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
Decoupling Common and Unique Representations for Multimodal Self-supervised Learning Yi Wang C. Albrecht Nassim Ait Ali Braham Chenying Liu Zhitong Xiong Xiaoxiang Zhu SSL 25 16 0 11 Sep 2023
Adapting Self-Supervised Representations to Multi-Domain Setups N. Kalibhat Sam Sharpe Jeremy Goodsitt Bayan Bruss S. Feizi 28 0 0 07 Sep 2023
ViewMix: Augmentation for Robust Representation in Self-Supervised Learning A. Das Xin Zhong SSL 22 0 0 06 Sep 2023
Contrastive Learning as Kernel Approximation Konstantinos Christopher Tsiolis SSL 18 0 0 06 Sep 2023
Self-Supervised Pretraining Improves Performance and Inference Efficiency in Multiple Lung Ultrasound Interpretation Tasks Blake Vanberlo Brian Li Jesse Hoey Alexander Wong 19 3 0 05 Sep 2023
A Survey of the Impact of Self-Supervised Pretraining for Diagnostic Tasks with Radiological Images Blake Vanberlo Jesse Hoey Alexander Wong SSL LM&MA 18 2 0 05 Sep 2023
Variational Self-Supervised Contrastive Learning Using Beta Divergence Mehmet Can Yavuz Berrin Yanikoglu SSL 27 0 0 05 Sep 2023
Probabilistic Self-supervised Learning via Scoring Rules Minimization Amirhossein Vahidi Simon Schoßer Lisa Wimmer Yawei Li B. Bischl Eyke Hüllermeier Mina Rezaei SSL 20 2 0 05 Sep 2023
Representation Learning Dynamics of Self-Supervised Models P. Esser Satyaki Mukherjee D. Ghoshdastidar SSL 19 2 0 05 Sep 2023
Layer-wise training for self-supervised learning on graphs Oscar Pina Verónica Vilaplana SSL GNN 34 1 0 04 Sep 2023
BTSeg: Barlow Twins Regularization for Domain Adaptation in Semantic Segmentation Johannes Kunzel A. Hilsmann Peter Eisert 15 0 0 31 Aug 2023
Towards a Rigorous Analysis of Mutual Information in Contrastive Learning Kyungeun Lee Jaeill Kim Suhyun Kang Wonjong Rhee SSL 33 2 0 30 Aug 2023
Diversified Ensemble of Independent Sub-Networks for Robust Self-Supervised Representation Learning Amirhossein Vahidi Lisa Wimmer H. Gündüz Bernd Bischl Eyke Hüllermeier Mina Rezaei OOD UQCV 30 4 0 28 Aug 2023
Adversarial Attacks on Foundational Vision Models Nathan Inkawhich Gwendolyn McDonald R. Luley VLM 33 12 0 28 Aug 2023
Spatio-Temporal Analysis of Patient-Derived Organoid Videos Using Deep Learning for the Prediction of Drug Efficacy Leo Fillioux E. Gontran J. Cartry J. Mathieu Sabrina Bedja A. Boilève P. Cournède F. Jaulin Stergios Christodoulidis Maria Vakalopoulou 22 6 0 28 Aug 2023
Forensic Histopathological Recognition via a Context-Aware MIL Network Powered by Self-Supervised Contrastive Learning Chen Shen Jun Zhang Xinggong Liang Zeyi Hao Ke Li Fan Wang Zhenyuan Wang C. Lian 14 2 0 27 Aug 2023
Adaptive whitening with fast gain modulation and slow synaptic plasticity Lyndon Duong Eero P. Simoncelli D. Chklovskii David Lipshutz 24 4 0 25 Aug 2023
A Survey on Self-Supervised Representation Learning Tobias Uelwer Jan Robine Stefan Sylvius Wagner Marc Höftmann Eric Upschulte S. Konietzny Maike Behrendt Stefan Harmeling SSL AI4TS OOD 24 12 0 22 Aug 2023
Masked Momentum Contrastive Learning for Zero-shot Semantic Understanding Jiantao Wu Shentong Mo Muhammad Awais Sara Atito Zhenhua Feng J. Kittler VLM 27 4 0 22 Aug 2023
A Review on Objective-Driven Artificial Intelligence Apoorv Singh 11 2 0 20 Aug 2023
Efficient Representation Learning for Healthcare with Cross-Architectural Self-Supervision P. Singh Jacopo Cirrone OOD SSL 27 2 0 19 Aug 2023
Contrastive Learning for Lane Detection via Cross-Similarity Ali Zoljodi S. Abadijou Mina Alibeigi Masoud Daneshtalab SSL 16 4 0 16 Aug 2023
pNNCLR: Stochastic Pseudo Neighborhoods for Contrastive Learning based Unsupervised Representation Learning Problems Momojit Biswas Himanshu Buckchash Dilip K. Prasad SSL 26 7 0 14 Aug 2023
A Brief Yet In-Depth Survey of Deep Learning-Based Image Watermarking Xin Zhong A. Das Fahad Alrasheedi A. Tanvir 22 2 0 08 Aug 2023
BarlowRL: Barlow Twins for Data-Efficient Reinforcement Learning Omer Veysel Cagatan Barış Akgün BDL OffRL 27 3 0 08 Aug 2023
Class Incremental Learning with Self-Supervised Pre-Training and Prototype Learning Wenzhuo Liu Xinjian Wu Fei Zhu Mingming Yu Chuan Wang Cheng-Lin Liu SSL CLL 39 11 0 04 Aug 2023
