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
Learning by Sorting: Self-supervised Learning with Group Ordering Constraints Nina Shvetsova Felix Petersen Anna Kukleva Bernt Schiele Hilde Kuehne SSL 49 11 0 05 Jan 2023
PCRLv2: A Unified Visual Information Preservation Framework for Self-supervised Pre-training in Medical Image Analysis Hong-Yu Zhou Chi-Ken Lu Chaoqi Chen Sibei Yang Yizhou Yu 42 53 0 02 Jan 2023
The Forward-Forward Algorithm: Some Preliminary Investigations Geoffrey E. Hinton 11 258 0 27 Dec 2022
C2F-TCN: A Framework for Semi and Fully Supervised Temporal Action Segmentation Dipika Singhania R. Rahaman Angela Yao 14 28 0 20 Dec 2022
Randomized Quantization: A Generic Augmentation for Data Agnostic Self-supervised Learning Huimin Wu Chenyang Lei Xiao Sun Pengju Wang Qifeng Chen Kwang-Ting Cheng Stephen Lin Zhirong Wu MQ 32 5 0 19 Dec 2022
Feature Dropout: Revisiting the Role of Augmentations in Contrastive Learning Alex Tamkin Margalit Glasgow Xiluo He Noah D. Goodman SSL 19 7 0 16 Dec 2022
SEPT: Towards Scalable and Efficient Visual Pre-Training Yiqi Lin Huabin Zheng Huaping Zhong Jinjing Zhu Weijia Li Conghui He Lin Wang 30 2 0 11 Dec 2022
Weakly Supervised Semantic Segmentation for Large-Scale Point Cloud Yachao Zhang Zhonghao Li Yuan Xie Yanyun Qu Cuihua Li Tao Mei 3DPC 24 94 0 09 Dec 2022
Teaching Matters: Investigating the Role of Supervision in Vision Transformers Matthew Walmer Saksham Suri Kamal Gupta Abhinav Shrivastava 38 33 0 07 Dec 2022
Semi-Supervised Representative Region Texture Extraction of Façade Zhen Ni Guitao Cao Ye Duan CVBM 19 0 0 05 Dec 2022
Visual Question Answering From Another Perspective: CLEVR Mental Rotation Tests Christopher Beckham Martin Weiss Florian Golemo S. Honari Derek Nowrouzezahrai C. Pal 28 7 0 03 Dec 2022
Parametric Information Maximization for Generalized Category Discovery Florent Chiaroni Jose Dolz Imtiaz Masud Ziko A. Mitiche Ismail Ben Ayed 27 16 0 01 Dec 2022
A Theoretical Study of Inductive Biases in Contrastive Learning Jeff Z. HaoChen Tengyu Ma UQCV SSL 33 31 0 27 Nov 2022
Distilling Knowledge from Self-Supervised Teacher by Embedding Graph Alignment Yuchen Ma Yanbei Chen Zeynep Akata 28 8 0 23 Nov 2022
SPCXR: Self-supervised Pretraining using Chest X-rays Towards a Domain Specific Foundation Model Syed Muhammad Anwar Abhijeet Parida Sara Atito Muhammad Awais G. Nino Josef Kitler M. Linguraru ViT SSL OOD 29 6 0 23 Nov 2022
PointCMC: Cross-Modal Multi-Scale Correspondences Learning for Point Cloud Understanding Honggu Zhou Xiaogang Peng Jiawei Mao Zizhao Wu Ming Zeng 3DPC 14 3 0 22 Nov 2022
Weighted Ensemble Self-Supervised Learning Yangjun Ruan Saurabh Singh Warren Morningstar Alexander A. Alemi Sergey Ioffe Ian S. Fischer Joshua V. Dillon FedML 24 15 0 18 Nov 2022
Self-Supervised Visual Representation Learning via Residual Momentum T. Pham Axi Niu Zhang Kang Sultan Rizky Hikmawan Madjid Jiajing Hong Daehyeok Kim Joshua Tian Jin Tee Chang-Dong Yoo SSL 46 6 0 17 Nov 2022
Robust Alzheimer's Progression Modeling using Cross-Domain Self-Supervised Deep Learning Saba Dadsetan Mohsen Hejrati Shandong Wu Somaye Hashemifar OOD 13 0 0 15 Nov 2022
Homomorphic Self-Supervised Learning Thomas Anderson Keller Xavier Suau Luca Zappella SSL 19 2 0 15 Nov 2022
Exploiting Contrastive Learning and Numerical Evidence for Confusing Legal Judgment Prediction Leilei Gan Baokui Li Kun Kuang Yating Zhang Lei Wang A. Luu Yi-feng Yang Fei Wu AILaw 11 6 0 15 Nov 2022
Masked Reconstruction Contrastive Learning with Information Bottleneck Principle Ziwen Liu Bonan Li Congying Han Tiande Guo Xuecheng Nie SSL 34 2 0 15 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 24 56 0 15 Nov 2022
False: False Negative Samples Aware Contrastive Learning for Semantic Segmentation of High-Resolution Remote Sensing Image Zhaoyang Zhang Xuying Wang X. Mei Chao Tao Haifeng Li 21 20 0 15 Nov 2022
Unsupervised Face Recognition using Unlabeled Synthetic Data Fadi Boutros Marcel Klemt Meiling Fang Arjan Kuijper Naser Damer CVBM 22 32 0 14 Nov 2022
Feature Correlation-guided Knowledge Transfer for Federated Self-supervised Learning Yi Liu Song Guo Jie M. Zhang Qihua Zhou Yingchun Wang Xiaohan Zhao 22 1 0 14 Nov 2022
