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
Joint Spatial-Temporal Modeling and Contrastive Learning for Self-supervised Heart Rate Measurement Wei Qian Qi Li Kun Li Xinke Wang Xiao Sun M. Wang Dan Guo 23 1 0 07 Jun 2024
Self-Supervised Skeleton-Based Action Representation Learning: A Benchmark and Beyond Jiahang Zhang Lilang Lin Shuai Yang Jiaying Liu SSL 41 0 0 05 Jun 2024
Operational Latent Spaces Scott H. Hawley Austin R. Tackett 18 0 0 04 Jun 2024
An Empirical Study into Clustering of Unseen Datasets with Self-Supervised Encoders Scott C. Lowe Joakim Bruslund Haurum Sageev Oore T. Moeslund Graham W. Taylor SSL 46 3 0 04 Jun 2024
DDA: Dimensionality Driven Augmentation Search for Contrastive Learning in Laparoscopic Surgery Yuning Zhou H. Badgery Matthew Read James Bailey Catherine E. Davey 37 1 0 03 Jun 2024
Contrasting Multiple Representations with the Multi-Marginal Matching Gap Zoe Piran Michal Klein James Thornton Marco Cuturi 38 2 0 29 May 2024
Federated Learning under Partially Class-Disjoint Data via Manifold Reshaping Ziqing Fan Jiangchao Yao Ruipeng Zhang Lingjuan Lyu Ya-Qin Zhang Yanfeng Wang FedML 32 2 0 29 May 2024
Self-Supervised Learning Based Handwriting Verification Mihir Chauhan Mohammad Abuzar Shaikh Abhishek Satbhai Mir Basheer Ali B. Ramamurthy Mingchen Gao Siwei Lyu Sargur Srihari 16 2 0 28 May 2024
In-Context Symmetries: Self-Supervised Learning through Contextual World Models Sharut Gupta Chenyu Wang Yifei Wang Tommi Jaakkola Stefanie Jegelka 27 1 0 28 May 2024
Learning Visual-Semantic Subspace Representations Gabriel Moreira Alexander Hauptmann Manuel Marques João Paulo Costeira NAI 26 0 0 25 May 2024
Automatic Data Curation for Self-Supervised Learning: A Clustering-Based Approach Huy V. Vo Vasil Khalidov Timothée Darcet Théo Moutakanni Nikita Smetanin ... Maxime Oquab Armand Joulin Hervé Jégou Patrick Labatut Piotr Bojanowski SSL 53 18 0 24 May 2024
MuDreamer: Learning Predictive World Models without Reconstruction Maxime Burchi Radu Timofte 27 3 0 23 May 2024
AstroPT: Scaling Large Observation Models for Astronomy Michael J. Smith Ryan J. Roberts E. Angeloudi M. Huertas-Company 38 1 0 23 May 2024
Efficiency for Free: Ideal Data Are Transportable Representations Peng Sun Yi Jiang Tao Lin DD 36 0 0 23 May 2024
Capsule Network Projectors are Equivariant and Invariant Learners Miles Everett A. Durrant Mingjun Zhong Georgios Leontidis SSL 3DPC 38 2 0 23 May 2024
Towards Graph Contrastive Learning: A Survey and Beyond Wei Ju Yifan Wang Yifang Qin Zhengyan Mao Zhiping Xiao ... Dongjie Wang Qingqing Long Siyu Yi Xiao Luo Ming Zhang 47 12 0 20 May 2024
Review of Deep Representation Learning Techniques for Brain-Computer Interfaces and Recommendations Pierre Guetschel Sara Ahmadi Michael Tangermann 30 0 0 17 May 2024
Investigating Design Choices in Joint-Embedding Predictive Architectures for General Audio Representation Learning Alain Riou Stefan Lattner Gaëtan Hadjeres Geoffroy Peeters 35 2 0 14 May 2024
Interpretable Multi-task Learning with Shared Variable Embeddings Maciej Żelaszczyk Jacek Mañdziuk 21 0 0 10 May 2024
A review on discriminative self-supervised learning methods Nikolaos Giakoumoglou Tania Stathaki SSL 49 1 0 08 May 2024
FedSC: Provable Federated Self-supervised Learning with Spectral Contrastive Objective over Non-i.i.d. Data Shusen Jing Anlan Yu Shuai Zhang Songyang Zhang FedML 24 1 0 07 May 2024
JOSENet: A Joint Stream Embedding Network for Violence Detection in Surveillance Videos Pietro Nardelli Danilo Comminiello 19 0 0 05 May 2024
Self-supervised Pre-training of Text Recognizers M. Kišš Michal Hradiš SSL 32 1 0 01 May 2024
Integrating Present and Past in Unsupervised Continual Learning Yipeng Zhang Laurent Charlin R. Zemel Mengye Ren CLL 27 2 0 29 Apr 2024
DIRESA, a distance-preserving nonlinear dimension reduction technique based on regularized autoencoders Geert De Paepe Lesley De Cruz 41 0 0 28 Apr 2024
Center-Based Relaxed Learning Against Membership Inference Attacks Xingli Fang Jung-Eun Kim 27 2 0 26 Apr 2024
