3 papers
eess.SP2026
Wearable Single-Lead ECG Detects Fine-Grained Structural Heart Disease Through Echo-Report Supervision
Chenyang He, Qinghao Zhao, Shun Huang +9
Structural heart disease (SHD) is a primary driver of heart failure and cardiovascular mortality, yet early detection remains constrained by the limited accessibility of echocardio…
eess.SP2025
A Systematic Review on Foundation Models for Electrocardiogram Analysis: Initial Strides and Expansive Horizons
Yu Han, Vittorio Murino, Xiaofeng Liu +2
Electrocardiogram (ECG) is widely used in healthcare applications, such as arrhythmia detection and sleep monitoring, making accurate ECG analysis critically essential. Traditional…
cs.LG2025
OpenECG: Benchmarking ECG Foundation Models with Public 1.2 Million Records
Zhijiang Wan, Qianhao Yu, Jia Mao +2
This study introduces OpenECG, a large-scale benchmark of 1.2 million 12-lead ECG recordings from nine centers, to evaluate ECG foundation models (ECG-FMs) trained on public datase…