Revisiting Self-Supervised Visual Representation Learning

25 January 2019

Papers citing "Revisiting Self-Supervised Visual Representation Learning"

50 / 357 papers shown

Title
A Large-Scale Analysis on Contextual Self-Supervised Video Representation Learning Akash Kumar Ashlesha Kumar Vibhav Vineet Yogesh S Rawat SSL 268 0 0 08 Apr 2025
Convolutional Rectangular Attention Module Hai-Vy Nguyen Fabrice Gamboa Sixin Zhang Reda Chhaibi Serge Gratton Thierry Giaccone 53 0 0 13 Mar 2025
Denoising Hamiltonian Network for Physical Reasoning Congyue Deng Brandon Yushan Feng Cecilia Garraffo Alan Garbarz Robin Walters William T. Freeman Leonidas J. Guibas Kaiming He AI4CE 68 0 0 10 Mar 2025
Semi-Supervised 360 Layout Estimation with Panoramic Collaborative Perturbations Junsong Zhang Chunyu Lin Zhijie Shen Lang Nie K. Liao Yao Zhao 35 0 0 03 Mar 2025
Nonlinear dynamics of localization in neural receptive fields Leon Lufkin Andrew M. Saxe Erin Grant 57 2 0 28 Jan 2025
How Well Do Self-Supervised Methods Perform in Cross-Domain Few-Shot Learning? Yiyi Zhang Ying Zheng Xiaogang Xu Jun Wang SSL 59 4 0 28 Jan 2025
Calibre: Towards Fair and Accurate Personalized Federated Learning with Self-Supervised Learning Sijia Chen Ningxin Su Baochun Li FedML 43 0 0 31 Dec 2024
Scalable Early Childhood Reading Performance Prediction Zhongkai Shangguan Zanming Huang Eshed Ohn-Bar Ola Ozernov-Palchik Derek Kosty Michael Stoolmiller Hank Fien AI4Ed 70 1 0 05 Dec 2024
Understanding the Role of Equivariance in Self-supervised Learning Yifei Wang Kaiwen Hu Sharut Gupta Ziyu Ye Yisen Wang Stefanie Jegelka SSL 52 2 0 10 Nov 2024
Self-supervised cross-modality learning for uncertainty-aware object detection and recognition in applications which lack pre-labelled training data Irum Mehboob Li Sun Alireza Astegarpanah Rustam Stolkin UQCV 48 0 0 05 Nov 2024
VIBES -- Vision Backbone Efficient Selection Joris Guerin Shray Bansal Amirreza Shaban Paulo Mann Harshvardhan Gazula VLM 38 0 0 11 Oct 2024
Brain Mapping with Dense Features: Grounding Cortical Semantic Selectivity in Natural Images With Vision Transformers Andrew F. Luo Jacob Yeung Rushikesh Zawar Shaurya Dewan Margaret M. Henderson Leila Wehbe Michael J. Tarr 34 4 0 07 Oct 2024
Learning Representation for Multitask learning through Self Supervised Auxiliary learning Seokwon Shin Hyungrok Do Youngdoo Son SSL 31 1 0 25 Sep 2024
A Review of Pseudo-Labeling for Computer Vision Patrick Kage Jay C. Rothenberger Pavlos Andreadis Dimitrios I. Diochnos VLM 50 3 0 13 Aug 2024
Continual Learning of Nonlinear Independent Representations Boyang Sun Ignavier Ng Guangyi Chen Yifan Shen Qirong Ho Kun Zhang OOD CML 50 0 0 11 Aug 2024
Unsupervised Representation Learning by Balanced Self Attention Matching Daniel Shalam Simon Korman SSL 38 0 0 04 Aug 2024
A Closer Look at Benchmarking Self-Supervised Pre-training with Image Classification Markus Marks Manuel Knott Neehar Kondapaneni Elijah Cole T. Defraeye Fernando Pérez-Cruz Pietro Perona SSL 50 2 0 16 Jul 2024
Explaining Representation Learning with Perceptual Components Yavuz Yarici Kiran Kokilepersaud Mohit Prabhushankar Ghassan AlRegib SSL FAtt 34 0 0 11 Jun 2024
Using Self-supervised Learning Can Improve Model Fairness Sofia Yfantidou Dimitris Spathis Marios Constantinides Athena Vakali Daniele Quercia F. Kawsar 67 4 0 04 Jun 2024
Unveiling the Potential of AI for Nanomaterial Morphology Prediction Ivan Dubrovsky Andrei Dmitrenko Aleksei Dmitrenko N. Serov Vladimir Vinogradov AI4CE 29 2 0 31 May 2024
Federated Unsupervised Domain Generalization using Global and Local Alignment of Gradients Farhad Pourpanah Mahdiyar Molahasani Milad Soltany Michael A. Greenspan Ali Etemad FedML OOD 152 2 0 25 May 2024
A Review on Discriminative Self-supervised Learning Methods in Computer Vision Nikolaos Giakoumoglou Tania Stathaki Athanasios Gkelias SSL 66 0 0 08 May 2024
Investigating the Benefits of Projection Head for Representation Learning Yihao Xue Eric Gan Jiayi Ni Siddharth Joshi Baharan Mirzasoleiman 51 10 0 18 Mar 2024
Data-efficient Large Vision Models through Sequential Autoregression Jianyuan Guo Zhiwei Hao Chengcheng Wang Yehui Tang Han Wu Han Hu Kai Han Chang Xu VLM 38 10 0 07 Feb 2024
