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
Improved Dual Correlation Reduction Network Yue Liu Sihang Zhou Xinwang Liu Wenxuan Tu Xihong Yang 26 22 0 25 Feb 2022
Provable Stochastic Optimization for Global Contrastive Learning: Small Batch Does Not Harm Performance Zhuoning Yuan Yuexin Wu Zi-qi Qiu Xianzhi Du Lijun Zhang Denny Zhou Tianbao Yang 32 26 0 24 Feb 2022
Interpolation-based Contrastive Learning for Few-Label Semi-Supervised Learning Xihong Yang Xiaochang Hu Sihang Zhou Xinwang Liu En Zhu SSL 166 43 0 24 Feb 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 39 85 0 22 Feb 2022
A Self-Supervised Descriptor for Image Copy Detection Ed Pizzi Sreya . Dutta Roy Sugosh Nagavara Ravindra Priya Goyal Matthijs Douze SSL 34 116 0 21 Feb 2022
Transformation Coding: Simple Objectives for Equivariant Representations Mehran Shakerinava A. Mondal Siamak Ravanbakhsh OffRL 25 0 0 19 Feb 2022
Improving Molecular Contrastive Learning via Faulty Negative Mitigation and Decomposed Fragment Contrast Yuyang Wang Rishikesh Magar Chen Liang A. Farimani 43 78 0 18 Feb 2022
Towards better understanding and better generalization of few-shot classification in histology images with contrastive learning Jiawei Yang Hanbo Chen Jiangpeng Yan Xiaoyu Chen Jianhua Yao VLM 33 21 0 18 Feb 2022
Graph Data Augmentation for Graph Machine Learning: A Survey Tong Zhao Wei Jin Yozen Liu Yingheng Wang Gang Liu Stephan Günnemann Neil Shah Meng Jiang OOD 30 79 0 17 Feb 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 26 110 0 16 Feb 2022
Self-Supervised Representation Learning via Latent Graph Prediction Yaochen Xie Zhao Xu Shuiwang Ji SSL 22 30 0 16 Feb 2022
A Data-Augmentation Is Worth A Thousand Samples: Exact Quantification From Analytical Augmented Sample Moments Randall Balestriero Ishan Misra Yann LeCun 27 20 0 16 Feb 2022
Planckian Jitter: countering the color-crippling effects of color jitter on self-supervised training Simone Zini Alex Gomez-Villa M. Buzzelli Bartlomiej Twardowski Andrew D. Bagdanov Joost van de Weijer 21 13 0 16 Feb 2022
Orthogonalising gradients to speed up neural network optimisation Mark Tuddenham Adam Prugel-Bennett Jonathan Hare ODL 15 2 0 14 Feb 2022
Synthetic Data Can Also Teach: Synthesizing Effective Data for Unsupervised Visual Representation Learning Yawen Wu Zhepeng Wang Dewen Zeng Yiyu Shi Jingtong Hu SSL 30 15 0 14 Feb 2022
Investigating Power laws in Deep Representation Learning Arna Ghosh Arnab Kumar Mondal Kumar Krishna Agrawal Blake A. Richards SSL OOD 11 19 0 11 Feb 2022
Reduced order modeling for flow and transport problems with Barlow Twins self-supervised learning T. Kadeethum F. Ballarin Daniel O’Malley Youngsoo Choi N. Bouklas H. Yoon AI4CE 21 17 0 11 Feb 2022
Reducing Redundancy in the Bottleneck Representation of the Autoencoders Firas Laakom Jenni Raitoharju Alexandros Iosifidis Moncef Gabbouj 25 10 0 09 Feb 2022
Distillation with Contrast is All You Need for Self-Supervised Point Cloud Representation Learning Kexue Fu Peng Gao Renrui Zhang Hongsheng Li Yu Qiao Manning Wang SSL 3DPC 20 23 0 09 Feb 2022
Results and findings of the 2021 Image Similarity Challenge Zoe Papakipos Giorgos Tolias Tomás Jenícek Ed Pizzi Shuhei Yokoo ... Sanjay V. Addicam S. M. Papadakis Cristian Canton Ferrer Ondřej Chum Matthijs Douze 13 12 0 08 Feb 2022
Simple Control Baselines for Evaluating Transfer Learning Andrei Atanov Shijian Xu Onur Beker Andrei Filatov Amir Zamir SSL 31 1 0 07 Feb 2022
Context Autoencoder for Self-Supervised Representation Learning Xiaokang Chen Mingyu Ding Xiaodi Wang Ying Xin Shentong Mo Yunhao Wang Shumin Han Ping Luo Gang Zeng Jingdong Wang SSL 45 385 0 07 Feb 2022
Boundary-aware Information Maximization for Self-supervised Medical Image Segmentation Jizong Peng Ping Wang M. Pedersoli Christian Desrosiers SSL 19 4 0 04 Feb 2022
When Do Flat Minima Optimizers Work? Jean Kaddour Linqing Liu Ricardo M. A. Silva Matt J. Kusner ODL 18 58 0 01 Feb 2022
HCSC: Hierarchical Contrastive Selective Coding Yuanfan Guo Minghao Xu Jiawen Li Bingbing Ni Xuanyu Zhu Zhenbang Sun Yi Tian Xu 15 70 0 01 Feb 2022
Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty Jaehoon Oh Sungnyun Kim Namgyu Ho Jin-Hwa Kim Hwanjun Song Se-Young Yun 22 34 0 01 Feb 2022
Adversarial Masking for Self-Supervised Learning Yuge Shi N. Siddharth Philip H. S. Torr Adam R. Kosiorek SSL 56 82 0 31 Jan 2022
Understanding Deep Contrastive Learning via Coordinate-wise Optimization Yuandong Tian 52 34 0 29 Jan 2022
PCL: Peer-Contrastive Learning with Diverse Augmentations for Unsupervised Sentence Embeddings Qiyu Wu Chongyang Tao Tao Shen Can Xu Xiubo Geng Daxin Jiang SSL 21 33 0 28 Jan 2022
Contrastive Embedding Distribution Refinement and Entropy-Aware Attention for 3D Point Cloud Classification Feng Yang Yichao Cao Qifan Xue Shuai Jin Xuanpeng Li Weigong Zhang 3DPC 14 4 0 27 Jan 2022
SURDS: Self-Supervised Attention-guided Reconstruction and Dual Triplet Loss for Writer Independent Offline Signature Verification Soumitri Chattopadhyay Siladittya Manna Saumik Bhattacharya Umapada Pal 20 23 0 25 Jan 2022
Text and Code Embeddings by Contrastive Pre-Training Arvind Neelakantan Tao Xu Raul Puri Alec Radford Jesse Michael Han ... Tabarak Khan Toki Sherbakov Joanne Jang Peter Welinder Lilian Weng SSL AI4TS 218 422 0 24 Jan 2022
Neural Manifold Clustering and Embedding Zengyi Li Yubei Chen Yann LeCun Friedrich T. Sommer DRL 22 41 0 24 Jan 2022
Nearest Class-Center Simplification through Intermediate Layers Ido Ben-Shaul S. Dekel 40 26 0 21 Jan 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis M. Pantic CVBM 32 126 0 18 Jan 2022
Video Transformers: A Survey Javier Selva A. S. Johansen Sergio Escalera Kamal Nasrollahi T. Moeslund Albert Clapés ViT 22 103 0 16 Jan 2022
Robust Contrastive Learning against Noisy Views Ching-Yao Chuang R. Devon Hjelm Xin Wang Vibhav Vineet Neel Joshi Antonio Torralba Stefanie Jegelka Ya-heng Song NoLa 13 68 0 12 Jan 2022
Bootstrapping Informative Graph Augmentation via A Meta Learning Approach Hang Gao Jiangmeng Li Jingyao Wang Hui Xiong Gang Hua Changwen Zheng 21 11 0 11 Jan 2022
Class-Incremental Continual Learning into the eXtended DER-verse Matteo Boschini Lorenzo Bonicelli Pietro Buzzega Angelo Porrello Simone Calderara CLL BDL 26 128 0 03 Jan 2022
Continually Learning Self-Supervised Representations with Projected Functional Regularization Alex Gomez-Villa Bartlomiej Twardowski Lu Yu Andrew D. Bagdanov Joost van de Weijer CLL SSL 20 36 0 30 Dec 2021
Deep Graph Clustering via Dual Correlation Reduction Yue Liu Wenxuan Tu Sihang Zhou Xinwang Liu Linxuan Song Xihong Yang En Zhu 11 201 0 29 Dec 2021
Are Large-scale Datasets Necessary for Self-Supervised Pre-training? Alaaeldin El-Nouby Gautier Izacard Hugo Touvron Ivan Laptev Hervé Jégou Edouard Grave SSL 27 148 0 20 Dec 2021
Information-theoretic stochastic contrastive conditional GAN: InfoSCC-GAN Vitaliy Kinakh M. Drozdova Guillaume Quétant T. Golling Slava Voloshynovskiy GAN 14 0 0 17 Dec 2021
Watermarking Images in Self-Supervised Latent Spaces Pierre Fernandez Alexandre Sablayrolles Teddy Furon Hervé Jégou Matthijs Douze WIGM 23 83 0 17 Dec 2021
Sparse Coding with Multi-Layer Decoders using Variance Regularization Katrina Evtimova Yann LeCun BDL OffRL 18 9 0 16 Dec 2021
High Fidelity Visualization of What Your Self-Supervised Representation Knows About Florian Bordes Randall Balestriero Pascal Vincent DiffM 25 61 0 16 Dec 2021
Rethinking Nearest Neighbors for Visual Classification Menglin Jia Bor-Chun Chen Zuxuan Wu Claire Cardie Serge J. Belongie Ser-Nam Lim SSL 41 10 0 15 Dec 2021
Improving Self-supervised Learning with Automated Unsupervised Outlier Arbitration Yu Wang Jingyang Lin Jingjing Zou Yingwei Pan Ting Yao Tao Mei OODD 29 12 0 15 Dec 2021
Self-Supervised Modality-Aware Multiple Granularity Pre-Training for RGB-Infrared Person Re-Identification Lin Wan Qianyan Jing Zongyuan Sun Chuan Zhang Zhihang Li Yehansen Chen SSL 17 5 0 12 Dec 2021
Tradeoffs Between Contrastive and Supervised Learning: An Empirical Study A. Karthik Mike Wu Noah D. Goodman Alex Tamkin SSL 32 5 0 10 Dec 2021