VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning

11 May 2021

Papers citing "VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning"

50 / 613 papers shown

Title
Poly-View Contrastive Learning Amitis Shidani Devon Hjelm Jason Ramapuram Russ Webb Eeshan Gunesh Dhekane Dan Busbridge VLM SSL 31 4 0 08 Mar 2024
Contrastive Augmented Graph2Graph Memory Interaction for Few Shot Continual Learning Biqing Qi Junqi Gao Xingquan Chen Dong Li Jianxing Liu Ligang Wu Bowen Zhou CLL 31 4 0 07 Mar 2024
Triple-CFN: Restructuring Concept and Feature Spaces for Enhancing Abstract Reasoning Process Ruizhuo Song Beiming Yuan LRM 34 0 0 05 Mar 2024
DNA Family: Boosting Weight-Sharing NAS with Block-Wise Supervisions Guangrun Wang Changlin Li Liuchun Yuan Jiefeng Peng Xiaoyu Xian Xiaodan Liang Xiaojun Chang Liang Lin 38 1 0 02 Mar 2024
Rethinking The Uniformity Metric in Self-Supervised Learning Xianghong Fang Jian Li Qiang Sun Benyou Wang SSL 12 0 0 01 Mar 2024
Learning and Leveraging World Models in Visual Representation Learning Q. Garrido Mahmoud Assran Nicolas Ballas Adrien Bardes Laurent Najman Yann LeCun SSL 41 24 0 01 Mar 2024
Fine-tuning with Very Large Dropout Jianyu Zhang Léon Bottou 37 1 0 01 Mar 2024
Demonstrating and Reducing Shortcuts in Vision-Language Representation Learning Maurits J. R. Bleeker Mariya Hendriksen Andrew Yates Maarten de Rijke VLM 38 3 0 27 Feb 2024
The Common Stability Mechanism behind most Self-Supervised Learning Approaches Abhishek Jha Matthew B. Blaschko Yuki M. Asano Tinne Tuytelaars SSL 27 1 0 22 Feb 2024
Learning by Reconstruction Produces Uninformative Features For Perception Randall Balestriero Yann LeCun 6 20 0 17 Feb 2024
EEG2Rep: Enhancing Self-supervised EEG Representation Through Informative Masked Inputs Navid Mohammadi Foumani G. Mackellar Soheila Ghane Saad Irtza Nam Nguyen Mahsa Salehi 12 14 0 17 Feb 2024
$f$ -MICL: Understanding and Generalizing InfoNCE-based Contrastive Learning Yiwei Lu Guojun Zhang Sun Sun Hongyu Guo Yaoliang Yu VLM 18 5 0 15 Feb 2024
Scalable Graph Self-Supervised Learning Ali Saheb Pasand Reza Moravej Mahdi Biparva Raika Karimi Ali Ghodsi SSL 11 0 0 14 Feb 2024
WERank: Towards Rank Degradation Prevention for Self-Supervised Learning Using Weight Regularization Ali Saheb Pasand Reza Moravej Mahdi Biparva Ali Ghodsi 32 2 0 14 Feb 2024
Leveraging Self-Supervised Instance Contrastive Learning for Radar Object Detection Colin Decourt R. V. Rullen D. Salle Thomas Oberlin SSL 33 0 0 13 Feb 2024
Two-Stage Multi-task Self-Supervised Learning for Medical Image Segmentation Binyan Hu •. A. K. Qin SSL 17 0 0 11 Feb 2024
Discriminative Adversarial Unlearning Rohan Sharma Shijie Zhou Kaiyi Ji Changyou Chen MU 22 1 0 10 Feb 2024
ExGRG: Explicitly-Generated Relation Graph for Self-Supervised Representation Learning Mahdi Naseri Mahdi Biparva SSL 24 0 0 09 Feb 2024
A self-supervised framework for learning whole slide representations X. Hou Cheng Jiang A. Kondepudi Yiwei Lyu Asadur Chowdury Honglak Lee Todd C. Hollon MedIm 26 5 0 09 Feb 2024
BECLR: Batch Enhanced Contrastive Few-Shot Learning Stylianos Poulakakis-Daktylidis Hadi Jamali Rad 23 5 0 04 Feb 2024
A Probabilistic Model behind Self-Supervised Learning Alice Bizeul Bernhard Schölkopf Carl Allen SSL 26 2 0 02 Feb 2024
Self-Supervised Representation Learning for Nerve Fiber Distribution Patterns in 3D-PLI Alexander Oberstrass Sascha E. A. Muenzing Meiqi Niu N. Palomero-Gallagher Christian Schiffer M. Axer K. Amunts Timo Dickscheid 9 3 0 30 Jan 2024
Computer Vision for Primate Behavior Analysis in the Wild Richard Vogg Timo Lüddecke Jonathan Henrich Sharmita Dey Matthias Nuske ... Alexander Gail Stefan Treue H. Scherberger F. Worgotter Alexander S. Ecker 28 3 0 29 Jan 2024
RecDCL: Dual Contrastive Learning for Recommendation Dan Zhang Yangliao Geng Wenwen Gong Zhongang Qi Zhiyu Chen Xing Tang Ying Shan Yuxiao Dong Jie Tang 33 24 0 28 Jan 2024
Finetuning Foundation Models for Joint Analysis Optimization M. Vigl N. Hartman L. Heinrich 35 12 0 24 Jan 2024
Memorization in Self-Supervised Learning Improves Downstream Generalization Wenhao Wang Muhammad Ahmad Kaleem Adam Dziedzic Michael Backes Nicolas Papernot Franziska Boenisch SSL 10 9 0 19 Jan 2024
