Barlow Twins: Self-Supervised Learning via Redundancy Reduction

4 March 2021

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

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Title
Bayesian Active Learning for Scanning Probe Microscopy: from Gaussian Processes to Hypothesis Learning M. Ziatdinov Yongtao Liu K. Kelley Rama K Vasudevan Sergei V. Kalinin AI4CE 44 49 0 30 May 2022
Self-Supervised Visual Representation Learning with Semantic Grouping Xin Wen Bingchen Zhao Anlin Zheng Xinming Zhang Xiaojuan Qi SSL 117 71 0 30 May 2022
Self-Supervised Pre-training of Vision Transformers for Dense Prediction Tasks Jaonary Rabarisoa Velentin Belissen Florian Chabot Q. C. Pham VLM ViT SSL MDE 23 2 0 30 May 2022
GMML is All you Need Sara Atito Muhammad Awais J. Kittler ViT VLM 46 18 0 30 May 2022
Your Contrastive Learning Is Secretly Doing Stochastic Neighbor Embedding Tianyang Hu Zhili Liu Fengwei Zhou Wenjia Wang Weiran Huang SSL 47 26 0 30 May 2022
CyCLIP: Cyclic Contrastive Language-Image Pretraining Shashank Goel Hritik Bansal S. Bhatia Ryan A. Rossi Vishwa Vinay Aditya Grover CLIP VLM 176 132 0 28 May 2022
Object-wise Masked Autoencoders for Fast Pre-training Jiantao Wu Shentong Mo ViT OCL 22 15 0 28 May 2022
Architecture-Agnostic Masked Image Modeling -- From ViT back to CNN Siyuan Li Di Wu Fang Wu Lei Shang Stan.Z.Li 32 48 0 27 May 2022
Green Hierarchical Vision Transformer for Masked Image Modeling Lang Huang Shan You Mingkai Zheng Fei Wang Chao Qian T. Yamasaki 35 68 0 26 May 2022
HIRL: A General Framework for Hierarchical Image Representation Learning Minghao Xu Yuanfan Guo Xuanyu Zhu Jiawen Li Zhenbang Sun Jiangtao Tang Yi Xu Bingbing Ni SSL 19 3 0 26 May 2022
Contrastive and Non-Contrastive Self-Supervised Learning Recover Global and Local Spectral Embedding Methods Randall Balestriero Yann LeCun SSL 18 129 0 23 May 2022
Orchestra: Unsupervised Federated Learning via Globally Consistent Clustering Ekdeep Singh Lubana Chi Ian Tang F. Kawsar Robert P. Dick Akhil Mathur FedML 34 52 0 23 May 2022
Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation V. Marsocci Simone Scardapane CLL 36 25 0 23 May 2022
Masterful: A Training Platform for Computer Vision Models S. Wookey Yaoshiang Ho Thomas D. Rikert Juan David Gil Lopez Juan Manuel Munoz Beancur ... Ray Tawil Aaron Sabin Jack Lynch Travis Harper Nikhil Gajendrakumar VLM 18 1 0 21 May 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 28 159 0 16 May 2022
On the Difficulty of Defending Self-Supervised Learning against Model Extraction Adam Dziedzic Nikita Dhawan Muhammad Ahmad Kaleem Jonas Guan Nicolas Papernot MIACV 54 22 0 16 May 2022
Scalable Vehicle Re-Identification via Self-Supervision Pirazh Khorramshahi Vineet Shenoy Rama Chellappa 16 0 0 16 May 2022
Learning Representations for New Sound Classes With Continual Self-Supervised Learning Zhepei Wang Cem Subakan Xilin Jiang Junkai Wu Efthymios Tzinis Mirco Ravanelli Paris Smaragdis CLL SSL 67 19 0 15 May 2022
Toward a Geometrical Understanding of Self-supervised Contrastive Learning Romain Cosentino Anirvan M. Sengupta Salman Avestimehr Mahdi Soltanolkotabi Antonio Ortega Ted Willke Mariano Tepper SSL 45 17 0 13 May 2022
Representation learning with function call graph transformations for malware open set recognition Jingyun Jia P. Chan 11 2 0 13 May 2022
The Mechanism of Prediction Head in Non-contrastive Self-supervised Learning Zixin Wen Yuanzhi Li SSL 27 34 0 12 May 2022
An Empirical Study Of Self-supervised Learning Approaches For Object Detection With Transformers Gokul Karthik Kumar Sahal Shaji Mullappilly Abhishek Singh Gehlot ViT 25 1 0 11 May 2022
Simple Contrastive Graph Clustering Yue Liu Xihong Yang Sihang Zhou Xinwang Liu GNN 46 110 0 11 May 2022
Multiplexed Immunofluorescence Brain Image Analysis Using Self-Supervised Dual-Loss Adaptive Masked Autoencoder S. Ly Bai Lin Hung Q. Vo D. Maric B. Roysam H. V. Nguyen 28 0 0 10 May 2022