Learning beyond sensations: how dreams organize neuronal representations Nicolas Deperrois Mihai A. Petrovici Walter Senn Jakob Jordan SSL CLL 11 6 0 03 Aug 2023
Dynamically Scaled Temperature in Self-Supervised Contrastive Learning Siladittya Manna Soumitri Chattopadhyay Rakesh Dey Saumik Bhattacharya Umapada Pal 30 1 0 02 Aug 2023
Stochastic positional embeddings improve masked image modeling Amir Bar Florian Bordes Assaf Shocher Mahmoud Assran Pascal Vincent Nicolas Ballas Trevor Darrell Amir Globerson Yann LeCun 25 3 0 31 Jul 2023
Can Self-Supervised Representation Learning Methods Withstand Distribution Shifts and Corruptions? Prakash Chandra Chhipa Johan Rodahl Holmgren Kanjar De Rajkumar Saini Marcus Liwicki SSL OOD 20 6 0 31 Jul 2023
Synaptic Plasticity Models and Bio-Inspired Unsupervised Deep Learning: A Survey Gabriele Lagani Fabrizio Falchi Claudio Gennaro Giuseppe Amato AAML 38 6 0 30 Jul 2023
MC-JEPA: A Joint-Embedding Predictive Architecture for Self-Supervised Learning of Motion and Content Features Adrien Bardes Jean Ponce Yann LeCun MDE 33 23 0 24 Jul 2023
Downstream-agnostic Adversarial Examples Ziqi Zhou Shengshan Hu Rui-Qing Zhao Qian Wang L. Zhang Junhui Hou Hai Jin SILM AAML 21 24 0 23 Jul 2023
Sequential Multi-Dimensional Self-Supervised Learning for Clinical Time Series Aniruddh Raghu P. Chandak Ridwan Alam John Guttag Collin M. Stultz AI4TS 17 13 0 20 Jul 2023
Language-based Action Concept Spaces Improve Video Self-Supervised Learning Kanchana Ranasinghe Michael S. Ryoo SSL VLM 37 12 0 20 Jul 2023
Grounded Object Centric Learning Avinash Kori Francesco Locatello Fabio De Sousa Ribeiro Francesca Toni Ben Glocker OCL 22 7 0 18 Jul 2023
MOCA: Self-supervised Representation Learning by Predicting Masked Online Codebook Assignments Spyros Gidaris Andrei Bursuc Oriane Siméoni Antonín Vobecký N. Komodakis Matthieu Cord Patrick Pérez SSL ViT 21 3 0 18 Jul 2023
Towards the Sparseness of Projection Head in Self-Supervised Learning Zeen Song Xingzhe Su Jingyao Wang Wenwen Qiang Changwen Zheng Fuchun Sun 36 3 0 18 Jul 2023
Diffusion Models Beat GANs on Image Classification Soumik Mukhopadhyay M. Gwilliam Vatsal Agarwal Namitha Padmanabhan A. Swaminathan Srinidhi Hegde Tianyi Zhou Abhinav Shrivastava DiffM 29 45 1 17 Jul 2023
Self-Supervised Learning with Lie Symmetries for Partial Differential Equations Grégoire Mialon Q. Garrido Hannah Lawrence Danyal Rehman Yann LeCun B. Kiani SSL 27 25 0 11 Jul 2023
Reducing False Alarms in Video Surveillance by Deep Feature Statistical Modeling Xavier Bou Aitor Artola T. Ehret Gabriele Facciolo Jean-Michel Morel R. G. V. Gioi 14 0 0 09 Jul 2023
IAdet: Simplest human-in-the-loop object detection Franco Marchesoni-Acland Gabriele Facciolo VLM 51 1 0 04 Jul 2023
Semantic Positive Pairs for Enhancing Visual Representation Learning of Instance Discrimination Methods Mohammad Alkhalefi Georgios Leontidis Min Zhong SSL 87 2 0 28 Jun 2023
MIMIC: Masked Image Modeling with Image Correspondences Kalyani Marathe Mahtab Bigverdi Nishat Khan Tuhin Kundu Patrick Howe Sharan Ranjit S Anand Bhattad Aniruddha Kembhavi Linda G. Shapiro Ranjay Krishna 27 0 0 27 Jun 2023
Manifold Contrastive Learning with Variational Lie Group Operators Kion Fallah Alec Helbling Kyle A. Johnsen Christopher Rozell SSL DRL 25 1 0 23 Jun 2023
Patch-Level Contrasting without Patch Correspondence for Accurate and Dense Contrastive Representation Learning Shaofeng Zhang Feng Zhu Rui Zhao Junchi Yan 24 17 0 23 Jun 2023
Variance-Covariance Regularization Improves Representation Learning Jiachen Zhu Katrina Evtimova Yubei Chen Ravid Shwartz-Ziv Yann LeCun SSL 20 7 0 23 Jun 2023
Continual Learners are Incremental Model Generalizers Jaehong Yoon Sung Ju Hwang Yu Cao CLL 33 4 0 21 Jun 2023
Joint multi-modal Self-Supervised pre-training in Remote Sensing: Application to Methane Source Classification P. Berg M. Pham Nicolas Courty SSL 25 2 0 16 Jun 2023
VIBR: Learning View-Invariant Value Functions for Robust Visual Control Tom Dupuis Jaonary Rabarisoa Q. C. Pham David Filliat 36 0 0 14 Jun 2023