ContextCLIP: Contextual Alignment of Image-Text pairs on CLIP visual representations Chanda Grover Indra Deep Mastan Debayan Gupta VLM CLIP 13 4 0 14 Nov 2022
miCSE: Mutual Information Contrastive Learning for Low-shot Sentence Embeddings T. Klein Moin Nabi SSL 23 15 0 09 Nov 2022
Contrastive Weighted Learning for Near-Infrared Gaze Estimation Adam Lee 26 0 0 06 Nov 2022
Adversarial Auto-Augment with Label Preservation: A Representation Learning Principle Guided Approach Kaiwen Yang Yanchao Sun Jiahao Su Fengxiang He Xinmei Tian Furong Huang Tianyi Zhou Dacheng Tao 30 13 0 02 Nov 2022
A picture of the space of typical learnable tasks Rahul Ramesh J. Mao Itay Griniasty Rubing Yang H. Teoh M. Transtrum J. Sethna Pratik Chaudhari SSL DRL 36 4 0 31 Oct 2022
Facial Action Unit Detection and Intensity Estimation from Self-supervised Representation Bowen Ma Rudong An Wei Zhang Yu-qiong Ding Zeng Zhao Rongsheng Zhang Tangjie Lv Changjie Fan Zhipeng Hu CVBM 55 19 0 28 Oct 2022
FUSSL: Fuzzy Uncertain Self Supervised Learning S. Mohamadi Gianfranco Doretto Donald Adjeroh 19 6 0 28 Oct 2022
CLIP-FLow: Contrastive Learning by semi-supervised Iterative Pseudo labeling for Optical Flow Estimation Zhiqi Zhang Nitin Bansal Changjiang Cai Pan Ji Qingan Yan Xiangyu Xu Yi Tian Xu 32 5 0 25 Oct 2022
OOD-DiskANN: Efficient and Scalable Graph ANNS for Out-of-Distribution Queries Shikhar Jaiswal Ravishankar Krishnaswamy Ankit Garg H. Simhadri Sheshansh Agrawal 21 23 0 22 Oct 2022
LAVA: Label-efficient Visual Learning and Adaptation Islam Nassar Munawar Hayat Ehsan Abbasnejad Hamid Rezatofighi Mehrtash Harandi Gholamreza Haffari VLM 26 1 0 19 Oct 2022
Rethinking Prototypical Contrastive Learning through Alignment, Uniformity and Correlation Shentong Mo Zhun Sun Chao Li 15 11 0 18 Oct 2022
Adaptive Contrastive Learning with Dynamic Correlation for Multi-Phase Organ Segmentation Ho Hin Lee Yucheng Tang Han Liu Yubo Fan L. Cai Qi Yang Xin Yu Shunxing Bao Yuankai Huo Bennett A. Landman 27 1 0 16 Oct 2022
Learning Self-Regularized Adversarial Views for Self-Supervised Vision Transformers Tao Tang Changlin Li Guangrun Wang Kaicheng Yu Xiaojun Chang Xiaodan Liang ViT 28 1 0 16 Oct 2022
MICO: A Multi-alternative Contrastive Learning Framework for Commonsense Knowledge Representation Ying Su Zihao W. Wang Tianqing Fang Hongming Zhang Yangqiu Song Tong Zhang 29 15 0 14 Oct 2022
Invariance-adapted decomposition and Lasso-type contrastive learning Masanori Koyama Takeru Miyato Kenji Fukumizu 12 1 0 13 Oct 2022
The Hidden Uniform Cluster Prior in Self-Supervised Learning Mahmoud Assran Randall Balestriero Quentin Duval Florian Bordes Ishan Misra Piotr Bojanowski Pascal Vincent Michael G. Rabbat Nicolas Ballas SSL 49 46 0 13 Oct 2022
Decoding Visual Neural Representations by Multimodal Learning of Brain-Visual-Linguistic Features Changde Du Kaicheng Fu Jinpeng Li Huiguang He VLM 39 67 0 13 Oct 2022
Self-Attention Message Passing for Contrastive Few-Shot Learning Ojas Kishorkumar Shirekar Ashutosh Kumar Singh Hadi Jamali Rad 18 5 0 12 Oct 2022
QDTrack: Quasi-Dense Similarity Learning for Appearance-Only Multiple Object Tracking Tobias Fischer Thomas E. Huang Jiangmiao Pang Linlu Qiu Haofeng Chen Trevor Darrell F. I. F. Richard Yu VOT 26 66 0 12 Oct 2022
Adversarial Contrastive Learning for Evidence-aware Fake News Detection with Graph Neural Networks Jun Wu Weizhi Xu Qiang Liu Shu Wu Liang Wang GNN 34 18 0 11 Oct 2022
Unsupervised Cross-Modality Domain Adaptation for Vestibular Schwannoma Segmentation and Koos Grade Prediction based on Semi-Supervised Contrastive Learning Luyi Han Yunzhi Huang T. Tan R. Mann 22 7 0 09 Oct 2022
Robustness of Unsupervised Representation Learning without Labels Aleksandar Petrov Marta Z. Kwiatkowska OffRL 50 2 0 08 Oct 2022
SynBench: Task-Agnostic Benchmarking of Pretrained Representations using Synthetic Data Ching-Yun Ko Pin-Yu Chen Jeet Mohapatra Payel Das Lucani E. Daniel 19 3 0 06 Oct 2022
Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization Mingxuan Ju Tong Zhao Qianlong Wen Wenhao Yu Neil Shah Yanfang Ye Chuxu Zhang SSL 21 34 0 05 Oct 2022