A review on atrial fibrillation detection from ambulatory ECG
Atrial fibrillation (AF) is a prevalent clinical arrhythmia disease and is an important cause of
stroke, heart failure, and sudden death. Due to the insidious onset and no obvious clinical …
stroke, heart failure, and sudden death. Due to the insidious onset and no obvious clinical …
Detection of atrial fibrillation from variable-duration ECG signal based on time-adaptive densely network and feature enhancement strategy
Atrial fibrillation (AF) is one of the clinic's most common arrhythmias with high morbidity and
mortality. Developing an intelligent auxiliary diagnostic model of AF based on a body …
mortality. Developing an intelligent auxiliary diagnostic model of AF based on a body …
[HTML][HTML] Atrial fibrillation classification based on the 2D representation of minimal subset ECG and a non-deep neural network
Atrial fibrillation (AF) is the most common cardiac arrhythmia, and its early detection is critical
for preventing complications and optimizing treatment. In this study, a novel AF prediction …
for preventing complications and optimizing treatment. In this study, a novel AF prediction …
Automlp: A framework for the acceleration of multi-layer perceptron models on FPGAs for real-time atrial fibrillation disease detection
Cardiovascular diseases are a leading cause of death globally, and atrial fibrillation (AF) is a
common arrhythmia that affects many people. Detecting AF in real-time using hardware …
common arrhythmia that affects many people. Detecting AF in real-time using hardware …
[HTML][HTML] Directional statistics-inspired end-to-end atrial fibrillation detection model based on ECG rhythm
C Luo, K Zhang, Y Hu, X Li, S Cao, Y Jin, P Ren… - Expert Systems with …, 2024 - Elsevier
Numerous algorithms designed for detecting atrial fibrillation (AF) often exhibit limitations in
extracting essential rhythm features, leading to challenges in accurately discerning ectopic …
extracting essential rhythm features, leading to challenges in accurately discerning ectopic …
A deep learning method for beat-level risk analysis and interpretation of atrial fibrillation patients during sinus rhythm
J Lei, Y Zhou, X Tian, Q Zhao, Q Zhang, S Geng… - … Signal Processing and …, 2025 - Elsevier
Atrial Fibrillation (AF) is a common cardiac arrhythmia. Many AF patients experience
complications such as stroke and other cardiovascular issues. Early detection of AF is …
complications such as stroke and other cardiovascular issues. Early detection of AF is …
An Attribute-Decoupled Model for Onset Identification of Atrial Fibrillation in Single-Lead Electrocardiograms
The transient and asymptomatic nature of paroxysmal atrial fibrillation (PAF) episodes
makes their localization challenging. Although there has been an interest in assessing the …
makes their localization challenging. Although there has been an interest in assessing the …
MMA-RNN: A multi-level multi-task attention-based recurrent neural network for discrimination and localization of atrial fibrillation
Background: Atrial fibrillation significantly impacts individual health, public wellness, and
healthcare expenditure. The primary tool for its detection is the Electrocardiograph (ECG), a …
healthcare expenditure. The primary tool for its detection is the Electrocardiograph (ECG), a …
An atrial fibrillation detection strategy in dynamic ECGs with significant individual differences
Atrial fibrillation (AF) is an insidious disease. Many long-term wearable electrocardiogram
(ECG) monitoring devices have been used to monitor AF. The accuracy of detectors used to …
(ECG) monitoring devices have been used to monitor AF. The accuracy of detectors used to …
Difference Poincaré Image Feature Based Persistent Atrial Fibrillation Classification Using Short-Term Electrocardiograms
Atrial fibrillation (AF) is a prevalent cardiac arrhythmia with substantial health consequences.
Persistent atrial fibrillation (PersAF), an earlier stage of AF, persists over a week and may …
Persistent atrial fibrillation (PersAF), an earlier stage of AF, persists over a week and may …