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Electrocardiography (ECG)

Papers

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Showing 1–50 of 117 papers

TitleStatusHype
Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series ClassificationCode2
Interpretable Pre-Trained Transformers for Heart Time-Series DataCode2
Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of ElectrocardiogramCode2
Investigating Deep Learning Benchmarks for Electrocardiography Signal ProcessingCode2
Self-supervised representation learning from 12-lead ECG dataCode1
ECG-Based Heart Arrhythmia Diagnosis Through Attentional Convolutional Neural NetworksCode1
Towards Domain Generalization for ECG and EEG Classification: Algorithms and BenchmarksCode1
A Comparison of 1-D and 2-D Deep Convolutional Neural Networks in ECG ClassificationCode1
CE-SSL: Computation-Efficient Semi-Supervised Learning for ECG-based Cardiovascular Diseases DetectionCode1
ECG arrhythmia classification using a 2-D convolutional neural networkCode1
Region-Disentangled Diffusion Model for High-Fidelity PPG-to-ECG TranslationCode1
Cardiologist-Level Arrhythmia Detection with Convolutional Neural NetworksCode1
Blind ECG Restoration by Operational Cycle-GANsCode1
SQUWA: Signal Quality Aware DNN Architecture for Enhanced Accuracy in Atrial Fibrillation Detection from Noisy PPG SignalsCode1
Diffusion-Based Electrocardiography Noise Quantification via Anomaly DetectionCode1
Translating Electrocardiograms to Cardiac Magnetic Resonance Imaging Useful for Cardiac Assessment and Disease Screening: A Multi-Center Study AI for ECG to CMR Translation StudyCode1
Anomaly Detection in Time Series with Triadic Motif Fields and Application in Atrial Fibrillation ECG ClassificationCode1
Learning General Representation of 12-Lead Electrocardiogram with a Joint-Embedding Predictive ArchitectureCode1
MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series ClassificationCode1
Detection of Paroxysmal Atrial Fibrillation using Attention-based Bidirectional Recurrent Neural NetworksCode1
VFPred: A Fusion of Signal Processing and Machine Learning techniques in Detecting Ventricular Fibrillation from ECG SignalsCode1
Patient Contrastive Learning: a Performant, Expressive, and Practical Approach to ECG ModelingCode1
Arrhythmia Detection Using Deep Convolutional Neural Network With Long Duration ECG SignalsCode0
Are ECGs enough? Deep learning classification of cardiac anomalies using only electrocardiogramsCode0
Towards understanding ECG rhythm classification using convolutional neural networks and attention mappingsCode0
Spectral Cross-Domain Neural Network with Soft-adaptive Threshold Spectral EnhancementCode0
Real time P, QRS and T wave detection by QRS matched filter methodCode0
ECG Heartbeat Classification: A Deep Transferable RepresentationCode0
Automatic diagnosis of the 12-lead ECG using a deep neural networkCode0
MINA: Multilevel Knowledge-Guided Attention for Modeling Electrocardiography SignalsCode0
Diffeomorphic Temporal Alignment NetsCode0
Mitigating Adversarial Attacks on ECG Classification in Federated Learning via Adversarial TrainingCode0
MAUS: A Dataset for Mental Workload Assessmenton N-back Task Using Wearable SensorCode0
An Open-source Toolbox for Analysing and Processing PhysioNet Databases in MATLAB and OctaveCode0
Long-term Blood Pressure Prediction with Deep Recurrent Neural NetworksCode0
OpenDriver: An Open-Road Driver State Detection DatasetCode0
HKF: Hierarchical Kalman Filtering with Online Learned Evolution Priors for Adaptive ECG DenoisingCode0
Heartbeat classification fusing temporal and morphological information of ECGs via ensemble of classifiersCode0
Deep Learning for ECG ClassificationCode0
Electrocardiogram-based diagnosis of liver diseases: an externally validated and explainable machine learning approachCode0
Detection of Inferior Myocardial Infarction using Shallow Convolutional Neural NetworksCode0
SRECG: ECG Signal Super-resolution Framework for Portable/Wearable Devices in Cardiac Arrhythmias ClassificationCode0
Flexible framework for generating synthetic electrocardiograms and photoplethysmogramsCode0
Comparing feature-based classifiers and convolutional neural networks to detect arrhythmia from short segments of ECGCode0
MELEP: A Novel Predictive Measure of Transferability in Multi-Label ECG DiagnosisCode0
ECG Segmentation by Neural Networks: Errors and CorrectionCode0
Classification and Self-Supervised Regression of Arrhythmic ECG Signals Using Convolutional Neural Networks—0
CLARE: Cognitive Load Assessment in REaltime with Multimodal Data—0
Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network—0
AI Aided Noise Processing of Spintronic Based IoT Sensor for Magnetocardiography Application—0
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