Comparison of self-supervised in-domain and supervised out-domain transfer learning for bird species recognition H. Ghaffari Paul Devos 37 0 0 26 Apr 2024
OccFeat: Self-supervised Occupancy Feature Prediction for Pretraining BEV Segmentation Networks Sophia Sirko-Galouchenko Alexandre Boulch Spyros Gidaris Andrei Bursuc Antonín Vobecký Patrick Pérez Renaud Marlet 3DPC 30 7 0 22 Apr 2024
SiNC+: Adaptive Camera-Based Vitals with Unsupervised Learning of Periodic Signals Jeremy Speth Nathan Vance Patrick Flynn Adam Czajka 26 1 0 20 Apr 2024
EMC $^2$ : Efficient MCMC Negative Sampling for Contrastive Learning with Global Convergence Chung-Yiu Yau Hoi-To Wai Parameswaran Raman Soumajyoti Sarkar Mingyi Hong 18 1 0 16 Apr 2024
Can We Break Free from Strong Data Augmentations in Self-Supervised Learning? Shruthi Gowda Elahe Arani Bahram Zonooz 28 1 0 15 Apr 2024
Masked Image Modeling as a Framework for Self-Supervised Learning across Eye Movements Robin Weiler Matthias Brucklacher C. Pennartz Sander M. Bohté 31 0 0 12 Apr 2024
NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG Cheol-Hui Lee Hakseung Kim Hyun-jee Han Min-Kyung Jung Byung C. Yoon Dong-Joo Kim 32 5 0 10 Apr 2024
From Barlow Twins to Triplet Training: Differentiating Dementia with Limited Data Yitong Li Tom Nuno Wolf Sebastian Polsterl Igor Yakushev Dennis M. Hedderich Christian Wachinger 18 1 0 09 Apr 2024
A Unified Membership Inference Method for Visual Self-supervised Encoder via Part-aware Capability Jie Zhu Jirong Zha Ding Li Leye Wang 32 6 0 03 Apr 2024
Masked Completion via Structured Diffusion with White-Box Transformers Druv Pai Ziyang Wu Sam Buchanan Yaodong Yu Yi-An Ma 27 13 0 03 Apr 2024
MVEB: Self-Supervised Learning with Multi-View Entropy Bottleneck Liangjiang Wen Xiasi Wang Jianzhuang Liu Zenglin Xu 19 2 0 28 Mar 2024
TransFusion: Contrastive Learning with Transformers Huanran Li Daniel Pimentel-Alarcón 32 0 0 27 Mar 2024
Branch-Tuning: Balancing Stability and Plasticity for Continual Self-Supervised Learning Wenzhuo Liu Fei Zhu Cheng-Lin Liu CLL 30 2 0 27 Mar 2024
Benchmarking Image Transformers for Prostate Cancer Detection from Ultrasound Data Mohamed Harmanani P. Wilson Fahimeh Fooladgar A. Jamzad Mahdi Gilany Minh Nguyen Nhat To Brian Wodlinger Purang Abolmaesumi P. Mousavi ViT MedIm 27 1 0 27 Mar 2024
Piecewise-Linear Manifolds for Deep Metric Learning Shubhang Bhatnagar Narendra Ahuja 28 4 0 22 Mar 2024
On Pretraining Data Diversity for Self-Supervised Learning Hasan Hammoud Tuhin Das Fabio Pizzati Philip H. S. Torr Adel Bibi Bernard Ghanem 98 2 0 20 Mar 2024
MLVICX: Multi-Level Variance-Covariance Exploration for Chest X-ray Self-Supervised Representation Learning Azad Singh Vandan Gorade Deepak Mishra SSL 27 2 0 18 Mar 2024
Securely Fine-tuning Pre-trained Encoders Against Adversarial Examples Ziqi Zhou Minghui Li Wei Liu Shengshan Hu Yechao Zhang Wei Wan Lulu Xue Leo Yu Zhang Dezhong Yao Hai Jin SILM AAML 45 9 0 16 Mar 2024
When can we Approximate Wide Contrastive Models with Neural Tangent Kernels and Principal Component Analysis? Gautham Govind Anil P. Esser D. Ghoshdastidar 29 1 0 13 Mar 2024
VANP: Learning Where to See for Navigation with Self-Supervised Vision-Action Pre-Training Mohammad Nazeri Junzhe Wang Amirreza Payandeh Xuesu Xiao SSL ViT 41 5 0 12 Mar 2024
Intra-video Positive Pairs in Self-Supervised Learning for Ultrasound Blake Vanberlo Alexander Wong Jesse Hoey R. Arntfield 38 2 0 12 Mar 2024
OMH: Structured Sparsity via Optimally Matched Hierarchy for Unsupervised Semantic Segmentation Baran Ozaydin Tong Zhang Deblina Bhattacharjee Sabine Süsstrunk Mathieu Salzmann 29 1 0 11 Mar 2024
LeOCLR: Leveraging Original Images for Contrastive Learning of Visual Representations Mohammad Alkhalefi Georgios Leontidis Mingjun Zhong 61 2 0 11 Mar 2024
Can Generative Models Improve Self-Supervised Representation Learning? Sana Ayromlou Arash Afkanpour Vahid Reza Khazaie Fereshteh Forghani 24 3 0 09 Mar 2024