Self-supervised representation learning from 12-lead ECG data

23 March 2021

Papers citing "Self-supervised representation learning from 12-lead ECG data"

50 / 50 papers shown

Title
Towards Hardware Supported Domain Generalization in DNN-Based Edge Computing Devices for Health Monitoring Johnson Loh Lyubov Dudchenko Justus Viga T. Gemmeke 57 0 0 12 Mar 2025
A Systematic Review of ECG Arrhythmia Classification: Adherence to Standards, Fair Evaluation, and Embedded Feasibility Guilherme Silva Pedro H. L. Silva Gladston J. P. Moreira Vander L. S. Freitas Jadson Gertrudes Eduardo José da S. Luz 57 0 0 10 Mar 2025
Wearable Accelerometer Foundation Models for Health via Knowledge Distillation Salar Abbaspourazad Anshuman Mishra Joseph D. Futoma Andrew C. Miller Ian Shapiro 88 0 0 15 Dec 2024
Self-Supervised Learning with Probabilistic Density Labeling for Rainfall Probability Estimation Junha Lee Sojung An Sujeong You Namik Cho 73 0 0 08 Dec 2024
HeartBERT: A Self-Supervised ECG Embedding Model for Efficient and Effective Medical Signal Analysis Saedeh Tahery Fatemeh Hamid Akhlaghi Termeh Amirsoleimani OOD 80 1 0 08 Nov 2024
Considerations for Distribution Shift Robustness of Diagnostic Models in Healthcare Arno Blaas Adam Goliñski Andrew C. Miller Luca Zappella J. Jacobsen Christina Heinze-Deml OOD 28 0 0 25 Oct 2024
Learning General Representation of 12-Lead Electrocardiogram with a Joint-Embedding Predictive Architecture Sehun Kim 31 1 0 11 Oct 2024
Estimating ECG Intervals from Lead-I Alone: External Validation of Supervised Models Ridwan Alam Collin M. Stultz 24 0 0 12 Aug 2024
Guidelines for Augmentation Selection in Contrastive Learning for Time Series Classification Ziyu Liu Azadeh Alavi Minyi Li Xiang Zhang AI4TS 27 2 0 12 Jul 2024
Efficient Multi-View Fusion and Flexible Adaptation to View Missing in Cardiovascular System Signals Qihan Hu Daomiao Wang Hong Wu Jian Liu Cuiwei Yang 38 0 0 13 Jun 2024
Unlocking Telemetry Potential: Self-Supervised Learning for Continuous Clinical Electrocardiogram Monitoring Thomas Kite Uzair Tahamid Siam Brian Ayers Nicholas Houstis Aaron D Aguirre 32 1 0 07 Jun 2024
ECG Semantic Integrator (ESI): A Foundation ECG Model Pretrained with LLM-Enhanced Cardiological Text Han Yu Peikun Guo Akane Sano 34 15 0 26 May 2024
Modally Reduced Representation Learning of Multi-Lead ECG Signals through Simultaneous Alignment and Reconstruction Nabil Ibtehaz Masood S. Mortazavi 21 0 0 24 May 2024
Automated Contrastive Learning Strategy Search for Time Series Baoyu Jing Yansen Wang Guoxin Sui Jing Hong Jingrui He Yuqing Yang Dongsheng Li Kan Ren AI4TS 32 6 0 19 Mar 2024
Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of Electrocardiogram Yeongyeon Na Minje Park Yunwon Tae S. Joo 27 24 0 02 Feb 2024
Prospects for AI-Enhanced ECG as a Unified Screening Tool for Cardiac and Non-Cardiac Conditions -- An Explorative Study in Emergency Care Nils Strodthoff Juan Miguel Lopez Alcaraz Wilhelm Haverkamp 19 0 0 18 Dec 2023
Large-scale Training of Foundation Models for Wearable Biosignals Salar Abbaspourazad Oussama Elachqar Andrew C. Miller S. Emrani Udhyakumar Nallasamy Ian Shapiro 23 31 0 08 Dec 2023
Which Augmentation Should I Use? An Empirical Investigation of Augmentations for Self-Supervised Phonocardiogram Representation Learning Aristotelis Ballas Vasileios Papapanagiotou Christos Diou 30 0 0 01 Dec 2023
IncepSE: Leveraging InceptionTime's performance with Squeeze and Excitation mechanism in ECG analysis Tue Cao Nhat Tran Le Nguyen Hieu Pham Hung Nguyen 28 1 0 16 Nov 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 35 117 0 16 Oct 2023
Using explainable AI to investigate electrocardiogram changes during healthy aging -- from expert features to raw signals Gabriel Ott Yannik Schaubelt Juan Miguel Lopez Alcaraz Wilhelm Haverkamp Nils Strodthoff 24 5 0 11 Oct 2023
S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models Tiezhi Wang Nils Strodthoff 47 5 0 10 Oct 2023
ETP: Learning Transferable ECG Representations via ECG-Text Pre-training Che Liu Zhongwei Wan Sibo Cheng Mi Zhang Rossella Arcucci 27 36 0 06 Sep 2023