LDReg: Local Dimensionality Regularized Self-Supervised Learning Hanxun Huang R. Campello S. Erfani Xingjun Ma Michael E. Houle James Bailey 28 5 0 19 Jan 2024
Cross-Level Multi-Instance Distillation for Self-Supervised Fine-Grained Visual Categorization Qi Bi Wei Ji Jingjun Yi Haolan Zhan Gui-Song Xia 20 0 0 16 Jan 2024
Adversarial Masking Contrastive Learning for vein recognition Huafeng Qin Yiquan Wu M. El-Yacoubi Jun Wang Guangxiang Yang MedIm 13 0 0 16 Jan 2024
How does self-supervised pretraining improve robustness against noisy labels across various medical image classification datasets? Bidur Khanal Binod Bhattarai Bishesh Khanal Cristian A. Linte NoLa 13 0 0 15 Jan 2024
Enhanced Few-Shot Class-Incremental Learning via Ensemble Models Mingli Zhu Zihao Zhu Sihong Chen Chen Chen Baoyuan Wu CLL 32 3 0 14 Jan 2024
A Study on Self-Supervised Pretraining for Vision Problems in Gastrointestinal Endoscopy Edward Sanderson B. Matuszewski 21 2 0 11 Jan 2024
Enhancing Contrastive Learning with Efficient Combinatorial Positive Pairing Jaeill Kim Duhun Hwang Eunjung Lee Jangwon Suh Jimyeong Kim Wonjong Rhee 28 0 0 11 Jan 2024
Singer Identity Representation Learning using Self-Supervised Techniques Bernardo Torres Stefan Lattner Gaël Richard SSL 30 8 0 10 Jan 2024
Enhancing Context Through Contrast Kshitij Ambilduke Aneesh Shetye Diksha Bagade Rishika Bhagwatkar Khurshed Fitter P. Vagdargi Shital S. Chiddarwar 26 0 0 06 Jan 2024
GPS-SSL: Guided Positive Sampling to Inject Prior Into Self-Supervised Learning Aarash Feizi Randall Balestriero Adriana Romero Soriano Reihaneh Rabbany 26 0 0 03 Jan 2024
Gradient-based Planning with World Models V. JyothirS Siddhartha Jalagam Yann LeCun Vlad Sobal 24 4 0 28 Dec 2023
3DTINC: Time-Equivariant Non-Contrastive Learning for Predicting Disease Progression from Longitudinal OCTs T. Emre A. Chakravarty Antoine Rivail Dmitrii Lachinov Oliver Leingang ... S. Sivaprasad Daniel Rueckert A. Lotery U. Schmidt-Erfurth Hrvoje Bogunović MedIm 25 3 0 28 Dec 2023
Probing Biological and Artificial Neural Networks with Task-dependent Neural Manifolds Michael Kuoch Chi-Ning Chou Nikhil Parthasarathy Joel Dapello J. DiCarlo H. Sompolinsky SueYeon Chung 14 1 0 21 Dec 2023
Evaluation of Barlow Twins and VICReg self-supervised learning for sound patterns of bird and anuran species Fábio Felix Dias M. Ponti Mílton Cezar Ribeiro R. Minghim SSL 14 0 0 18 Dec 2023
NearbyPatchCL: Leveraging Nearby Patches for Self-Supervised Patch-Level Multi-Class Classification in Whole-Slide Images Gia-Bao Le Van-Tien Nguyen Trung-Truc Huynh-Le Minh-Triet Tran 22 0 0 12 Dec 2023
Unsupervised Multi-modal Feature Alignment for Time Series Representation Learning Cheng Liang Donghua Yang Zhiyu Liang Hongzhi Wang Zheng Liang Xiyang Zhang Jianfeng Huang AI4TS 120 1 0 09 Dec 2023
Large-scale Training of Foundation Models for Wearable Biosignals Salar Abbaspourazad Oussama Elachqar Andrew C. Miller S. Emrani Udhyakumar Nallasamy Ian Shapiro 23 30 0 08 Dec 2023
LiDAR: Sensing Linear Probing Performance in Joint Embedding SSL Architectures Vimal Thilak Chen Huang Omid Saremi Laurent Dinh Hanlin Goh Preetum Nakkiran Josh Susskind Etai Littwin 18 7 0 07 Dec 2023
Complementary Benefits of Contrastive Learning and Self-Training Under Distribution Shift Saurabh Garg Amrith Rajagopal Setlur Zachary Chase Lipton Sivaraman Balakrishnan Virginia Smith Aditi Raghunathan SSL 20 6 0 06 Dec 2023
Simplifying Neural Network Training Under Class Imbalance Ravid Shwartz-Ziv Micah Goldblum Yucen Lily Li C. B. Bruss Andrew Gordon Wilson 26 14 0 05 Dec 2023
Guarding Barlow Twins Against Overfitting with Mixed Samples W. G. C. Bandara C. D. Melo Vishal M. Patel SSL 29 10 0 04 Dec 2023
SASSL: Enhancing Self-Supervised Learning via Neural Style Transfer Renan A. Rojas-Gomez Karan Singhal Ali Etemad Alex Bijamov Warren Morningstar Philip Mansfield 14 1 0 02 Dec 2023
Spectral Temporal Contrastive Learning Sacha Morin Somjit Nath Samira Ebrahimi Kahou Guy Wolf 8 0 0 01 Dec 2023
Label Delay in Online Continual Learning Botos Csaba Wenxuan Zhang Matthias Muller Ser-Nam Lim Mohamed Elhoseiny Philip H. S. Torr Adel Bibi CLL 32 0 0 01 Dec 2023