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
Paying More Attention to Self-attention: Improving Pre-trained Language Models via Attention Guiding Shanshan Wang Zhumin Chen Z. Ren Huasheng Liang Qiang Yan Pengjie Ren 30 9 0 06 Apr 2022
VNIbCReg: VICReg with Neighboring-Invariance and better-Covariance Evaluated on Non-stationary Seismic Signal Time Series Daesoo Lee Erlend Aune N. Langet J. Eidsvik 15 0 0 06 Apr 2022
Beyond Separability: Analyzing the Linear Transferability of Contrastive Representations to Related Subpopulations Jeff Z. HaoChen Colin Wei Ananya Kumar Tengyu Ma 28 37 0 06 Apr 2022
POS-BERT: Point Cloud One-Stage BERT Pre-Training Kexue Fu Peng Gao Shaolei Liu Renrui Zhang Yu Qiao Manning Wang 3DPC 24 18 0 03 Apr 2022
Simplicial Embeddings in Self-Supervised Learning and Downstream Classification Samuel Lavoie Christos Tsirigotis Max Schwarzer Ankit Vani Michael Noukhovitch Kenji Kawaguchi Aaron C. Courville SSL 24 17 0 01 Apr 2022
On the Importance of Asymmetry for Siamese Representation Learning Tianlin Li Haoqi Fan Yuandong Tian Daisuke Kihara Xinlei Chen SSL 30 51 0 01 Apr 2022
Connect, Not Collapse: Explaining Contrastive Learning for Unsupervised Domain Adaptation Kendrick Shen Robbie Jones Ananya Kumar Sang Michael Xie Jeff Z. HaoChen Tengyu Ma Percy Liang SSL 34 85 0 01 Apr 2022
Self-distillation Augmented Masked Autoencoders for Histopathological Image Classification Yang Luo Zhineng Chen Shengtian Zhou Xieping Gao 31 1 0 31 Mar 2022
Analyzing the factors affecting usefulness of Self-Supervised Pre-trained Representations for Speech Recognition Ashish Seth L. D. Prasad Sreyan Ghosh S. Umesh 30 3 0 31 Mar 2022
Dual Temperature Helps Contrastive Learning Without Many Negative Samples: Towards Understanding and Simplifying MoCo Chaoning Zhang Kang Zhang T. Pham Axi Niu Zhinan Qiao Chang D. Yoo In So Kweon 24 54 0 30 Mar 2022
AmsterTime: A Visual Place Recognition Benchmark Dataset for Severe Domain Shift Burak Yıldız Seyran Khademi R. Siebes J. C. V. Gemert 22 19 0 30 Mar 2022
How Does SimSiam Avoid Collapse Without Negative Samples? A Unified Understanding with Self-supervised Contrastive Learning Chaoning Zhang Kang Zhang Chenshuang Zhang T. Pham Chang D. Yoo In So Kweon SSL 29 71 0 30 Mar 2022
Contrasting the landscape of contrastive and non-contrastive learning Ashwini Pokle Jinjin Tian Yuchen Li Andrej Risteski SSL 30 28 0 29 Mar 2022
mc-BEiT: Multi-choice Discretization for Image BERT Pre-training Xiaotong Li Yixiao Ge Kun Yi Zixuan Hu Ying Shan Ling-yu Duan 37 38 0 29 Mar 2022
SPAct: Self-supervised Privacy Preservation for Action Recognition I. Dave Cheng Chen M. Shah PICV 24 55 0 29 Mar 2022
Learning Where to Learn in Cross-View Self-Supervised Learning Lang Huang Shan You Mingkai Zheng Fei Wang Chao Qian T. Yamasaki SSL 22 41 0 28 Mar 2022
DeLoRes: Decorrelating Latent Spaces for Low-Resource Audio Representation Learning Sreyan Ghosh Ashish Seth and Deepak Mittal Maneesh Singh S. Umesh SSL 27 6 0 25 Mar 2022
Self-Supervised Predictive Learning: A Negative-Free Method for Sound Source Localization in Visual Scenes Zengjie Song Yuxi Wang Junsong Fan Tieniu Tan Zhaoxiang Zhang SSL 16 42 0 25 Mar 2022
The Challenges of Continuous Self-Supervised Learning Senthil Purushwalkam Pedro Morgado Abhinav Gupta CLL 19 41 0 23 Mar 2022
Interpretable Prediction of Lung Squamous Cell Carcinoma Recurrence With Self-supervised Learning Weicheng Zhu C. Fernandez‐Granda N. Razavian SSL 16 4 0 23 Mar 2022
PaCa-ViT: Learning Patch-to-Cluster Attention in Vision Transformers Ryan Grainger Thomas Paniagua Xi Song Naresh P. Cuntoor Mun Wai Lee Tianfu Wu ViT 10 7 0 22 Mar 2022
Feature Distribution Matching for Federated Domain Generalization Yuwei Sun Ng Chong H. Ochiai OOD 15 30 0 22 Mar 2022
Representation Uncertainty in Self-Supervised Learning as Variational Inference Hiroki Nakamura Masashi Okada T. Taniguchi 25 18 0 22 Mar 2022
Unsupervised Network Embedding Beyond Homophily Zhiqiang Zhong Guadalupe Gonzalez Daniele Grattarola Jun Pang OODD GNN 19 6 0 21 Mar 2022
Domain Generalization by Mutual-Information Regularization with Pre-trained Models Junbum Cha Kyungjae Lee Sungrae Park Sanghyuk Chun OOD 26 131 0 21 Mar 2022