LW-FedSSL: Resource-efficient Layer-wise Federated Self-supervised Learning Ye Lin Tun Chu Myaet Thwal Le Quang Huy Minh N. H. Nguyen Choong Seon Hong FedML 42 2 0 22 Jan 2024
$Color-$S^{4}L$: Self-supervised Semi-supervised Learning with Image Colorization$ Color- $S^{4}L$ : Self-supervised Semi-supervised Learning with Image Colorization Hanxiao Chen SSL VLM 14 3 0 08 Jan 2024
SwitchTab: Switched Autoencoders Are Effective Tabular Learners Jing Wu Suiyao Chen Qi Zhao Renat Sergazinov Chen Li ... Tianpei Xie Hanqing Guo Cheng Ji Daniel Cociorva Hakan Brunzel SSL 62 40 0 04 Jan 2024
Evaluating Fairness in Self-supervised and Supervised Models for Sequential Data Sofia Yfantidou Dimitris Spathis Marios Constantinides Athena Vakali Daniele Quercia F. Kawsar 55 2 0 03 Jan 2024
SFGANS Self-supervised Future Generator for human ActioN Segmentation Or Berman Adam Goldbraikh S. Laufer 24 0 0 31 Dec 2023
Reinforcement-based Display-size Selection for Frugal Satellite Image Change Detection H. Sahbi 29 0 0 28 Dec 2023
Beyond Accuracy: Statistical Measures and Benchmark for Evaluation of Representation from Self-Supervised Learning Jiantao Wu Shentong Mo Sara Atito Josef Kittler Zhenhua Feng Muhammad Awais SSL 33 3 0 02 Dec 2023
C-SAW: Self-Supervised Prompt Learning for Image Generalization in Remote Sensing Avigyan Bhattacharya Mainak Singha Ankit Jha Biplab Banerjee SSL VLM 28 6 0 27 Nov 2023
Battle of the Backbones: A Large-Scale Comparison of Pretrained Models across Computer Vision Tasks Micah Goldblum Hossein Souri Renkun Ni Manli Shu Viraj Prabhu ... Adrien Bardes Judy Hoffman Ramalingam Chellappa Andrew Gordon Wilson Tom Goldstein VLM 83 62 0 30 Oct 2023
A Principled Hierarchical Deep Learning Approach to Joint Image Compression and Classification Siyu Qi Achintha Wijesinghe Lahiru D. Chamain Zhi Ding 19 0 0 30 Oct 2023
ReConTab: Regularized Contrastive Representation Learning for Tabular Data Suiyao Chen Jing Wu N. Hovakimyan Handong Yao 41 34 0 28 Oct 2023
ScaleNet: An Unsupervised Representation Learning Method for Limited Information Huili Huang M. M. Roozbahani SSL 32 806 0 03 Oct 2023
Frugal Satellite Image Change Detection with Deep-Net Inversion H. Sahbi Sebastien Deschamps 44 0 0 26 Sep 2023
Nucleus-aware Self-supervised Pretraining Using Unpaired Image-to-image Translation for Histopathology Images Zhiyun Song Penghui Du Junpeng Yan Keqin Li Jianzhong Shou Maode Lai Yubo Fan Yan Xu 34 7 0 14 Sep 2023
Adapting Self-Supervised Representations to Multi-Domain Setups Neha Kalibhat Sam Sharpe Jeremy Goodsitt Bayan Bruss S. Feizi 34 0 0 07 Sep 2023
A General-Purpose Self-Supervised Model for Computational Pathology Richard J. Chen Tong Ding Ming Y. Lu Drew F. K. Williamson Guillaume Jaume ... Judy J. Wang Walt Williams L. Le Georg Gerber Faisal Mahmood MedIm 28 42 0 29 Aug 2023
When hard negative sampling meets supervised contrastive learning Zijun Long George Killick R. McCreadie Gerardo Aragon Camarasa Zaiqiao Meng SSL 28 3 0 28 Aug 2023
GOPro: Generate and Optimize Prompts in CLIP using Self-Supervised Learning Mainak Singha Ankit Jha Biplab Banerjee VLM 39 4 0 22 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 29 12 0 22 Aug 2023
Unsupervised Representation Learning for Time Series: A Review Qianwen Meng Hangwei Qian Yong Liu Yonghui Xu Zhiqi Shen Li-zhen Cui AI4TS 34 17 0 03 Aug 2023
DINO-CXR: A self supervised method based on vision transformer for chest X-ray classification M. Shakouri F. Iranmanesh M. Eftekhari MedIm 28 4 0 01 Aug 2023
Self-Supervised Learning for Improved Synthetic Aperture Sonar Target Recognition BW Sheffield 34 1 0 27 Jul 2023
Towards a Visual-Language Foundation Model for Computational Pathology Ming Y. Lu Bowen Chen Drew F. K. Williamson Richard J. Chen Ivy Liang ... Andrew Zhang L. Le Georg Gerber Anil V. Parwani Faisal Mahmood VLM MedIm 42 46 0 24 Jul 2023
DSV: An Alignment Validation Loss for Self-supervised Outlier Model Selection Jaemin Yoo Yue Zhao Lingxiao Zhao Leman Akoglu 9 5 0 13 Jul 2023
Multi-network Contrastive Learning Based on Global and Local Representations Weiquan Li Xianzhong Long Yun Li SSL 30 0 0 28 Jun 2023
A Large-Scale Analysis on Self-Supervised Video Representation Learning Akash Kumar Ashlesha Kumar Vibhav Vineet Yogesh S Rawat SSL 31 3 0 09 Jun 2023