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A Review of Deep Learning Methods on ECG Data

Shenda Hong, Yuxi Zhou, Junyuan Shang, Cao Xiao, and Jimeng Sun. "Opportunities and Challenges in Deep Learning Methods on Electrocardiogram Data: A Systematic Review." arXiv preprint arXiv:2001.01550 (2019). https://arxiv.org/pdf/2001.01550.pdf

Summary Table (Updating. Feb 29, 2020)

ID Year Title Link Venue Task Method Dataset
1 2015 Real-Time Patient-Specific ECG Classification by 1-D Convolutional Neural Networks link TBME beat classify CNN MIT-BIH arrhythmia
2 2015 Convolutional Neural Networks for patient-specific ECG classification link EMBC beat classify CNN MIT-BIH arrhythmia
3 2016 ECG Monitoring System Integrated With IR-UWB Radar Based on CNN link IEEE ACCESS arrhythmia classification CNN The radar data and ECG data are acquired by radar module NVA-R661 and BMD101 sensor chip
4 2016 A stacked contractive denoising auto-encoder for ECG signal denoising link PMEA denoising DAE MIT-BIH arrhythmia, MIT-BIH Noise Stress Test
5 2016 Semi-supervised stacked label consistent autoencoder for reconstruction and analysis of biomedical signals link TBME reconstruction AE MIT-BIH arrhythmia, edb
6 2017 Real-time multilead convolutional neural network for myocardial infarction detection link BHI MI CNN PTBDB
7 2017 A deep convolutional neural network model to classify heartbeats link CBM classify MIT-BIH arrhythmia CNN MIT-BIH arrhythmia
8 2017 Automatic coordinate prediction of the exit of ventricular tachycardia from 12-lead electrocardiogram link CinC localize VT DAE not found
9 2017 ENCASE: An ENsemble ClASsifiEr for ECG classification using expert features and deep neural networks link CinC AF resnet+expert Physionet Challenge 2017
10 2017 Convolutional recurrent neural networks for electrocardiogram classification link CinC AF CNN+RNN Physionet Challenge 2017
11 2017 AF Classification from a short single lead ECG recording: the PhysioNet/Computing in Cardiology Challenge 2017 link CinC AF Physionet Challenge 2017
12 2017 Robust ECG signal classification for detection of atrial fibrillation using a novel neural network link CinC AF resnet Physionet Challenge 2017
13 2017 Comparing feature-based classifiers and convolutional neural networks to detect arrhythmia from short segments of ECG link CinC AF CNN+feature Physionet Challenge 2017
14 2017 Cardiac arrhythmia detection from ECG combining convolutional and long short-term memory networks link CinC AF CNN+RNN Physionet Challenge 2017
15 2017 Atrial fibrillation detection using stationary wavelet transform and deep learning link CinC AF CNN+feature Physionet Challenge 2017
16 2017 Densely connected convolutional networks and signal quality analysis to detect atrial fibrillation using short single-lead ECG recordings link CinC AF DenseNet Physionet Challenge 2017
17 2017 Atrial fibrillation detection and ECG classification based on convolutional recurrent neural network link CinC AF CNN Physionet Challenge 2017
18 2017 Atrial fibrillation classification using qrs complex features and lstm link CinC AF LSTM+expert Physionet Challenge 2017
19 2017 Atrial fibrillation detection using feature based algorithm and deep convolutional neural network link CinC AF CNN+expert Physionet Challenge 2017
20 2017 Beat by beat: Classifying cardiac arrhythmias with recurrent neural networks link CinC AF RNN+attention Physionet Challenge 2017
21 2017 Annotating ECG Signals With Deep Neural Networks link Circulation annotate ECG waves BiLSTM QTDB
22 2017 Cardiovascular risk stratification using off-the-shelf wearables and a multi-task deep learning algorithm link Circulation prevalent hypertension, sleep apnea, and diabetes CNN+RNN see DeepHeart
