Reading Your Heart: Learning ECG Words and Sentences via Pre-training ECG Language Model

15 February 2025

Papers citing "Reading Your Heart: Learning ECG Words and Sentences via Pre-training ECG Language Model"

25 / 25 papers shown

Title
Signal, Image, or Symbolic: Exploring the Best Input Representation for Electrocardiogram-Language Models Through a Unified Framework William Jongwon Han Chaojing Duan Zhepeng Cen Yihang Yao Xiaoyu Song Atharva Mhaskar Dylan Leong Michael A. Rosenberg Emerson Liu Ding Zhao 22 0 0 24 May 2025
Towards Robust Multimodal Physiological Foundation Models: Handling Arbitrary Missing Modalities Xi Fu Wei-Bang Jiang Yi Ding Cuntai Guan 70 0 0 28 Apr 2025
ECG Identity Authentication in Open-set with Multi-model Pretraining and Self-constraint Center & Irrelevant Sample Repulsion Learning Mingyu Dong Zhidong Zhao Hao Wang Yefei Zhang Yanjun Deng 329 0 0 25 Apr 2025
SuPreME: A Supervised Pre-training Framework for Multimodal ECG Representation Learning Mingsheng Cai Jiuming Jiang Wenhao Huang Che Liu Rossella Arcucci AI4TS 69 0 0 27 Feb 2025
Knowledge-enhanced Multimodal ECG Representation Learning with Arbitrary-Lead Inputs Che Liu Cheng Ouyang Zhongwei Wan Haozhe Wang Wenjia Bai Rossella Arcucci 74 1 0 25 Feb 2025
Large Brain Model for Learning Generic Representations with Tremendous EEG Data in BCI Wei-Bang Jiang Li-Ming Zhao Bao-Liang Lu 62 74 0 29 May 2024
Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement Che Liu Zhongwei Wan Ouyang Cheng Anand Shah Wenjia Bai Rossella Arcucci 49 30 0 11 Mar 2024
Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of Electrocardiogram Yeongyeon Na Minje Park Yunwon Tae S. Joo 52 26 0 02 Feb 2024
ECGBERT: Understanding Hidden Language of ECGs with Self-Supervised Representation Learning Seokmin Choi Sajad Mousavi Phillip Si Haben Yhdego Fatemeh Khadem Fatemeh Afghah SSL 65 4 0 10 Jun 2023
BEiT v2: Masked Image Modeling with Vector-Quantized Visual Tokenizers Zhiliang Peng Li Dong Hangbo Bao QiXiang Ye Furu Wei 40 314 0 12 Aug 2022
Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer Wen-Rang Zhang Ling Yang Shijia Geng Shenda Hong ViT AI4TS 39 42 0 20 May 2022
Lead-agnostic Self-supervised Learning for Local and Global Representations of Electrocardiogram Jungwoo Oh Hyunseung Chung Joon-Myoung Kwon Dongwoo Hong Edward Choi SSL 14 35 0 14 Mar 2022
A Simple Self-Supervised ECG Representation Learning Method via Manipulated Temporal-Spatial Reverse Detection Wen-Rang Zhang Shijia Geng linda Qiao 26 29 0 25 Feb 2022
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion Ling Yang linda Qiao AI4TS 40 120 0 08 Feb 2022
Intra-Inter Subject Self-supervised Learning for Multivariate Cardiac Signals Xiang Lan Dianwen Ng linda Qiao Mengling Feng OOD 73 51 0 18 Sep 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 65 494 0 26 Jun 2021
An Empirical Study of Training Self-Supervised Vision Transformers Xinlei Chen Saining Xie Kaiming He ViT 114 1,837 0 05 Apr 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Jure Zbontar Li Jing Ishan Misra Yann LeCun Stéphane Deny SSL 211 2,321 0 04 Mar 2021
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 169 3,992 0 20 Nov 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 251 6,718 0 13 Jun 2020
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients Dani Kiyasseh T. Zhu David Clifton 55 188 0 27 May 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 179 18,523 0 13 Feb 2020
On Layer Normalization in the Transformer Architecture Ruibin Xiong Yunchang Yang Di He Kai Zheng Shuxin Zheng Chen Xing Huishuai Zhang Yanyan Lan Liwei Wang Tie-Yan Liu AI4CE 80 973 0 12 Feb 2020
MINA: Multilevel Knowledge-Guided Attention for Modeling Electrocardiography Signals linda Qiao Cao Xiao Tengfei Ma Hongyan Li Jimeng Sun 38 67 0 27 May 2019
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 360 129,831 0 12 Jun 2017