Barlow Twins: Self-Supervised Learning via Redundancy Reduction

4 March 2021

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

50 / 1,364 papers shown

Title
Disentangling Masked Autoencoders for Unsupervised Domain Generalization An Zhang Han Wang Xiang Wang Tat-Seng Chua 49 0 0 10 Jul 2024
TE-SSL: Time and Event-aware Self Supervised Learning for Alzheimer's Disease Progression Analysis Jacob Thrasher Alina Devkota Ahmed Tafti Binod Bhattarai P. Gyawali 28 0 0 09 Jul 2024
Multiple Instance Verification Xin Xu Eibe Frank G. Holmes 26 0 0 09 Jul 2024
Bringing Masked Autoencoders Explicit Contrastive Properties for Point Cloud Self-Supervised Learning Bin Ren Guofeng Mei D. Paudel Weijie Wang Yawei Li Mengyuan Liu Rita Cucchiara Luc Van Gool N. Sebe 3DPC 45 7 0 08 Jul 2024
Self-supervised Learning via Cluster Distance Prediction for Operating Room Context Awareness Idris Hamoud Alexandros Karargyris Aidean Sharghi Omid Mohareri N. Padoy SSL 28 1 0 07 Jul 2024
ESQA: Event Sequences Question Answering Irina Abdullaeva Andrei Filatov Mikhail Orlov Ivan Karpukhin Viacheslav Vasilev Denis Dimitrov Andrey Kuznetsov Ivan A Kireev Andrey Savchenko 44 0 0 03 Jul 2024
DCoM: Active Learning for All Learners Inbal Mishal D. Weinshall VLM 30 0 0 01 Jul 2024
Extract More from Less: Efficient Fine-Grained Visual Recognition in Low-Data Regimes Dmitry Demidov Abduragim Shtanchaev M. Mihaylov Mohammad Almansoori 82 0 0 28 Jun 2024
InfoNCE: Identifying the Gap Between Theory and Practice E. Rusak Patrik Reizinger Attila Juhos Oliver Bringmann Roland S. Zimmermann Wieland Brendel 33 5 0 28 Jun 2024
Encourage or Inhibit Monosemanticity? Revisit Monosemanticity from a Feature Decorrelation Perspective Hanqi Yan Yanzheng Xiang Guangyi Chen Yifei Wang Lin Gui Yulan He 39 5 0 25 Jun 2024
Cross-domain Transfer of Valence Preferences via a Meta-optimization Approach Chuang Zhao Hongke Zhao Ming He Xiaomeng Li Jianping Fan 32 0 0 24 Jun 2024
Towards evolution of Deep Neural Networks through contrastive Self-Supervised learning Adriano Vinhas João Correia Penousal Machado SSL 27 1 0 20 Jun 2024
Fair Differentiable Neural Network Architecture Search for Long-Tailed Data with Self-Supervised Learning Jiaming Yan 53 0 0 19 Jun 2024
Mixing Natural and Synthetic Images for Robust Self-Supervised Representations Reza Akbarian Bafghi Nidhin Harilal C. Monteleoni M. Raissi DiffM 33 0 0 18 Jun 2024
Semantic Graph Consistency: Going Beyond Patches for Regularizing Self-Supervised Vision Transformers Chaitanya Devaguptapu Sumukh K. Aithal Shrinivas Ramasubramanian Moyuru Yamada Manohar Kaul ViT 34 0 0 18 Jun 2024
GAugLLM: Improving Graph Contrastive Learning for Text-Attributed Graphs with Large Language Models Yi Fang Dongzhe Fan Daochen Zha Qiaoyu Tan 42 9 0 17 Jun 2024
On the Effectiveness of Supervision in Asymmetric Non-Contrastive Learning Jeongheon Oh Kibok Lee SSL 37 1 0 16 Jun 2024
Occam's Razor for Self Supervised Learning: What is Sufficient to Learn Good Representations? Mark Ibrahim David Klindt Randall Balestriero SSL 56 2 1 15 Jun 2024
SemanticMIM: Marring Masked Image Modeling with Semantics Compression for General Visual Representation Yike Yuan Huanzhang Dou Fengjun Guo Xi Li 33 2 0 15 Jun 2024
Towards an Improved Understanding and Utilization of Maximum Manifold Capacity Representations Rylan Schaeffer Victor Lecomte Dhruv Pai Andres Carranza Berivan Isik ... Yann LeCun SueYeon Chung Andrey Gromov Ravid Shwartz-Ziv Sanmi Koyejo 46 5 0 13 Jun 2024
Strategies for Pretraining Neural Operators Anthony Y. Zhou Cooper Lorsung AmirPouya Hemmasian Amir Barati Farimani AI4CE 39 5 0 12 Jun 2024
SimSAM: Simple Siamese Representations Based Semantic Affinity Matrix for Unsupervised Image Segmentation Chanda Grover Kamra Indra Deep Mastan Nitin Kumar Debayan Gupta 34 1 0 12 Jun 2024