23 2017 HeartID: A Multiresolution Convolutional Neural Network for ECG-Based Biometric Human Identification in Smart Health Applications link IEEE ACCESS Biometric Human Identification CNN CEBSDB, WECG, FANTASIA, NSRDB, STDB, MITDB, AFDB, VFDB
24 2017 ECG data compression using a neural network model based on multi-objective optimization link PlosOne data compression FCNN MIT-BIH arrhythmia
25 2017 Personalized Monitoring and Advance Warning System for Cardiac Arrhythmias link SR classify MIT-BIH arrhythmia CNN MIT-BIH arrhythmia
26 2017 Deep convolutional neural networks and learning ECG features for screening paroxysmal atrial fibrillation patients link T Cybernetics AF CNN
27 2017 Localization of origins of premature ventricular contraction by means of convolutional neural network from 12-lead ECG link TBME Localization CNN not found
28 2017 Recognition of emotions using multimodal physiological signals and an ensemble deep learning model link CMPB emotion detection SAE DEAP
29 2017 Elimination of power line interference from ECG signals using recurrent neural networks link EMBC denoisig RNN synthetic
30 2018 DeepHeart: Semi-Supervised Sequence Learning for Cardiovascular Risk Prediction link AAAI diagnosis CNN+RNN semi close, https://ahajournals.org/doi/abs/10.1161/circ.136.suppl_1.21029
31 2018 A Deep Learning Approach to Examine Ischemic ST Changes in Ambulatory ECG Recordings link AMIA ST CNN model from Inception V3 ltstdb
32 2018 Towards end-to-end ECG classification with raw signal extraction and deep neural networks link BHI classify MIT-BIH arrhythmia RBM MIT-BIH arrhythmia
33 2018 Automated detection of atrial fibrillation using long short-term memory network with RR interval signals link CBM AF CNN+RNN afdb
34 2018 Detecting atrial fibrillation by deep convolutional neural networks link CBM AF CNN afdb
35 2018 ECG authentication system design incorporating a convolutional neural network and generalized S-Transformation link CBM Biometric Human Identification CNN ecgiddb, Physionet Challenge 2017
36 2018 Application of stacked convolutional and long short-term memory network for accurate identification of CAD ECG signals link CBM Coronary artery disease CNN+RNN incartdb
37 2018 Arrhythmia detection using deep convolutional neural network with long duration ECG signals link CBM arrhythmia CNN MIT-BIH arrhythmia
38 2018 A novel application of deep learning for single-lead ECG classification link CBM arrhythmia DBN MIT-BIH arrhythmia
39 2018 Automated diagnosis of arrhythmia using combination of CNN and LSTM techniques with variable length heart beats link CBM arrhythmia CNN+RNN MIT-BIH arrhythmia
40 2018 A novel wavelet sequence based on deep bidirectional LSTM network model for ECG signal classification link CBM classify MIT-BIH arrhythmia BiLSTM MIT-BIH arrhythmia
41 2018 Deep Learning for Pulse Detection in Out-of-Hospital Cardiac Arrest Using the ECG link CinC Pulse Detection CNN+RNN not found
42 2018 Electrocardiogram Monitoring and Interpretation: From Traditional Machine Learning to Deep Learning, and Their Combination link CinC NA
43 2018 AF Detection by Exploiting the Spectral and Temporal Characteristics of ECG Signals With the LSTM Model link CinC AF LSTM for multi-head ECG Physionet Challenge 2017
44 2018 Classification of Atrial Fibrillation Using Stacked Auto Encoders Neural Networks link CinC AF AE Physionet Challenge 2017
45 2018 Generalization Studies of Neural Network Models for Cardiac Disease Detection Using Limited Channel ECG link CinC Disease CNN+RNN PTBDB
46 2018 Deep learning based QRS multilead delineator in electrocardiogram signals link CinC QRS 1-D CNN, ECG delineation to find QRS width by two CNN+MLP QTDB
