Barlow Twins: Self-Supervised Learning via Redundancy Reduction

4 March 2021

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

50 / 1,370 papers shown

Title
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 52 47 0 13 Oct 2022
Evaluating the Label Efficiency of Contrastive Self-Supervised Learning for Multi-Resolution Satellite Imagery Jules Bourcier G. Dashyan Jocelyn Chanussot Alahari Karteek SSL 24 4 0 13 Oct 2022
Microscopy is All You Need Sergei V. Kalinin Rama K Vasudevan Yongtao Liu Ayana Ghosh Kevin M. Roccapriore M. Ziatdinov 28 0 0 12 Oct 2022
Motion Aware Self-Supervision for Generic Event Boundary Detection Ayush K. Rai Tarun Krishna J. Dietlmeier Kevin McGuinness Alan F. Smeaton Noel E. O'Connor 34 2 0 11 Oct 2022
Self-supervised debiasing using low rank regularization Geon Yeong Park Chanyong Jung Sangmin Lee Jong Chul Ye Sang Wan Lee CML SSL 36 3 0 11 Oct 2022
The good, the bad and the ugly sides of data augmentation: An implicit spectral regularization perspective Chi-Heng Lin Chiraag Kaushik Eva L. Dyer Vidya Muthukumar 31 28 0 10 Oct 2022
VoLTA: Vision-Language Transformer with Weakly-Supervised Local-Feature Alignment Shraman Pramanick Li Jing Sayan Nag Jiachen Zhu Hardik Shah Yann LeCun Ramalingam Chellappa 32 21 0 09 Oct 2022
Robustness of Unsupervised Representation Learning without Labels Aleksandar Petrov Marta Z. Kwiatkowska OffRL 58 2 0 08 Oct 2022
SVL-Adapter: Self-Supervised Adapter for Vision-Language Pretrained Models Omiros Pantazis Gabriel J. Brostow Kate E. Jones Oisin Mac Aodha VLM 36 40 0 07 Oct 2022
Unsupervised Few-shot Learning via Deep Laplacian Eigenmaps Kuilin Chen Chi-Guhn Lee SSL 40 3 0 07 Oct 2022
Granularity-aware Adaptation for Image Retrieval over Multiple Tasks Jon Almazán ByungSoo Ko Geonmo Gu Diane Larlus Yannis Kalantidis ObjD VLM 41 7 0 05 Oct 2022
RankMe: Assessing the downstream performance of pretrained self-supervised representations by their rank Q. Garrido Randall Balestriero Laurent Najman Yann LeCun SSL 68 73 0 05 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
GAPX: Generalized Autoregressive Paraphrase-Identification X Yi Zhou Renyu Li Hayden Housen Ser-Nam Lim BDL 44 0 0 05 Oct 2022
Self-supervised Pre-training for Semantic Segmentation in an Indoor Scene Sulabh Shrestha Yimeng Li Jana Kosecka 3DPC SSL SSeg 49 2 0 04 Oct 2022
VICRegL: Self-Supervised Learning of Local Visual Features Adrien Bardes Jean Ponce Yann LeCun SSL 19 120 0 04 Oct 2022
Masked Supervised Learning for Semantic Segmentation H. Zunair A. Ben Hamza 24 6 0 03 Oct 2022
Self-omics: A Self-supervised Learning Framework for Multi-omics Cancer Data S. Hashim Karthik Nandakumar Mohammad Yaqub SyDa 21 4 0 03 Oct 2022
Spectral Augmentation for Self-Supervised Learning on Graphs Lu Lin Jinghui Chen Hongning Wang OOD 39 49 0 02 Oct 2022
What shapes the loss landscape of self-supervised learning? Liu Ziyin Ekdeep Singh Lubana Masakuni Ueda Hidenori Tanaka 52 20 0 02 Oct 2022
Detecting Irregular Network Activity with Adversarial Learning and Expert Feedback Gopikrishna Rathinavel Nikhil Muralidhar Tim O'Shea Naren Ramakrishnan AAML 28 1 0 01 Oct 2022
Federated Representation Learning via Maximal Coding Rate Reduction J. Cerviño Navid Naderializadeh Alejandro Ribeiro FedML 38 0 0 01 Oct 2022
Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning Yujun Shi Jian Liang Wenqing Zhang Vincent Y. F. Tan Song Bai FedML 79 55 0 01 Oct 2022
Contrastive Corpus Attribution for Explaining Representations Christy Lin Hugh Chen Chanwoo Kim Su-In Lee SSL 27 8 0 30 Sep 2022
Federated Training of Dual Encoding Models on Small Non-IID Client Datasets Raviteja Vemulapalli Warren Morningstar Philip Mansfield Hubert Eichner K. Singhal Arash Afkanpour Bradley Green FedML 45 2 0 30 Sep 2022
