Subject-Aware Contrastive Learning for Biosignals

30 June 2020

Papers citing "Subject-Aware Contrastive Learning for Biosignals"

21 / 21 papers shown

Title
Wearable Accelerometer Foundation Models for Health via Knowledge Distillation Salar Abbaspourazad Anshuman Mishra Joseph D. Futoma Andrew C. Miller Ian Shapiro 90 0 0 15 Dec 2024
PaPaGei: Open Foundation Models for Optical Physiological Signals Arvind Pillai Dimitris Spathis F. Kawsar Mohammad Malekzadeh VLM 39 7 0 27 Oct 2024
EEG-Language Modeling for Pathology Detection Sam Gijsen Kerstin Ritter 47 0 0 02 Sep 2024
NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG Cheol-Hui Lee Hakseung Kim Hyun-jee Han Min-Kyung Jung Byung C. Yoon Dong-Joo Kim 37 5 0 10 Apr 2024
Self-supervised Learning for Electroencephalogram: A Systematic Survey Weining Weng Yang Gu Shuai Guo Yuan Ma Zhaohua Yang Yuchen Liu Yiqiang Chen 38 12 0 09 Jan 2024
On the Importance of Step-wise Embeddings for Heterogeneous Clinical Time-Series Rita Kuznetsova Alizée Pace Manuel Burger Hugo Yèche Gunnar Rätsch AI4TS 39 5 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 26 0 0 07 Nov 2023
Personalization of Stress Mobile Sensing using Self-Supervised Learning Tanvir Islam Peter Washington 24 6 0 04 Aug 2023
In-Distribution and Out-of-Distribution Self-supervised ECG Representation Learning for Arrhythmia Detection S. Soltanieh J. Hashemi Ali Etemad 27 11 0 13 Apr 2023
Decoding Neural Signals with Computational Models: A Systematic Review of Invasive BMI Rezwan Firuzi Hamed Ahmadyani Mohammad Foad Abdi Dana Naderi Jahanfar Hassan Ayub Bokani AI4CE 21 1 0 07 Nov 2022
Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency Xiang Zhang Ziyuan Zhao Theodoros Tsiligkaridis Marinka Zitnik AI4TS 37 272 0 17 Jun 2022
Contrastive Learning for Unsupervised Domain Adaptation of Time Series Yilmazcan Ozyurt Stefan Feuerriegel Ce Zhang AI4TS 34 45 0 13 Jun 2022
Analysis of Augmentations for Contrastive ECG Representation Learning S. Soltanieh Ali Etemad J. Hashemi SSL 24 19 0 30 May 2022
Self-Supervised Representation Learning: Introduction, Advances and Challenges Linus Ericsson Henry Gouk Chen Change Loy Timothy M. Hospedales SSL OOD AI4TS 34 273 0 18 Oct 2021
Time-Series Representation Learning via Temporal and Contextual Contrasting Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li Cuntai Guan AI4TS 42 491 0 26 Jun 2021
Neighborhood Contrastive Learning Applied to Online Patient Monitoring Hugo Yèche Gideon Dresdner Francesco Locatello Matthias Huser Gunnar Rätsch 24 46 0 09 Jun 2021
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 40 9 0 05 Jun 2021
3KG: Contrastive Learning of 12-Lead Electrocardiograms using Physiologically-Inspired Augmentations Bryan Gopal Ryan Han Gautham Raghupathi A. Ng G. Tison Pranav Rajpurkar MedIm 13 57 0 21 Apr 2021
Self-supervised representation learning from 12-lead ECG data Temesgen Mehari Nils Strodthoff SSL 21 141 0 23 Mar 2021
Mine Your Own vieW: Self-Supervised Learning Through Across-Sample Prediction Mehdi Azabou M. G. Azar Ran Liu Chi-Heng Lin Erik C. Johnson ... Lindsey Kitchell Keith B. Hengen William R. Gray Roncal Michal Valko Eva L. Dyer AI4TS 35 56 0 19 Feb 2021
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients Dani Kiyasseh T. Zhu David A. Clifton 33 186 0 27 May 2020