47 2018 Artificial Intelligence Detects Pediatric Heart Murmurs With Cardiologist-Level Accuracy link Circulation Detects Pediatric Heart Murmurs 只说了deep neural network 54 patients collected at duPont Hospital for Children using an Eko Core digital stethoscope
48 2018 Electrocardiographic Screening for Atrial Fibrillation While in Sinus Rhythm Using Deep Learning link Circulation AF CNN Mayo Clinic database
49 2018 A 10-RR-Interval-Based Rhythm Classifier Using a Deep Neural Network link Circulation 5 rhythms: normal sinus rhythm, atrial fibrillation, premature beats, bigeminy, and trigeminy 只说了deep neural network only PhysioNet
50 2018 Deep Learning to Detect Atrial Fibrillation From Short Noisy ECG Segments Measured With Wireless Sensors link Circulation AF CNN Physionet Challenge 2017
51 2018 ECG classification using three-level fusion of different feature descriptors link ESA classify MIT-BIH arrhythmia CNN+expert MIT-BIH arrhythmia
52 2018 Using deep convolutional neural network for emotion detection on a physiological signals dataset (AMIGOS) link IEEE ACCESS emotion detection CNN AMIGOS
53 2018 Combining convolutional neural network and distance distribution matrix for identification of congestive heart failure link IEEE ACCESS diagnoise CHF CNN+emotion detection CHF2DB, NSRDB
54 2018 Automated ECG Classification Using Dual Heartbeat Coupling Based on Convolutional Neural Network link IEEE ACCESS classify MIT-BIH arrhythmia CNN MIT-BIH arrhythmia
55 2018 An Automatic Cardiac Arrhythmia Classification System With Wearable Electrocardiogram link IEEE ACCESS classify MIT-BIH arrhythmia SDAE MIT-BIH arrhythmia
56 2018 Multimodal Biometric Authentication Systems Using Convolution Neural Network Based on Different Level Fusion of ECG and Fingerprint link IEEE ACCESS Biometric Human Identification CNN+SVM PTBDB, CYBHi
57 2018 NON-INVASIVE DETECTION OF HYPERKALEMIA WITH A SMARTPHONE ELECTROCARDIOGRAM AND ARTIFICIAL INTELLIGENCE link JACC DNN
58 2018 RAIM: Recurrent Attentive and Intensive Model of Multimodal Patient Monitoring Data link KDD mortality CRNN MIMIC-III
59 2018 Detection of Paroxysmal Atrial Fibrillation using Attention-based Bidirectional Recurrent Neural Networks link KDD AF BiRNN+attention+CNN own collected
60 2018 A method to detect sleep apnea based on deep neural network and hidden markov model using single-lead ECG signal link Neurocomputing Sleep SAE Apnea-ECG
61 2018 Patient-specific ECG classification by deeper CNN from generic to dedicated link Neurocomputing classify MIT-BIH arrhythmia CNN MIT-BIH arrhythmia
62 2018 Noninvasive assessment of dofetilide plasma concentration using a deep learning (neural network) analysis of the surface electrocardiogram: A proof of concept study link PlosOne drug assessment CNN ecgrdvq, ecgdmmld
63 2018 Sleep-wake classification via quantifying heart rate variability by convolutional neural network link PMEA sleep CNN own collected
64 2018 Multiclass classification of obstructive sleep apnea/hypopnea based on a convolutional neural network from a single-lead electrocardiogram link PMEA sleep stage CNN own collected
65 2018 A deep learning approach for fetal QRS complex detection link PMEA QRS CNN Physionet Challenge 2013
66 2018 Abductive reasoning as a basis to reproduce expert criteria in ECG atrial fibrillation identification link PMEA AF LSTM+expert Physionet Challenge 2017
67 2018 Analyzing single-lead short ECG recordings using dense convolutional neural networks and feature-based post-processing to detect atrial fibrillation link PMEA arrhythmia densenet Physionet Challenge 2017
68 2018 ECG signal classification for the detection of cardiac arrhythmias using a convolutional recurrent neural network link PMEA arrhythmia resnet Physionet Challenge 2017