Minimalistic Unsupervised Learning with the Sparse Manifold Transform Yubei Chen Zeyu Yun Yi Ma Bruno A. Olshausen Yann LeCun 54 8 0 30 Sep 2022
Self-Distillation for Further Pre-training of Transformers Seanie Lee Minki Kang Juho Lee Sung Ju Hwang Kenji Kawaguchi 47 8 0 30 Sep 2022
Variance Covariance Regularization Enforces Pairwise Independence in Self-Supervised Representations Grégoire Mialon Randall Balestriero Yann LeCun 32 9 0 29 Sep 2022
Joint Embedding Self-Supervised Learning in the Kernel Regime B. Kiani Randall Balestriero Yubei Chen S. Lloyd Yann LeCun SSL 49 13 0 29 Sep 2022
EiHi Net: Out-of-Distribution Generalization Paradigm Qinglai Wei Beiming Yuan Diancheng Chen OOD 27 0 0 29 Sep 2022
Feature Decoupling in Self-supervised Representation Learning for Open Set Recognition Jingyun Jia P. Chan BDL 19 2 0 28 Sep 2022
Audio Barlow Twins: Self-Supervised Audio Representation Learning Jonah Anton H. Coppock Pancham Shukla Bjorn W. Schuller BDL SSL 43 8 0 28 Sep 2022
Non-contrastive representation learning for intervals from well logs Alexander Marusov Alexey Zaytsev SSL 38 5 0 28 Sep 2022
Multi-dataset Training of Transformers for Robust Action Recognition Junwei Liang Enwei Zhang Jun Zhang Chunhua Shen ViT 45 11 0 26 Sep 2022
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation Chen Liu Matthew Amodio Liangbo L. Shen Feng Gao A. Avesta Snegha A Jay C. Wang L. V. Priore Smita Krishnaswamy OOD MedIm 33 13 0 23 Sep 2022
Efficient CNN with uncorrelated Bag of Features pooling Firas Laakom Jenni Raitoharju Alexandros Iosifidis Moncef Gabbouj 38 2 0 22 Sep 2022
Contrastive Learning for Time Series on Dynamic Graphs Yitian Zhang Florence Regol Antonios Valkanas Mark J. Coates AI4TS 24 0 0 21 Sep 2022
Interneurons accelerate learning dynamics in recurrent neural networks for statistical adaptation David Lipshutz Cengiz Pehlevan D. Chklovskii 25 11 0 21 Sep 2022
A Simple and Powerful Global Optimization for Unsupervised Video Object Segmentation Georgy Ponimatkin Nermin Samet Yanghua Xiao Yuming Du Renaud Marlet Vincent Lepetit VOS 74 20 0 19 Sep 2022
The Geometry of Self-supervised Learning Models and its Impact on Transfer Learning Romain Cosentino Sarath Shekkizhar Mahdi Soltanolkotabi A. Avestimehr Antonio Ortega SSL 56 7 0 18 Sep 2022
Self-Supervised Learning with an Information Maximization Criterion Serdar Ozsoy Shadi S. Hamdan Sercan Ö. Arik Deniz Yuret A. Erdogan SSL 24 35 0 16 Sep 2022
MetaMask: Revisiting Dimensional Confounder for Self-Supervised Learning Jiangmeng Li Wenwen Qiang Yanan Zhang Wenyi Mo Changwen Zheng Bing-Huang Su Hui Xiong SSL 34 14 0 16 Sep 2022
Improving Self-Supervised Learning by Characterizing Idealized Representations Yann Dubois Tatsunori Hashimoto Stefano Ermon Percy Liang SSL 83 41 0 13 Sep 2022
HistoPerm: A Permutation-Based View Generation Approach for Improving Histopathologic Feature Representation Learning Joseph DiPalma Lorenzo Torresani Saeed Hassanpour AI4TS MedIm 27 2 0 13 Sep 2022
Learning Dense Visual Descriptors using Image Augmentations for Robot Manipulation Tasks Christian Graf David B. Adrian Joshua Weil Miroslav Gabriel Philipp Schillinger Markus Spies Heiko Neumann A. Kupcsik SSL 38 6 0 12 Sep 2022
Measuring the Interpretability of Unsupervised Representations via Quantized Reverse Probing Iro Laina Yuki M. Asano Andrea Vedaldi SSL 21 8 0 07 Sep 2022
Robust and Efficient Imbalanced Positive-Unlabeled Learning with Self-supervision Emilio Dorigatti Jonas Schweisthal Bernd Bischl Mina Rezaei OOD 24 2 0 06 Sep 2022
Multimodal contrastive learning for remote sensing tasks Umang Jain Alex Wilson Varun Gulshan SSL 41 24 0 06 Sep 2022
Equivariant Self-Supervision for Musical Tempo Estimation Elio Quinton 37 9 0 03 Sep 2022
A Novel Self-Knowledge Distillation Approach with Siamese Representation Learning for Action Recognition Duc-Quang Vu T. Phung Jia-Ching Wang 27 9 0 03 Sep 2022