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
Momentum^2 Teacher: Momentum Teacher with Momentum Statistics for Self-Supervised Learning Zeming Li Songtao Liu Jian Sun 51 16 0 19 Jan 2021
SelfMatch: Combining Contrastive Self-Supervision and Consistency for Semi-Supervised Learning Byoungjip Kim Jinho Choo Yeong-Dae Kwon Seongho Joe Seungjai Min Youngjune Gwon SSL 33 52 0 16 Jan 2021
DICE: Diversity in Deep Ensembles via Conditional Redundancy Adversarial Estimation Alexandre Ramé Matthieu Cord FedML 56 51 0 14 Jan 2021
Big Self-Supervised Models Advance Medical Image Classification Shekoofeh Azizi Basil Mustafa Fiona Ryan Zach Beaver Jan Freyberg ... Alan Karthikesalingam Simon Kornblith Ting-Li Chen Vivek Natarajan Mohammad Norouzi SSL 48 506 0 13 Jan 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir Fahad Shahbaz Khan M. Shah ViT 227 2,434 0 04 Jan 2021
Self-Supervised Multimodal Domino: in Search of Biomarkers for Alzheimer's Disease A. Fedorov Tristan Sylvain Eloy P. T. Geenjaar Margaux Luck Lei Wu T. DeRamus Alex Kirilin Dmitry Bleklov Vince D. Calhoun Sergey Plis SSL 23 13 0 25 Dec 2020
On self-supervised multi-modal representation learning: An application to Alzheimer's disease A. Fedorov Lei Wu Tristan Sylvain Margaux Luck T. DeRamus Dmitry Bleklov Sergey Plis Vince D. Calhoun SSL 14 16 0 25 Dec 2020
Self-supervised Pre-training with Hard Examples Improves Visual Representations Chunyuan Li Xiujun Li Lei Zhang Baolin Peng Mingyuan Zhou Jianfeng Gao SSL 25 24 0 25 Dec 2020
Evolution Is All You Need: Phylogenetic Augmentation for Contrastive Learning Amy X. Lu Alex X. Lu Alan M. Moses SSL 36 13 0 25 Dec 2020
P4Contrast: Contrastive Learning with Pairs of Point-Pixel Pairs for RGB-D Scene Understanding Yunze Liu Li Yi Shanghang Zhang Qingnan Fan Thomas Funkhouser Hao Dong SSL 39 58 0 24 Dec 2020
Motif-Driven Contrastive Learning of Graph Representations Shichang Zhang Ziniu Hu Arjun Subramonian Yizhou Sun SSL 30 8 0 23 Dec 2020
Sequence-to-Sequence Contrastive Learning for Text Recognition Aviad Aberdam Ron Litman Shahar Tsiper Oron Anschel Ron Slossberg Shai Mazor R. Manmatha Pietro Perona 39 103 0 20 Dec 2020
Addressing Feature Suppression in Unsupervised Visual Representations Tianhong Li Lijie Fan Yuan. Yuan Hao He Yonglong Tian Rogerio Feris Piotr Indyk Dina Katabi SSL 35 15 0 17 Dec 2020
Unsupervised Learning of Local Discriminative Representation for Medical Images Huai Chen Jieyu Li Renzhen Wang Yijie Huang Fanrui Meng Deyu Meng Qing Peng Lisheng Wang SSL 17 8 0 17 Dec 2020
ISD: Self-Supervised Learning by Iterative Similarity Distillation Ajinkya Tejankar Soroush Abbasi Koohpayegani Vipin Pillai Paolo Favaro Hamed Pirsiavash SSL 27 44 0 16 Dec 2020
Exploring Data-Efficient 3D Scene Understanding with Contrastive Scene Contexts Ji Hou Benjamin Graham Matthias Nießner Saining Xie 3DPC 56 263 0 16 Dec 2020
Wasserstein Contrastive Representation Distillation Liqun Chen Dong Wang Zhe Gan Jingjing Liu Ricardo Henao Lawrence Carin 23 93 0 15 Dec 2020
Understanding the Behaviour of Contrastive Loss Feng Wang Huaping Liu SSL 61 670 0 15 Dec 2020
Hypothesis Disparity Regularized Mutual Information Maximization Qicheng Lao Xiang Jiang Mohammad Havaei 33 24 0 15 Dec 2020
The Lottery Tickets Hypothesis for Supervised and Self-supervised Pre-training in Computer Vision Models Tianlong Chen Jonathan Frankle Shiyu Chang Sijia Liu Yang Zhang Michael Carbin Zhangyang Wang 27 123 0 12 Dec 2020
Exploring wav2vec 2.0 on speaker verification and language identification Zhiyun Fan Meng Li Shiyu Zhou Bo Xu 117 202 0 11 Dec 2020
Concept Generalization in Visual Representation Learning Mert Bulent Sariyildiz Yannis Kalantidis Diane Larlus Alahari Karteek SSL 35 50 0 10 Dec 2020
Deep Unsupervised Image Anomaly Detection: An Information Theoretic Framework Fei Ye Huangjie Zheng Chaoqin Huang Ya Zhang 19 13 0 09 Dec 2020
Accurate 3D Object Detection using Energy-Based Models Fredrik K. Gustafsson Martin Danelljan Thomas B. Schon 3DPC 38 10 0 08 Dec 2020