Self-Supervised Anomaly Detection in Computer Vision and Beyond: A Survey and Outlook H. Hojjati Thi Kieu Khanh Ho Narges Armanfard 26 34 0 10 May 2022
Domain Invariant Masked Autoencoders for Self-supervised Learning from Multi-domains Haiyang Yang Meilin Chen Yizhou Wang Shixiang Tang Feng Zhu Lei Bai Rui Zhao Wanli Ouyang 26 16 0 10 May 2022
Improving genetic risk prediction across diverse population by disentangling ancestry representations P. Gyawali Yann Le Guen Xiaoxia Liu Hua Tang J. Zou Zihuai He 12 7 0 10 May 2022
CoDo: Contrastive Learning with Downstream Background Invariance for Detection Bing Zhao Jun Li Hong Zhu SSL 34 2 0 10 May 2022
Self-Supervised Learning for Invariant Representations from Multi-Spectral and SAR Images P. Jain Bianca Schoen-Phelan R. Ross 27 32 0 04 May 2022
TransRank: Self-supervised Video Representation Learning via Ranking-based Transformation Recognition Haodong Duan Nanxuan Zhao Kai-xiang Chen Dahua Lin ViT AI4TS 33 19 0 04 May 2022
Mapping the landscape of histomorphological cancer phenotypes using self-supervised learning on unlabeled, unannotated pathology slides A. Quiros N. Coudray A. Yeaton Xinyu Yang Bojing Liu ... H. Pass A. Moreira J. L. Quesne A. Tsirigos Ke-Fei Yuan SSL 18 5 0 04 May 2022
Crystal Twins: Self-supervised Learning for Crystalline Material Property Prediction Rishikesh Magar Yuyang Wang Amir Barati Farimani 32 57 0 04 May 2022
CLIP-Art: Contrastive Pre-training for Fine-Grained Art Classification Marcos V. Conde Kerem Turgutlu CLIP VLM 28 94 0 29 Apr 2022
Self-supervised Contrastive Learning for Audio-Visual Action Recognition Yang Liu Y. Tan Haoyu Lan SSL 47 6 0 28 Apr 2022
Large Scale Time-Series Representation Learning via Simultaneous Low and High Frequency Feature Bootstrapping Vandan Gorade Azad Singh Deepak Mishra SSL AI4TS 17 7 0 24 Apr 2022
Universum-inspired Supervised Contrastive Learning Aiyang Han Chuanxing Geng Songcan Chen SSL 29 3 0 22 Apr 2022
DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis F. Haghighi M. Taher Michael B. Gotway Jianming Liang MedIm 19 72 0 21 Apr 2022
Contrastive Test-Time Adaptation Dian Chen Dequan Wang Trevor Darrell Sayna Ebrahimi TTA 19 255 0 21 Apr 2022
BTranspose: Bottleneck Transformers for Human Pose Estimation with Self-Supervised Pre-Training K. Balakrishnan Devesh Upadhyay ViT 21 2 0 21 Apr 2022
Self-Supervised Learning to Guide Scientifically Relevant Categorization of Martian Terrain Images Tejas Panambur Deep Chakraborty Melissa J Meyer R. Milliken Erik Learned-Miller M. Parente 6 13 0 21 Apr 2022
Neuro-BERT: Rethinking Masked Autoencoding for Self-supervised Neurological Pretraining Di Wu Siyuan Li Jie Yang Mohamad Sawan SSL 36 14 0 20 Apr 2022
Diverse Imagenet Models Transfer Better Niv Nayman A. Golbert Asaf Noy Tan Ping Lihi Zelnik-Manor 27 0 0 19 Apr 2022
Sensitivity of sparse codes to image distortions Kyle L. Luther H. S. Seung 11 2 0 15 Apr 2022
CAiD: Context-Aware Instance Discrimination for Self-supervised Learning in Medical Imaging M. Taher F. Haghighi Michael B. Gotway Jianming Liang OOD SSL 13 31 0 15 Apr 2022
Masked Siamese Networks for Label-Efficient Learning Mahmoud Assran Mathilde Caron Ishan Misra Piotr Bojanowski Florian Bordes Pascal Vincent Armand Joulin Michael G. Rabbat Nicolas Ballas SSL 28 310 0 14 Apr 2022
A Novel Approach to Train Diverse Types of Language Models for Health Mention Classification of Tweets Pervaiz Iqbal Khan Imran Razzak Andreas Dengel Sheraz Ahmed MedIm 22 5 0 13 Apr 2022
Self-supervised Vision Transformers for Joint SAR-optical Representation Learning Yi Wang C. Albrecht Xiaoxiang Zhu ViT 24 49 0 11 Apr 2022
A Token-level Contrastive Framework for Sign Language Translation Biao Fu Peigen Ye Liang Zhang Pei-Ju Yu Cong Hu Yidong Chen X. Shi SLR 33 15 0 11 Apr 2022
Self-supervised Speaker Diarization Yehoshua Dissen Felix Kreuk Joseph Keshet 13 4 0 08 Apr 2022
Temporal Alignment for History Representation in Reinforcement Learning Aleksandr Ermolov E. Sangineto N. Sebe AI4TS 21 2 0 07 Apr 2022