Inferring topological transitions in pattern-forming processes with self-supervised learning M. Abram Keith Burghardt Greg Ver Steeg Aram Galstyan Rémi Dingreville AI4CE 19 9 0 19 Mar 2022
Contrastive Learning with Positive-Negative Frame Mask for Music Representation D. Yao Zhou Zhao Shengyu Zhang Jieming Zhu Yudong Zhu Rui Zhang Xiuqiang He 28 21 0 17 Mar 2022
Object discovery and representation networks Olivier J. Hénaff Skanda Koppula Evan Shelhamer Daniel Zoran Andrew Jaegle Andrew Zisserman João Carreira Relja Arandjelović 44 87 0 16 Mar 2022
Weak Augmentation Guided Relational Self-Supervised Learning Mingkai Zheng Shan You Fei Wang Chao Qian Changshui Zhang Xiaogang Wang Chang Xu 32 4 0 16 Mar 2022
Data Efficient 3D Learner via Knowledge Transferred from 2D Model Ping Yu Cheng Sun Min Sun 3DPC 26 11 0 16 Mar 2022
SCD: Self-Contrastive Decorrelation for Sentence Embeddings T. Klein Moin Nabi SSL 33 25 0 15 Mar 2022
Magnification Prior: A Self-Supervised Method for Learning Representations on Breast Cancer Histopathological Images Prakash Chandra Chhipa Richa Upadhyay G. Pihlgren Rajkumar Saini Seiichi Uchida Marcus Liwicki SSL MedIm 33 19 0 15 Mar 2022
Improving Event Representation via Simultaneous Weakly Supervised Contrastive Learning and Clustering Jun Gao Wei Wang Changlong Yu Huan Zhao Wilfred Ng Ruifeng Xu SSL DRL 19 25 0 15 Mar 2022
Task-Agnostic Robust Representation Learning A. Nguyen Ser Nam Lim Philip H. S. Torr SSL OOD 16 4 0 15 Mar 2022
S5CL: Unifying Fully-Supervised, Self-Supervised, and Semi-Supervised Learning Through Hierarchical Contrastive Learning Manuel Tran S. J. Wagner Melanie Boxberg T. Peng SSL 17 12 0 14 Mar 2022
Disentangled Representation Learning for Text-Video Retrieval Qiang Wang Yanhao Zhang Yun Zheng Pan Pan Xiansheng Hua 45 76 0 14 Mar 2022
Rethinking Minimal Sufficient Representation in Contrastive Learning Haoqing Wang Xun Guo Zhiwei Deng Yan Lu SSL 19 73 0 14 Mar 2022
Chart-to-Text: A Large-Scale Benchmark for Chart Summarization Shankar Kanthara Rixie Tiffany Ko Leong Xiang Lin Ahmed Masry Megh Thakkar Enamul Hoque Shafiq R. Joty 25 135 0 12 Mar 2022
Knowledge Distillation as Efficient Pre-training: Faster Convergence, Higher Data-efficiency, and Better Transferability Ruifei He Shuyang Sun Jihan Yang Song Bai Xiaojuan Qi 29 36 0 10 Mar 2022
MetAug: Contrastive Learning via Meta Feature Augmentation Jiangmeng Li Jingyao Wang Changwen Zheng Bing-Huang Su Hui Xiong 22 23 0 10 Mar 2022
Text-DIAE: A Self-Supervised Degradation Invariant Autoencoders for Text Recognition and Document Enhancement Mohamed Ali Souibgui Sanket Biswas Andrés Mafla Ali Furkan Biten Alicia Fornés Yousri Kessentini Josep Lladós Lluís Gómez Dimosthenis Karatzas 21 23 0 09 Mar 2022
Towards Inadequately Pre-trained Models in Transfer Learning Andong Deng Xingjian Li Di Hu Tianyang Wang Haoyi Xiong Chengzhong Xu 11 6 0 09 Mar 2022
HEAR: Holistic Evaluation of Audio Representations Joseph P. Turian Jordie Shier H. Khan Bhiksha Raj Björn W. Schuller ... P. Esling Pranay Manocha Shinji Watanabe Zeyu Jin Yonatan Bisk 36 99 0 06 Mar 2022
MixCL: Pixel label matters to contrastive learning Jun Li Quan Quan S. Kevin Zhou SSL 31 1 0 04 Mar 2022
Measuring Self-Supervised Representation Quality for Downstream Classification using Discriminative Features N. Kalibhat Kanika Narang Hamed Firooz Maziar Sanjabi S. Feizi SSL 38 7 0 03 Mar 2022
Audio Self-supervised Learning: A Survey Shuo Liu Adria Mallol-Ragolta Emilia Parada-Cabeleiro Kun Qian Xingshuo Jing Alexander Kathan Bin Hu Bjoern W. Schuller SSL 35 106 0 02 Mar 2022
DreamingV2: Reinforcement Learning with Discrete World Models without Reconstruction Masashi Okada T. Taniguchi 3DV OffRL 28 22 0 01 Mar 2022
Robots Autonomously Detecting People: A Multimodal Deep Contrastive Learning Method Robust to Intraclass Variations Angus Fung B. Benhabib G. Nejat 19 12 0 01 Mar 2022
Exploring the Impact of Negative Samples of Contrastive Learning: A Case Study of Sentence Embedding Rui Cao Yihao Wang Y. Liang Ling Gao Jie Zheng Jie Ren Zheng Wang 24 34 0 26 Feb 2022
SWIS: Self-Supervised Representation Learning For Writer Independent Offline Signature Verification Siladittya Manna Soumitri Chattopadhyay Saumik Bhattacharya Umapada Pal 8 12 0 26 Feb 2022