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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
Investigating Deep Learning Benchmarks for Electrocardiography Signal ProcessingCode2
Interpretable Pre-Trained Transformers for Heart Time-Series DataCode2
Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of ElectrocardiogramCode2
Cardiologist-Level Arrhythmia Detection with Convolutional Neural NetworksCode1
Blind ECG Restoration by Operational Cycle-GANsCode1
Learning General Representation of 12-Lead Electrocardiogram with a Joint-Embedding Predictive ArchitectureCode1
ECG arrhythmia classification using a 2-D convolutional neural networkCode1
Anomaly Detection in Time Series with Triadic Motif Fields and Application in Atrial Fibrillation ECG ClassificationCode1
Region-Disentangled Diffusion Model for High-Fidelity PPG-to-ECG TranslationCode1
Towards Domain Generalization for ECG and EEG Classification: Algorithms and BenchmarksCode1
MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series ClassificationCode1
VFPred: A Fusion of Signal Processing and Machine Learning techniques in Detecting Ventricular Fibrillation from ECG SignalsCode1
CE-SSL: Computation-Efficient Semi-Supervised Learning for ECG-based Cardiovascular Diseases DetectionCode1
A Comparison of 1-D and 2-D Deep Convolutional Neural Networks in ECG ClassificationCode1
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
Patient Contrastive Learning: a Performant, Expressive, and Practical Approach to ECG ModelingCode1
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
Detection of Paroxysmal Atrial Fibrillation using Attention-based Bidirectional Recurrent Neural NetworksCode1
ECG-Based Heart Arrhythmia Diagnosis Through Attentional Convolutional Neural NetworksCode1
Self-supervised representation learning from 12-lead ECG dataCode1
A convolutional neural network approach to detect congestive heart failure—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
Bilateral Signal Warping for Left Ventricular Hypertrophy Diagnosis—0
Application of federated learning techniques for arrhythmia classification using 12-lead ECG signals—0
Backdoor Attacks against Transfer Learning with Pre-trained Deep Learning Models—0
CLARE: Cognitive Load Assessment in REaltime with Multimodal Data—0
Classification and Self-Supervised Regression of Arrhythmic ECG Signals Using Convolutional Neural Networks—0
A Fast Machine Learning Model for ECG-Based Heartbeat Classification and Arrhythmia Detection—0
End-to-End Deep Learning for Reliable Cardiac Activity Monitoring using Seismocardiograms—0
Finetuning and Quantization of EEG-Based Foundational BioSignal Models on ECG and PPG Data for Blood Pressure Estimation—0
Impact of ECG Dataset Diversity on Generalization of CNN Model for Detecting QRS Complex—0
Automatic Diagnosis of Short-Duration 12-Lead ECG using a Deep Convolutional Network—0
A Novel Deep Arrhythmia-Diagnosis Network for Atrial Fibrillation Classification Using Electrocardiogram Signals—0
Effects of lead position, cardiac rhythm variation and drug-induced QT prolongation on performance of machine learning methods for ECG processing—0
Automatic Detection of Atrial Fibrillation Based on Continuous Wavelet Transform and 2D Convolutional Neural Networks—0
Adversarial Examples for Electrocardiograms—0
Designing ECG Monitoring Healthcare System with Federated Transfer Learning and Explainable AI—0
Deep neural networks can predict mortality from 12-lead electrocardiogram voltage data—0
Automated Identication of Atrial Fibrillation from Single-lead ECGs Using Multi-branching ResNet—0
Automatic Detection of Congestive Heart Failure Based on a Hybrid Deep Learning Algorithm in the Internet of Medical Things—0
Advancing Remote and Continuous Cardiovascular Patient Monitoring through a Novel and Resource-efficient IoT-Driven Framework—0
Early ECG Warning for Chagas Patients: Implementation of TinyML for Low-Resource Areas in Peru—0
Electrocardiography Separation of Mother and Baby—0
Deep neural heart rate variability analysis—0
Application of deep convolutional neural network for automated detection of myocardial infarction using ecg signals—0
ECGNet: A generative adversarial network (GAN) approach to the synthesis of 12-lead ECG signals from single lead inputs—0
Deep Network for Capacitive ECG Denoising—0
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