Barlow Twins: Self-Supervised Learning via Redundancy Reduction

4 March 2021

Papers citing "Barlow Twins: Self-Supervised Learning via Redundancy Reduction"

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Title
DLME: Deep Local-flatness Manifold Embedding Z. Zang Siyuan Li Di Wu Ge Wang Lei Shang Baigui Sun Haoyang Li Stan Z. Li 26 24 0 07 Jul 2022
Counterbalancing Teacher: Regularizing Batch Normalized Models for Robustness Saeid Asgari Taghanaki A. Gholami Fereshte Khani Kristy Choi Linh-Tam Tran Ran Zhang Aliasghar Khani 11 0 0 04 Jul 2022
BiTAT: Neural Network Binarization with Task-dependent Aggregated Transformation Geondo Park Jaehong Yoon H. Zhang Xingge Zhang Sung Ju Hwang Yonina C. Eldar MQ 28 1 0 04 Jul 2022
No Reason for No Supervision: Improved Generalization in Supervised Models Mert Bulent Sariyildiz Yannis Kalantidis Alahari Karteek Diane Larlus SSL OOD LRM 27 28 0 30 Jun 2022
TINC: Temporally Informed Non-Contrastive Learning for Disease Progression Modeling in Retinal OCT Volumes T. Emre A. Chakravarty Antoine Rivail Sophie Riedl U. Schmidt-Erfurth Hrvoje Bogunović 26 14 0 30 Jun 2022
Interventional Contrastive Learning with Meta Semantic Regularizer Wenwen Qiang Jiangmeng Li Changwen Zheng Bing-Huang Su Hui Xiong 18 23 0 29 Jun 2022
Guillotine Regularization: Why removing layers is needed to improve generalization in Self-Supervised Learning Florian Bordes Randall Balestriero Q. Garrido Adrien Bardes Pascal Vincent 35 22 0 27 Jun 2022
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 27 218 0 27 Jun 2022
Efficient and Robust Training of Dense Object Nets for Multi-Object Robot Manipulation David B. Adrian A. Kupcsik Markus Spies Heiko Neumann 3DPC 48 7 0 24 Jun 2022
Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning Cheng Tan Zhangyang Gao Lirong Wu Yongjie Xu Jun Xia Siyuan Li Stan Z. Li 46 107 0 24 Jun 2022
Self Supervised Learning for Few Shot Hyperspectral Image Classification Nassim Ait Ali Braham Lichao Mou Jocelyn Chanussot Julien Mairal Xiao Xiang Zhu 16 12 0 24 Jun 2022
Utilizing Expert Features for Contrastive Learning of Time-Series Representations Manuel Nonnenmacher Lukas Oldenburg Ingo Steinwart David Reeb AI4TS 28 21 0 23 Jun 2022
TiCo: Transformation Invariance and Covariance Contrast for Self-Supervised Visual Representation Learning Jiachen Zhu R. M. Moraes Serkan Karakulak Vlad Sobol A. Canziani Yann LeCun SSL 22 22 0 21 Jun 2022
Visualizing and Understanding Contrastive Learning Fawaz Sammani Boris Joukovsky Nikos Deligiannis SSL FAtt 20 9 0 20 Jun 2022
C-SENN: Contrastive Self-Explaining Neural Network Yoshihide Sawada Keigo Nakamura SSL 16 8 0 20 Jun 2022
Redundancy Reduction Twins Network: A Training framework for Multi-output Emotion Regression Xin Jing Meishu Song Andreas Triantafyllopoulos Zijiang Yang Björn W. Schuller 21 8 0 18 Jun 2022
Bag of Image Patch Embedding Behind the Success of Self-Supervised Learning Yubei Chen Adrien Bardes Zengyi Li Yann LeCun SSL AIFin 30 7 0 17 Jun 2022
Masked Autoencoders for Generic Event Boundary Detection CVPR'2022 Kinetics-GEBD Challenge Ruifei He Yuanxi Sun Youzeng Li Zuwei Huang Feng Hu Xu Cheng Jie Tang 32 3 0 17 Jun 2022
MET: Masked Encoding for Tabular Data Kushal Majmundar Sachin Goyal Praneeth Netrapalli Prateek Jain LMTD 18 0 0 17 Jun 2022
CDNet: Contrastive Disentangled Network for Fine-Grained Image Categorization of Ocular B-Scan Ultrasound Ruilong Dan Yunxiang Li Yijie Wang Gangyong Jia Ruiquan Ge Juan Ye Qun Jin Yaqi Wang 31 8 0 17 Jun 2022
OmniMAE: Single Model Masked Pretraining on Images and Videos Rohit Girdhar Alaaeldin El-Nouby Mannat Singh Kalyan Vasudev Alwala Armand Joulin Ishan Misra ViT 37 97 0 16 Jun 2022
Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning M. Gwilliam Abhinav Shrivastava SSL 79 19 1 16 Jun 2022
iBoot: Image-bootstrapped Self-Supervised Video Representation Learning F. Saleh Fuwen Tan Adrian Bulat Georgios Tzimiropoulos Brais Martínez SSL 44 1 0 16 Jun 2022