69 2018 Parallel use of a convolutional neural network and bagged tree ensemble for the classification of Holter ECG link PMEA arrhythmia CNN+tree Physionet Challenge 2017
70 2018 Ensembling convolutional and long short-term memory networks for electrocardiogram arrhythmia detection link PMEA arrhythmia CNN+LSTM Physionet Challenge 2017
71 2018 A convolutional neural network for ECG annotation as the basis for classification of cardiac rhythms link PMEA arrhythmia CNN Physionet Challenge 2017
72 2018 A robust deep convolutional neural network for the classification of abnormal cardiac rhythm using single lead electrocardiograms of variable length link PMEA arrhythmia CNN+feature Physionet Challenge 2017
73 2018 Detecting and interpreting myocardial infarction using fully convolutional neural networks link PMEA MI CNN PTBDB
74 2018 Deep Feature Learning for Sudden Cardiac Arrest Detection in Automated External Defibrillators link SR Sudden Cardiac Arrest Detection CNN CUDB, VFDB
75 2018 Monitoring Significant ST Changes through Deep Learning link JE ST CNN LTSTDB
76 2018 Densely connected convolutional networks for detection of atrial fibrillation from short single-lead ECG recordings link JE arrhythmia CNN Physionet Challenge 2017
77 2018 Region Aggregation Network: Improving Convolutional Neural Network for ECG Characteristic Detection link EMBC annotate ECG waves CNN QTDB
78 2018 A Generative Modeling Approach to Limited Channel ECG Classification link EMBC classify RNN (encoder decoder) PTBDB
79 2018 Classification of Heart Diseases Based On ECG Signals Using Long Short-Term Memory link EMBC beat classify RNN UCR
80 2018 Finger ECG based Two-phase Authentication Using 1D Convolutional Neural Networks link EMBC identification CNN own collected
81 2018 QRS Detection and Measurement Method of ECG Paper Based on Convolutional Neural Networks link EMBC QRS detection CNN incartdb
82 2018 Bidirectional Recurrent Neural Network And Convolutional Neural Network (BiRCNN) For ECG Beat Classification link EMBC beat classify CRNN MIT-BIH arrhythmia
83 2018 Premature Ventricular Contraction Detection from Ambulatory ECG Using Recurrent Neural Networks link EMBC PVC RNN MIT-BIH arrhythmia
84 2019 A Comparison of Patient History- and EKG-based Cardiac Risk Scores link AMIA Patient-specific risk scores resnet close, electronic health records in the Partners health care system, associated with Brigham and Women’s hospital (BWH)
85 2019 Synthesis of Electrocardiogram V Lead Signals from Limb Lead Measurement using R peak Aligned Generative Adversarial Network link BHI Synthesis V Lead GAN PTBDB
86 2019 I-Vector Based Patient Adaptation of Deep Neural Networks for Automatic Heartbeat Classification link BHI classify MIT-BIH arrhythmia FCNN MIT-BIH arrhythmia
87 2019 Accurate detection of atrial fibrillation from 12-lead ECG using deep neural network link CBM AF CNN Chinese PLA General Hospital, CardioCloud Medical Technology (Beijing) Co. Ltd, CPSC
88 2019 ECG anomaly class identification using LSTM and error profile modeling link CBM classify MIT-BIH arrhythmia LSTM MIT-BIH arrhythmia
89 2019 Automated beat-wise arrhythmia diagnosis using modified U-net on extended electrocardiographic recordings with heterogeneous arrhythmia types link CBM classify MIT-BIH arrhythmia Unet MIT-BIH arrhythmia
90 2019 Automatic driver stress level classification using multimodal deep learning link ESA driver stress level classification CNN+LSTM closed
91 2019 A deep learning approach for real-time detection of atrial fibrillation link ESA AF CNN+RNN afdb, mitdb, nsrdb
92 2019 A novel multi-module neural network system for imbalanced heartbeats classification link ESA classify beats MIT-BIH & others CNN MIT-BIH arrhythmia
