Self-Supervised Representation Learning: Introduction, Advances and Challenges

18 October 2021

Linus Ericsson

H. Gouk

Chen Change Loy

Timothy M. Hospedales

Papers citing "Self-Supervised Representation Learning: Introduction, Advances and Challenges"

23 / 23 papers shown

Title
Towards Accurate and Interpretable Neuroblastoma Diagnosis via Contrastive Multi-scale Pathological Image Analysis Zhu Zhu Shuo Jiang Jingyuan Zheng Yawen Li Yifei Chen Manli Zhao Weizhong Gu Feiwei Qin Jinhu Wang Gang Yu MedIm 33 0 0 18 Apr 2025
Secure Visual Data Processing via Federated Learning Pedro Santos Tânia Carvalho Filipe Magalhães Luís Antunes FedML 51 0 0 09 Feb 2025
Efficient Distribution Matching of Representations via Noise-Injected Deep InfoMax I. Butakov Alexander Sememenko Alexander Tolmachev Andrey Gladkov Marina Munkhoeva Alexey Frolov 20 0 0 09 Oct 2024
Efficiency-oriented approaches for self-supervised speech representation learning Luis Lugo Valentin Vielzeuf SSL 19 1 0 18 Dec 2023
Jointly spatial-temporal representation learning for individual trajectories Fei Huang Jianrong Lv Yang Yue AI4TS 65 0 0 07 Dec 2023
Which Augmentation Should I Use? An Empirical Investigation of Augmentations for Self-Supervised Phonocardiogram Representation Learning Aristotelis Ballas Vasileios Papapanagiotou Christos Diou 20 0 0 01 Dec 2023
Simple but Effective Unsupervised Classification for Specified Domain Images: A Case Study on Fungi Images Zhaocong liu Fa Zhang Lin Cheng Huanxi Deng Xiaoyan Yang Zhenyu Zhang Chichun Zhou 12 1 0 15 Nov 2023
Wearable data from subjects playing Super Mario, sitting university exams, or performing physical exercise help detect acute mood episodes via self-supervised learning F. Corponi Bryan M. Li G. Anmella Clàudia Valenzuela-Pascual Ariadna Mas ... Allan H Young S. Lawrie H. Whalley D. Hidalgo-Mazzei Antonio Vergari 11 0 0 07 Nov 2023
MOLE: MOdular Learning FramEwork via Mutual Information Maximization Tianchao Li Yulong Pei 17 0 0 15 Aug 2023
Large AI Model-Based Semantic Communications Feibo Jiang Yubo Peng Li Dong Kezhi Wang Kun Yang Cunhua Pan Xiaohu You 17 47 0 07 Jul 2023
Difference-Masking: Choosing What to Mask in Continued Pretraining Alex Wilf Syeda Nahida Akter Leena Mathur Paul Pu Liang Sheryl Mathew Mengrou Shou Eric Nyberg Louis-Philippe Morency CLL SSL 19 4 0 23 May 2023
SELFormer: Molecular Representation Learning via SELFIES Language Models Atakan Yüksel Erva Ulusoy Atabey Ünlü Tunca Dogan 19 54 0 10 Apr 2023
Dexterity from Touch: Self-Supervised Pre-Training of Tactile Representations with Robotic Play Irmak Güzey Ben Evans Soumith Chintala Lerrel Pinto 52 64 0 21 Mar 2023
Amortised Invariance Learning for Contrastive Self-Supervision Ruchika Chavhan H. Gouk Jan Stuehmer Calum Heggan Mehrdad Yaghoobi Timothy M. Hospedales SSL 20 11 0 24 Feb 2023
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 19 56 0 15 Nov 2022
Scalable Representation Learning in Linear Contextual Bandits with Constant Regret Guarantees Andrea Tirinzoni Matteo Papini Ahmed Touati A. Lazaric Matteo Pirotta 8 4 0 24 Oct 2022
SS-VAERR: Self-Supervised Apparent Emotional Reaction Recognition from Video Marija Jegorova Stavros Petridis M. Pantic 20 2 0 20 Oct 2022
Controllable Data Generation by Deep Learning: A Review Shiyu Wang Yuanqi Du Xiaojie Guo Bo Pan Zhaohui Qin Liang Zhao 29 28 0 19 Jul 2022
Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation V. Marsocci Simone Scardapane CLL 13 25 0 23 May 2022
Self-Supervised Speech Representation Learning: A Review Abdel-rahman Mohamed Hung-yi Lee Lasse Borgholt Jakob Drachmann Havtorn Joakim Edin ... Shang-Wen Li Karen Livescu Lars Maaløe Tara N. Sainath Shinji Watanabe SSL AI4TS 124 339 0 21 May 2022
Self-supervised Co-training for Video Representation Learning Tengda Han Weidi Xie Andrew Zisserman SSL 198 371 0 19 Oct 2020
Delving into Inter-Image Invariance for Unsupervised Visual Representations Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL VLM 11 58 0 26 Aug 2020
MoleculeNet: A Benchmark for Molecular Machine Learning Zhenqin Wu Bharath Ramsundar Evan N. Feinberg Joseph Gomes C. Geniesse Aneesh S. Pappu K. Leswing Vijay S. Pande OOD 154 1,748 0 02 Mar 2017