Masked Transformer for Electrocardiogram Classification Ya Zhou Xiaolin Diao Yanni Huo Yang Liu Xiaohan Fan Wei-Ye Zhao MedIm 27 2 0 31 Aug 2023
Towards quantitative precision for ECG analysis: Leveraging state space models, self-supervision and patient metadata Temesgen Mehari Nils Strodthoff 21 17 0 29 Aug 2023
Deep Metric Learning for the Hemodynamics Inference with Electrocardiogram Signals Hyewon Jeong Collin M. Stultz Marzyeh Ghassemi 25 4 0 09 Aug 2023
Liquidity takers behavior representation through a contrastive learning approach Rui Ruan Emmanuel Bacry Jean-François Muzy 17 0 0 09 Jun 2023
Explaining Deep Learning for ECG Analysis: Building Blocks for Auditing and Knowledge Discovery Patrick Wagner Temesgen Mehari Wilhelm Haverkamp Nils Strodthoff 34 18 0 26 May 2023
Subject-based Non-contrastive Self-Supervised Learning for ECG Signal Processing A. Atienza J. Bardram S. Puthusserypady 11 0 0 12 May 2023
Domain Adaptable Self-supervised Representation Learning on Remote Sensing Satellite Imagery M. Chopra Prakash Chandra Chhipa G. Mengi Varun Gupta Marcus Liwicki SSL 25 1 0 19 Apr 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
Deep learning based ECG segmentation for delineation of diverse arrhythmias Chankyu Joung Mijin Kim Taejin Paik S. Kong Seung-Young Oh ... Joong-Sik Hong Wan-Joong Kim Woong Kook M. Cha Otto van Koert 16 5 0 13 Apr 2023
Frozen Language Model Helps ECG Zero-Shot Learning Jun Yu Li Che Liu Sibo Cheng Rossella Arcucci linda Qiao 18 59 0 22 Mar 2023
Towards Domain Generalization for ECG and EEG Classification: Algorithms and Benchmarks Aristotelis Ballas Christos Diou OOD 22 12 0 20 Mar 2023
A Dual-scale Lead-seperated Transformer With Lead-orthogonal Attention And Meta-information For Ecg Classification Y. Li Guijin Wang Zhourui Xia Wenming Yang Li Sun MedIm 29 1 0 23 Nov 2022
Pretraining ECG Data with Adversarial Masking Improves Model Generalizability for Data-Scarce Tasks Jessica Y. Bo Hen-Wei Huang Alvin Chan G. Traverso MedIm 27 4 0 15 Nov 2022
Advancing the State-of-the-Art for ECG Analysis through Structured State Space Models Temesgen Mehari Nils Strodthoff 21 11 0 14 Nov 2022
Classification and Self-Supervised Regression of Arrhythmic ECG Signals Using Convolutional Neural Networks B. Grabowski P. Głomb Wojciech Masarczyk Pawel Plawiak Ozal Yildirim U. Acharya Ruyan Tan 19 3 0 25 Oct 2022
LEAVES: Learning Views for Time-Series Data in Contrastive Learning Han Yu Huiyuan Yang Akane Sano AI4TS 35 5 0 13 Oct 2022
Multimodality Multi-Lead ECG Arrhythmia Classification using Self-Supervised Learning Thi-Thu-Hong Phan Duc Le Brijesh Patel Donald Adjeroh Jingxian Wu M. Jensen Ngan Le 19 11 0 30 Sep 2022
Transfer Learning Application of Self-supervised Learning in ARPES S. Ekahana Genta Indra Winata Y. Soh G. Aeppli Radovic Milan Mingzhi Shi 20 5 0 23 Aug 2022
A Domain Generalization Approach for Out-Of-Distribution 12-lead ECG Classification with Convolutional Neural Networks Aristotelis Ballas Christos Diou OOD 11 6 0 20 Aug 2022
From Modern CNNs to Vision Transformers: Assessing the Performance, Robustness, and Classification Strategies of Deep Learning Models in Histopathology Maximilian Springenberg A. Frommholz M. Wenzel Eva Weicken Jackie Ma Nils Strodthoff MedIm 25 42 0 11 Apr 2022
Data Augmentation for Electrocardiograms Aniruddh Raghu Divya Shanmugam E. Pomerantsev John Guttag Collin M. Stultz 21 18 0 09 Apr 2022
Lead-agnostic Self-supervised Learning for Local and Global Representations of Electrocardiogram Jungwoo Oh Hyunseung Chung Joon-Myoung Kwon Dongwoo Hong E. Choi SSL 4 34 0 14 Mar 2022
Intra-Inter Subject Self-supervised Learning for Multivariate Cardiac Signals Xiang Lan Dianwen Ng linda Qiao Mengling Feng OOD 51 51 0 18 Sep 2021
Computer Vision Self-supervised Learning Methods on Time Series Daesoo Lee Technology AI4TS 31 4 0 02 Sep 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
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,371 0 09 Mar 2020
Bag of Tricks for Image Classification with Convolutional Neural Networks Tong He Zhi-Li Zhang Hang Zhang Zhongyue Zhang Junyuan Xie Mu Li 221 1,399 0 04 Dec 2018