93 2019 A robust deep convolutional neural network with batch-weighted loss for heartbeat classification link ESA classify MIT-BIH arrhythmia CNN MIT-BIH arrhythmia
94 2019 QRS detection method based on fully convolutional networks for capacitive electrocardiogram link ESA QRS CNN MIT-BIH arrhythmia
95 2019 A LSTM and CNN Based Assemble Neural Network Framework for Arrhythmias Classification link ICASSP arrhythmia CNN+LSTM incartdb
96 2019 Inter- and Intra- Patient ECG Heartbeat Classification for Arrhythmia Detection: A Sequence to Sequence Deep Learning Approach link ICASSP classify MIT-BIH arrhythmia CRNN MIT-BIH arrhythmia
97 2019 An Ensemble of Deep Recurrent Neural Networks for P-wave Detection in Electrocardiogram link ICASSP P wave detection RNN QTDB
98 2019 A Multi-Class Automatic Sleep Staging Method Based on Long Short-Term Memory Network Using Single-Lead Electrocardiogram Signals link IEEE ACCESS Sleep Staging LSTM own collected
99 2019 Noise Rejection for Wearable ECGs Using Modified Frequency Slice Wavelet Transform and Convolutional Neural Networks link IEEE ACCESS noise detection CNN+features 12-lead Lenovo Smart ECG device
100 2019 A Novel Deep Arrhythmia-Diagnosis Network for Atrial Fibrillation Classification Using Electrocardiogram Signals link IEEE ACCESS AF heartbeats, MIT-BIH AF CNN+BiLSTM afdb
101 2019 Deep Ensemble Detection of Congestive Heart Failure Using Short-Term RR Intervals link IEEE ACCESS CHF CNN+RNN BIDMC, CHF2DB
102 2019 A Probabilistic Process Neural Network and Its Application in ECG Classification link IEEE ACCESS disease classification, Chinese Cardiovascular Disease Database (CCDD) probabilistic process neural network (PPNN) CCDD
103 2019 Automatic Cardiac Arrhythmia Classification Using Combination of Deep Residual Network and Bidirectional LSTM link IEEE ACCESS CPSC resnet+BiLSTM CPSC
104 2019 Personal Identification Using a Robust Eigen ECG Network Based on Time-Frequency Representations of ECG Signals link IEEE ACCESS Biometric Human Identification principal component analysis network CUDB, PTBDB
105 2019 Early and remote detection of possible heartbeat problems with convolutional neural networks and multipart interactive training link IEEE ACCESS beat classification resnet Kaggle Classifying Heart Sounds Challenge
106 2019 ECG Arrhythmia Classification Using STFT-Based Spectrogram and Convolutional Neural Network link IEEE ACCESS arrhythmia classification CNN+features MIT-BIH arrhythmia
107 2019 Automatic classification of CAD ECG signals with SDAE and bidirectional long short-term term network link IEEE ACCESS classify MIT-BIH arrhythmia SDAE+BiLSTM MIT-BIH arrhythmia
108 2019 Simultaneous Human Health Monitoring and Time-Frequency Sparse Representation Using EEG and ECG Signals link IEEE ACCESS classify MIT-BIH arrhythmia CNN+generalized minimax-concave (GMC) MIT-BIH arrhythmia
109 2019 A Novel Wearable Electrocardiogram Classification System Using Convolutional Neural Networks and Active Learning link IEEE ACCESS classify MIT-BIH arrhythmia CNN + active learning MIT-BIH arrhythmia
110 2019 Interpretability Analysis of Heartbeat Classification Based on Heartbeat Activity’s Global Sequence Features and BiLSTM-Attention Neural Network link IEEE ACCESS classify MIT-BIH arrhythmia BiLSTM-Attention MIT-BIH arrhythmia
111 2019 Morphological Arrhythmia Automated Diagnosis Method Using Gray-Level Co-Occurrence Matrix Enhanced Convolutional Neural Network link IEEE ACCESS classify MIT-BIH arrhythmia CNN+??? MIT-BIH arrhythmia
112 2019 Automated Heartbeat Classification Using 3-D Inputs Based on Convolutional Neural Network With Multi-Fields of View link IEEE ACCESS classify MIT-BIH arrhythmia CNN MIT-BIH arrhythmia
