Music and Image Generation Ye Zhu Yuehua Wu Kyle Olszewski Jian Ren Sergey Tulyakov Yan Yan DiffM 33 47 0 15 Jun 2022
Learn to Adapt: Robust Drift Detection in Security Domain Aditya Kuppa Nhien-An Le-Khac OOD 33 15 0 15 Jun 2022
A Comprehensive Survey on Deep Clustering: Taxonomy, Challenges, and Future Directions Sheng Zhou Hongjia Xu Zhuonan Zheng Jiawei Chen Zhao Li Jiajun Bu Jia Wu Xin Eric Wang Wenwu Zhu Martin Ester 23 94 0 15 Jun 2022
A Survey of Automated Data Augmentation Algorithms for Deep Learning-based Image Classification Tasks Z. Yang Richard Sinnott James Bailey Qiuhong Ke 31 39 0 14 Jun 2022
Look, Radiate, and Learn: Self-Supervised Localisation via Radio-Visual Correspondence Mohammed Alloulah Maximilian Arnold SSL 37 2 0 13 Jun 2022
Contrastive Learning for Unsupervised Domain Adaptation of Time Series Yilmazcan Ozyurt Stefan Feuerriegel Ce Zhang AI4TS 41 45 0 13 Jun 2022
Virtual embeddings and self-consistency for self-supervised learning T. Bdair Hossam Abdelhamid Nassir Navab Shadi Albarqouni SSL 24 0 0 13 Jun 2022
COSTA: Covariance-Preserving Feature Augmentation for Graph Contrastive Learning Yifei Zhang Hao Zhu Zixing Song Piotr Koniusz Iriwn King 49 90 0 09 Jun 2022
Towards Understanding Why Mask-Reconstruction Pretraining Helps in Downstream Tasks Jia Pan Pan Zhou Shuicheng Yan SSL 26 16 0 08 Jun 2022
From $t$ -SNE to UMAP with contrastive learning Sebastian Damrich Jan Niklas Böhm Fred Hamprecht D. Kobak SSL 50 21 0 03 Jun 2022
Integrating Prior Knowledge in Contrastive Learning with Kernel Benoit Dufumier C. Barbano Robin Louiset Edouard Duchesnay Pietro Gori SSL 27 8 0 03 Jun 2022
MCD: Marginal Contrastive Discrimination for conditional density estimation Benjamin Riu 27 0 0 03 Jun 2022
Using Representation Expressiveness and Learnability to Evaluate Self-Supervised Learning Methods Yuchen Lu Zhen Liu A. Baratin Romain Laroche Rameswar Panda Alessandro Sordoni SSL 38 0 0 02 Jun 2022
Hyperspherical Consistency Regularization Cheng Tan Zhangyang Gao Lirong Wu Siyuan Li Stan Z. Li 41 25 0 02 Jun 2022
Augmentation Component Analysis: Modeling Similarity via the Augmentation Overlaps Lu Han Han-Jia Ye De-Chuan Zhan 16 4 0 01 Jun 2022
Efficient Self-supervised Vision Pretraining with Local Masked Reconstruction Jun Chen Ming Hu Boyang Albert Li Mohamed Elhoseiny 55 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 43 11 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 26 2 0 30 May 2022
Your Contrastive Learning Is Secretly Doing Stochastic Neighbor Embedding Tianyang Hu Zhili Liu Fengwei Zhou Wei Cao Weiran Huang SSL 52 27 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 21 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 67 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 49 41 0 25 May 2022
SCVRL: Shuffled Contrastive Video Representation Learning Michael Dorkenwald Fanyi Xiao Biagio Brattoli Joseph Tighe Davide Modolo SSL 61 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 199 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 19 4 0 10 May 2022
MINI: Mining Implicit Novel Instances for Few-Shot Object Detection Yuhang Cao Jiaqi Wang Yiqi Lin Dahua Lin ObjD 27 5 0 06 May 2022
Self-Taught Metric Learning without Labels Sungyeon Kim Dongwon Kim Minsu Cho Suha Kwak SSL 27 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 35 3 0 29 Apr 2022
Trusted Multi-View Classification with Dynamic Evidential Fusion Zongbo Han Changqing Zhang Huazhu Fu Qiufeng Wang EDL 37 222 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 32 4 0 18 Apr 2022
Self-Labeling Refinement for Robust Representation Learning with Bootstrap Your Own Latent Siddhant Garg Dhruval Jain SSL 45 0 0 09 Apr 2022
Divergence-aware Federated Self-Supervised Learning Weiming Zhuang Yonggang Wen Shuai Zhang FedML 36 98 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 24 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 29 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 34 71 0 30 Mar 2022
Supervised Graph Contrastive Learning for Few-shot Node Classification Zhen Tan Kaize Ding Ruocheng Guo Huan Liu OffRL 37 11 0 29 Mar 2022
Contrasting the landscape of contrastive and non-contrastive learning Ashwini Pokle Jinjin Tian Yuchen Li Andrej Risteski SSL 38 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 54 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 39 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 38 19 0 27 Mar 2022
Multi-scale and Cross-scale Contrastive Learning for Semantic Segmentation Theodoros Pissas Claudio S. Ravasio L. Cruz Christos Bergeles 27 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 30 31 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 41 9 0 21 Mar 2022
Dense Siamese Network for Dense Unsupervised Learning Wenwei Zhang Jiangmiao Pang Kai-xiang Chen Chen Change Loy 49 13 0 21 Mar 2022