Explaining Representation Learning with Perceptual Components Yavuz Yarici Kiran Kokilepersaud M. Prabhushankar Ghassan AlRegib SSL FAtt 24 0 0 11 Jun 2024
Training Dynamics of Nonlinear Contrastive Learning Model in the High Dimensional Limit Lineghuan Meng Chuang Wang 23 1 0 11 Jun 2024
UVIS: Unsupervised Video Instance Segmentation Shuaiyi Huang Saksham Suri Kamal Gupta Sai Saketh Rambhatla Ser-Nam Lim Abhinav Shrivastava VLM 31 3 0 11 Jun 2024
Latent Representation Matters: Human-like Sketches in One-shot Drawing Tasks Victor Boutin Rishav Mukherji Aditya Agrawal Sabine Muzellec Thomas Fel Thomas Serre Rufin VanRullen DiffM 31 0 0 10 Jun 2024
ProFeAT: Projected Feature Adversarial Training for Self-Supervised Learning of Robust Representations Sravanti Addepalli Priyam Dey R. Venkatesh Babu 40 0 0 09 Jun 2024
Regularized Training with Generated Datasets for Name-Only Transfer of Vision-Language Models Minho Park S. Park Jooyeol Yun Jaegul Choo VLM 35 0 0 08 Jun 2024
Towards Interpretable Deep Local Learning with Successive Gradient Reconciliation Yibo Yang Xiaojie Li Motasem Alfarra Hasan Hammoud Adel Bibi Philip H. S. Torr Bernard Ghanem 37 2 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
Enhancing 2D Representation Learning with a 3D Prior Mehmet Aygun Prithviraj Dhar Zhicheng Yan Oisin Mac Aodha Rakesh Ranjan SSL 56 1 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
Task-oriented Embedding Counts: Heuristic Clustering-driven Feature Fine-tuning for Whole Slide Image Classification Xuenian Wang Shanshan Shi Renao Yan Qiehe Sun Lianghui Zhu Tian Guan Yonghong He 21 0 0 02 Jun 2024
An Unsupervised Approach for Periodic Source Detection in Time Series B. U. Demirel Christian Holz AI4TS 42 1 0 01 Jun 2024
Forward-Backward Knowledge Distillation for Continual Clustering M. Sadeghi Zihan Wang Narges Armanfard CLL 24 0 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
Views Can Be Deceiving: Improved SSL Through Feature Space Augmentation Kimia Hamidieh Haoran Zhang Swami Sankaranarayanan Marzyeh Ghassemi 43 0 0 28 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 24 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 32 1 0 28 May 2024
Relational Self-supervised Distillation with Compact Descriptors for Image Copy Detection Juntae Kim Sungwon Woo Jongho Nang 42 1 0 28 May 2024
Spectral regularization for adversarially-robust representation learning Sheng Yang Jacob A. Zavatone-Veth C. Pehlevan AAML OOD 43 0 0 27 May 2024
TokenUnify: Scalable Autoregressive Visual Pre-training with Mixture Token Prediction Yinda Chen Haoyuan Shi Xiaoyu Liu Te Shi Ruobing Zhang Dong Liu Zhiwei Xiong Feng Wu 42 9 0 27 May 2024
Probabilistic Contrastive Learning with Explicit Concentration on the Hypersphere H. Li Ouyang Cheng Tamaz Amiranashvili Matthew S. Rosen Bjoern H. Menze J. Iglesias 41 0 0 26 May 2024
ComFace: Facial Representation Learning with Synthetic Data for Comparing Faces Yusuke Akamatsu Terumi Umematsu Hitoshi Imaoka Shizuko Gomi Hideo Tsurushima 91 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
Polyp Segmentation Generalisability of Pretrained Backbones Edward Sanderson B. Matuszewski 29 0 0 24 May 2024
MuDreamer: Learning Predictive World Models without Reconstruction Maxime Burchi Radu Timofte 32 3 0 23 May 2024
Efficiency for Free: Ideal Data Are Transportable Representations Peng Sun Yi Jiang Tao Lin DD 41 0 0 23 May 2024
Capsule Network Projectors are Equivariant and Invariant Learners Miles Everett A. Durrant Mingjun Zhong Georgios Leontidis SSL 3DPC 45 2 0 23 May 2024
Leveraging Semantic Segmentation Masks with Embeddings for Fine-Grained Form Classification Taylor Archibald Tony R. Martinez AI4TS 23 0 0 23 May 2024