113 2019 Automated Heartbeat Classification Exploiting Convolutional Neural Network With Channel-Wise Attention link IEEE ACCESS classify MIT-BIH arrhythmia CNN+Attention MIT-BIH arrhythmia
114 2019 Impact of ECG Dataset Diversity on Generalization of CNN Model for Detecting QRS Complex link IEEE ACCESS QRS detection CNN MIT-BIH arrhythmia, INCART, QT
115 2019 Noise Reduction in ECG Signals Using Fully Convolutional Denoising Autoencoders link IEEE ACCESS Noise Reduction CNN+DAE MIT-BIH arrhythmia, NSTDB
116 2019 ECG Arrhythmias Detection Using Auxiliary Classifier Generative Adversarial Network and Residual Network link IEEE ACCESS MIT-BIH + 2018 China physiological signal challenge (CPSC) GAN(data augmentation)+CRNN MIT-BIH, CPSC
117 2019 Real-Time Detection of Acute Cognitive Stress Using a Convolutional Neural Network From Electrocardiographic Signal link IEEE ACCESS Detection of Acute Cognitive Stress CNN own collected
118 2019 Atrial Fibrillation Detection Using an Improved Multi-Scale Decomposition Enhanced Residual Convolutional Neural Network link IEEE ACCESS Atrial Fibrillation Detection 1-D CNN, multis-cale residual neural network Physionet Challenge 2017
119 2019 ECG Authentication Method Based on Parallel Multi-Scale One-Dimensional Residual Network With Center and Margin Loss link IEEE ACCESS Biometric Human Identification resnet Physionet Challenge 2017, PTBDB, ECG-ID, MIT-BIH arrhythmia
120 2019 Automated Detection and Localization of Myocardial Infarction With Staked Sparse Autoencoder and TreeBagger link IEEE ACCESS PTBDB, MI SAE PTBDB
121 2019 Preprocessing Method for Performance Enhancement in CNN-Based STEMI Detection From 12-Lead ECG link IEEE ACCESS ST CNN SNUBH
122 2019 Classification of Atrial Fibrillation Recurrence Based on a Convolution Neural Network With SVM Architecture link IEEE ACCESS Atrial Fibrillation Detection CNN+SVM West China Hospital
123 2019 MINA: Multilevel Knowledge-Guided Attention for Modeling Electrocardiography Signals link IJCAI AF CNN+RNN+attention Physionet Challenge 2017
124 2019 K-margin-based Residual-convolution-recurrent Neural Network for Atrial Fibrillation Detection link IJCAI AF CNN + BiLSTM Physionet Challenge 2017
125 2019 PREDICTION OF THE HEART RATE CORRECTED QT INTERVAL (QTC) FROM A NOVEL, MULTILEAD SMARTPHONE-ENABLED ECG USING A DEEP NEURAL NETWORK link JACC QT DNN
126 2019 APPLICATION OF ARTIFICIAL INTELLIGENCE TO DETECT ST ELEVATION MI WITH A SINGLE LEAD EKG link JACC ST MI CNN
127 2019 Ambulatory Atrial Fibrillation Monitoring Using Wearable Photoplethysmography with Deep Learning link KDD AF resnet own collected
128 2019 Screening for cardiac contractile dysfunction using an artificial intelligence–enabled electrocardiogram link Nature medicine diagnose ALVD on 12 lead CNN, 6 Conv layers Mayo
129 2019 Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network link Nature medicine classify 12 rhythm classes resnet own collected
130 2019 Adversarial de-noising of electrocardiogram link Neurocomputing Denoising GAN MIT-BIH arrhythmia, MIT-BIH Noise Stress Test
131 2019 Artificial intelligence to predict needs for urgent revascularization from 12-leads electrocardiography in emergency patients link PlosOne predict needs for urgent revascularization CNN+RNN own collected
132 2019 Mixed convolutional and long short-term memory network for the detection of lethal ventricular arrhythmia link PlosOne detection of VF CNN+RNN VFDB, CUDB, AHADB
133 2019 Ventricular ectopic beat detection using a wavelet transform and a convolutional neural network link PMEA Ventricular ectopic beat CNN MIT-BIH arrhythmia, AHADB
134 2019 Combining deep neural networks and engineered features for cardiac arrhythmia detection from ECG recordings link PMEA arrhythmia resnet+expert Physionet Challenge 2017