Towards Diverse Evaluation of Class Incremental Learning: A Representation Learning Perspective Sungmin Cha Jihwan Kwak Dongsub Shim Hyunwoo J. Kim Moontae Lee Honglak Lee Taesup Moon CLL 28 1 0 16 Jun 2022
Masked Siamese ConvNets L. Jing Jiachen Zhu Yann LeCun SSL 35 34 0 15 Jun 2022
Self-Supervised Implicit Attention: Guided Attention by The Model Itself Jinyi Wu Xun Gong Zhemin Zhang 21 1 0 15 Jun 2022
Learning Task-Independent Game State Representations from Unlabeled Images C. Trivedi Konstantinos Makantasis Antonios Liapis Georgios N. Yannakakis SSL 16 6 0 13 Jun 2022
Self-Supervised Representation Learning With MUlti-Segmental Informational Coding (MUSIC) Chuang Niu Ge Wang SSL 35 6 0 13 Jun 2022
Look, Radiate, and Learn: Self-Supervised Localisation via Radio-Visual Correspondence Mohammed Alloulah Maximilian Arnold SSL 27 2 0 13 Jun 2022
Virtual embeddings and self-consistency for self-supervised learning T. Bdair Hossam Abdelhamid Nassir Navab Shadi Albarqouni SSL 21 0 0 13 Jun 2022
Is Self-Supervised Learning More Robust Than Supervised Learning? Yuanyi Zhong Haoran Tang Jun-Kun Chen Jian-wei Peng Yu-xiong Wang SSL OOD 27 24 0 10 Jun 2022
SERE: Exploring Feature Self-relation for Self-supervised Transformer Zhong-Yu Li Shanghua Gao Ming-Ming Cheng ViT MDE 26 14 0 10 Jun 2022
An Empirical Study on Disentanglement of Negative-free Contrastive Learning Jinkun Cao Ruiqian Nai Qing Yang Jialei Huang Yang Gao CoGe DRL 25 9 0 09 Jun 2022
Spatial Entropy as an Inductive Bias for Vision Transformers E. Peruzzo E. Sangineto Yahui Liu Marco De Nadai Wei Bi Bruno Lepri N. Sebe ViT MDE 31 1 0 09 Jun 2022
Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage Analysis Mengwei Ren Neel Dey Martin Styner K. Botteron Guido Gerig 21 18 0 09 Jun 2022
CASS: Cross Architectural Self-Supervision for Medical Image Analysis Pranav Singh E. Sizikova Jacopo Cirrone OOD 60 8 0 08 Jun 2022
Extending Momentum Contrast with Cross Similarity Consistency Regularization M. Seyfi Amin Banitalebi-Dehkordi Yong Zhang SSL 36 11 0 07 Jun 2022
Consensus Learning for Cooperative Multi-Agent Reinforcement Learning Zhiwei Xu Bin Zhang Dapeng Li Zeren Zhang Guangchong Zhou Hao Chen Guoliang Fan 21 14 0 06 Jun 2022
Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data Shohreh Deldari Hao Xue Aaqib Saeed Jiayuan He Daniel V. Smith Flora Salim AI4TS 32 37 0 06 Jun 2022
Mixed Graph Contrastive Network for Semi-Supervised Node Classification Xihong Yang Yue Liu Sihang Zhou Xinwang Liu En Zhu Sihang Zhou Xinwang Liu En Zhu SSL 42 26 0 06 Jun 2022
Pruning for Feature-Preserving Circuits in CNNs Christopher Hamblin Talia Konkle G. Alvarez 28 2 0 03 Jun 2022
Rethinking and Scaling Up Graph Contrastive Learning: An Extremely Efficient Approach with Group Discrimination Yizhen Zheng Shirui Pan Vincent C. S. Lee Yu Zheng Philip S. Yu 19 95 0 03 Jun 2022
On the duality between contrastive and non-contrastive self-supervised learning Q. Garrido Yubei Chen Adrien Bardes Laurent Najman Yann LeCun SSL 25 88 0 03 Jun 2022
Learning an Adaptation Function to Assess Image Visual Similarities Olivier Risser-Maroix Amine Marzouki Hala Djeghim Camille Kurtz Nicolas Loménie 21 3 0 03 Jun 2022
Siamese Image Modeling for Self-Supervised Vision Representation Learning Chenxin Tao Xizhou Zhu Weijie Su Gao Huang Bin Li Jie Zhou Yu Qiao Xiaogang Wang Jifeng Dai SSL 40 94 0 02 Jun 2022
Hyperspherical Consistency Regularization Cheng Tan Zhangyang Gao Lirong Wu Siyuan Li Stan Z. Li 36 25 0 02 Jun 2022
Positive Unlabeled Contrastive Learning Anish Acharya Sujay Sanghavi Li Jing Bhargav Bhushanam Dhruv Choudhary Michael G. Rabbat Inderjit Dhillon SSL 17 9 0 01 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
Rethinking the Augmentation Module in Contrastive Learning: Learning Hierarchical Augmentation Invariance with Expanded Views Junbo Zhang Kaisheng Ma 28 43 0 01 Jun 2022
Contrasting quadratic assignments for set-based representation learning A. Moskalev Ivan Sosnovik Volker Fischer A. Smeulders SSL 32 9 0 31 May 2022