Multi-Label Contrastive Learning for Abstract Visual Reasoning Mikolaj Malkiñski Jacek Mańdziuk 8 40 0 03 Dec 2020
Mutual Information Maximization on Disentangled Representations for Differential Morph Detection Sobhan Soleymani Ali Dabouei Fariborz Taherkhani J. Dawson Nasser M. Nasrabadi 35 27 0 02 Dec 2020
Learning View-Disentangled Human Pose Representation by Contrastive Cross-View Mutual Information Maximization Long Zhao Yuxiao Wang Jiaping Zhao Liangzhe Yuan Jennifer J. Sun Florian Schroff Hartwig Adam Xi Peng Dimitris N. Metaxas Ting Liu SSL 25 30 0 02 Dec 2020
Towards Good Practices in Self-supervised Representation Learning Srikar Appalaraju Yi Zhu Yusheng Xie István Fehérvári SSL 20 21 0 01 Dec 2020
Multi-level Knowledge Distillation via Knowledge Alignment and Correlation Fei Ding Yin Yang Hongxin Hu Venkat Krovi Feng Luo 22 4 0 01 Dec 2020
Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot Tasks Han-Jia Ye Lu Han De-Chuan Zhan OffRL SSL VLM 27 27 0 30 Nov 2020
Self supervised contrastive learning for digital histopathology Ozan Ciga Tony Xu Anne L. Martel SSL 114 307 0 27 Nov 2020
PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image Segmentation Yutong Xie Jianpeng Zhang Zehui Liao Yong-quan Xia Chunhua Shen 21 47 0 25 Nov 2020
Boosting Contrastive Self-Supervised Learning with False Negative Cancellation T. Huynh Simon Kornblith Matthew R. Walter Michael Maire M. Khademi SSL 22 165 0 23 Nov 2020
Hierarchically Decoupled Spatial-Temporal Contrast for Self-supervised Video Representation Learning Zehua Zhang David J. Crandall AI4TS SSL 28 23 0 23 Nov 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 52 3,969 0 20 Nov 2020
Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised Visual Representation Learning Zhenda Xie Yutong Lin Zheng-Wei Zhang Yue Cao Stephen Lin Han Hu SSL 42 409 0 19 Nov 2020
AdCo: Adversarial Contrast for Efficient Learning of Unsupervised Representations from Self-Trained Negative Adversaries Q. Hu Tianlin Li Wei Hu Guo-Jun Qi SSL 17 151 0 17 Nov 2020
Unsupervised Video Representation Learning by Bidirectional Feature Prediction Nadine Behrmann Juergen Gall M. Noroozi SSL MDE 32 29 0 11 Nov 2020
Unsupervised Learning of Dense Visual Representations Pedro H. O. Pinheiro Amjad Almahairi Ryan Y. Benmalek Florian Golemo Aaron Courville SSL MDE 29 188 0 11 Nov 2020
Towards Domain-Agnostic Contrastive Learning Vikas Verma Minh-Thang Luong Kenji Kawaguchi Hieu H. Pham Quoc V. Le SSL 15 116 0 09 Nov 2020
Intriguing Properties of Contrastive Losses Ting Chen Calvin Luo Lala Li 36 174 0 05 Nov 2020
Learning and Evaluating Representations for Deep One-class Classification Kihyuk Sohn Chun-Liang Li Jinsung Yoon Minho Jin Tomas Pfister SSL 14 199 0 04 Nov 2020
Semi-supervised Facial Action Unit Intensity Estimation with Contrastive Learning Enrique Sanchez Adrian Bulat Anestis Zaganidis Georgios Tzimiropoulos CVBM 22 3 0 03 Nov 2020
Supervised Contrastive Learning for Pre-trained Language Model Fine-tuning Beliz Gunel Jingfei Du Alexis Conneau Ves Stoyanov 18 499 0 03 Nov 2020
A Survey on Contrastive Self-supervised Learning Ashish Jaiswal Ashwin Ramesh Babu Mohammad Zaki Zadeh Debapriya Banerjee F. Makedon SSL 54 1,361 0 31 Oct 2020
The Mathematical Foundations of Manifold Learning Luke Melas-Kyriazi AI4CE 20 17 0 30 Oct 2020
Free-Form Image Inpainting via Contrastive Attention Network Xin Ma Xiaoqiang Zhou Huaibo Huang Z. Chai Xiaolin K. Wei Ran He 18 7 0 29 Oct 2020
Stabilizing Label Assignment for Speech Separation by Self-supervised Pre-training Sung-Feng Huang Shun-Po Chuang Da-Rong Liu Yi-Chen Chen Gene-Ping Yang Hung-yi Lee SSL 41 14 0 29 Oct 2020
Image Representations Learned With Unsupervised Pre-Training Contain Human-like Biases Ryan Steed Aylin Caliskan SSL 32 156 0 28 Oct 2020
CompRess: Self-Supervised Learning by Compressing Representations Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash SSL 23 89 0 28 Oct 2020