135 2019 Electrocardiogram generation with a bidirectional LSTM-CNN generative adversarial network link SR data generation BiLSTM+CNN+GAN MIT-BIH arrhythmia
136 2019 Sequential Factorized Autoencoder for Localizing the Origin of Ventricular Activation From 12-Lead Electrocardiograms link TBME localizing the origin of VT RNN + AE own collected
137 2019 PGANs: Personalized Generative Adversarial Networks for ECG Synthesis to Improve Patient-Specific Deep ECG Classification link AAAI semi-supervised classification GAN+LSTM MIT-BIH arrhythmia
138 2019 Inter-Patient ECG Classification with Symbolic Representations and Multi-Perspective Convolutional Neural Networks link JBHI classify MIT-BIH arrhythmia symbolic features + CNN MIT-BIH arrhythmia
139 2019 Detection of First-Degree Atrioventricular Block on Variable-Length Electrocardiogram via a Multimodal Deep Learning Method link CinC IAVB CRNN CPSC
140 2019 Fetal Electrocardiography and Deep Learning for Prenatal Detection of Congenital Heart Disease link CinC CHD CNN own collected
141 2019 U-Net Architecture for the Automatic Detection and Delineation of the Electrocardiogram link CinC segmentation CNN (unet) QTDB
142 2019 Pay Attention and Watch Temporal Correlation: A Novel 1-D Convolutional Neural Network for ECG Record Classification link CinC classify CRNN CPSC, Physionet Challenge 2017
143 2019 Deep Convolutional Encoder-Decoder Framework for Fetal ECG Signal Denoising link CinC denoisig CNN (encoder decoder) Fetal ECG Synthetic database of Physionet
144 2019 PVC Recognition for Wearable ECGs Using Modified Frequency Slice Wavelet Transform and Convolutional Neural Network link CinC PVC CNN CPSC
145 2019 Validation of a Deep Learning-Enabled Electrocardiogram Algorithm to Detect and Predict Cardiac Contractile Dysfunction in the Community link Circulation disease unclear own collected
146 2019 Deep Neural Networks Can Predict 1-Year Mortality Directly From ECG Signal, Even When Clinically Interpreted as Normal link Circulation mortality unclear own collected
147 2019 A Deep Neural Network for Predicting Incident Atrial Fibrillation Directly From 12-Lead Electrocardiogram Traces link Circulation AF unclear own collected
148 2019 A Deep Learning Model to Predict Outcome After Thoracoscopic Surgery for Atrial Fibrillation Using Single Beat Electrocardiographic Samples link Circulation Benefits of Thoracoscopic surgery for atrial fibrillation CNN own collected
149 2019 Developing Convolutional Neural Networks for Deep Learning of Ventricular Action Potentials to Predict Risk for Ventricular Arrhythmias link Circulation Ventricular Arrhythmias CNN own collected
150 2019 Age and Sex Estimation Using Artificial Intelligence From Standard 12-Lead ECGs link Circulation demographics CNN own collected
151 2019 Automated and Interpretable Patient ECG Profiles for Disease Detection, Tracking, and Discovery link Circulation segmentation CNN + HMM own collected
152 2019 BeatGAN: Anomalous Rhythm Detection using Adversarially Generated Time Series link IJCAI beat level anomaly detection CNN + GAN MIT-BIH arrhythmia
153 2019 Artificial intelligence algorithm for predicting mortality of patients with acute heart failure link PlosOne mortality DNN own collected
154 2019 Detection of atrial fibrillation and other abnormal rhythms from ECG using a multi-layer classifier architecture link PMEA arrhythmia MLP Physionet Challenge 2017
155 2019 Deep-ECG: Convolutional Neural Networks for ECG biometric recognition link PRL identification CNN IDEAL, PTBDB
156 2019 Classification of myocardial infarction with multi-lead ECG signals and deep CNN link PRL MI CNN PTBDB
157 2019 ECG-based personal recognition using a convolutional neural network link PRL identification CNN PTBDB, CEBSDB, NSRDB, MITDB
158 2019 Deep learning approaches for automatic detection of sleep apnea events from an electrocardiogram link CMPB sleep DNN, CNN, RNN own collected
159 2019 A new approach for arrhythmia classification using deep coded features and LSTM networks link CMPB classify MIT-BIH arrhythmia CNN + RNN, AE MIT-BIH arrhythmia
160 2019 A deep neural network learning algorithm outperforms a conventional algorithm for emergency department electrocardiogram interpretation link JE ECG interpretation CNN own collected
161 2019 Deep learning to automatically interpret images of the electrocardiogram: Do we need the raw samples? link JE arrhythmia CNN Physionet Challenge 2017
162 2019 Dual-Input Neural Network Integrating Feature Extraction and Deep Learning for Coronary Artery Disease Detection Using Electrocardiogram and Phonocardiogram link IEEE ACCESS CAD CRNN + expert own collected
163 2019 A Deep Bidirectional GRU Network Model for Biometric Electrocardiogram Classification Based on Recurrent Neural Networks link IEEE ACCESS identification CRNN ECGID, MITDB
164 2019 Localization of Myocardial Infarction With Multi-Lead Bidirectional Gated Recurrent Unit Neural Network link IEEE ACCESS MI RNN PTBDB
165 2019 Feature Enrichment Based Convolutional Neural Network for Heartbeat Classification From Electrocardiogram link IEEE ACCESS classify MIT-BIH arrhythmia CNN MIT-BIH arrhythmia
166 2019 ECG Generation With Sequence Generative Adversarial Nets Optimized by Policy Gradient link IEEE ACCESS ECG generation CNN + GAN MIT-BIH arrhythmia
167 2019 Dense Convolutional Networks With Focal Loss and Image Generation for Electrocardiogram Classification link IEEE ACCESS classify MIT-BIH arrhythmia CNN MIT-BIH arrhythmia
168 2019 An Automatic System for Real-Time Identifying Atrial Fibrillation by Using a Lightweight Convolutional Neural Network link IEEE ACCESS AF CNN + experts AFDB
169 2019 Biosignal Generation and Latent Variable Analysis With Recurrent Generative Adversarial Networks link IEEE ACCESS ECG generation RNN + GAN UCR
170 2019 A Parallel GRU Recurrent Network Model and its Application to Multi-Channel Time-Varying Signal Classification link IEEE ACCESS classify RNN CCDD
171 2019 Inter-Patient CNN-LSTM for QRS Complex Detection in Noisy ECG Signals link IEEE ACCESS QRS detection CRNN MIT-BIH arrhythmia, European ST-T
172 2019 ECG Biometric Recognition: Template-Free Approaches Based on Deep Learning link EMBC identification CNN PTBDB
173 2019 Deep Learning Based Patient-Specific Classification of Arrhythmia on ECG signal link EMBC classify MIT-BIH arrhythmia CNN MIT-BIH arrhythmia
174 2019 A Deep Learning Method to Detect Atrial Fibrillation Based on Continuous Wavelet Transform link EMBC AF CNN MIT-BIH Arrhythmia Database (DB1) [11], the MIT-BIH Malignant Ventricular Arrhythmia Database (DB2) [12], the MIT-BIH Atrial Fibrillation Database (DB3) [13], the Long- Term AF Database (DB4) [14], the MIT-BIH Normal Sinus Rhythm Database (DB5) [15] and the MIT-BIH Noise Stress Test Database (DB6) [16]
175 2019 An Electrocardiogram Delineator via Deep Segmentation Network link EMBC annotate ECG waves CNN QTDB
176 2019 Spectro-Temporal Feature Based Multi-Channel Convolutional Neural Network for ECG Beat Classification link EMBC beat classify CNN + experts MIT-BIH arrhythmia
177 2019 Cardiovascular disease diagnosis using cross-domain transfer learning link EMBC classify CNN CPSC
178 2020 LSTM-Based ECG Classification for Continuous Monitoring on Personal Wearable Devices link JBHI classify MIT-BIH arrhythmia LSTM MIT-BIH arrhythmia
179 2020 Atrial Fibrillation Prediction With Residual Network Using Sensitivity and Orthogonality Constraints link JBHI AF spectrogram + ResNet CNN AFDB, Physionet Challenge 2017
180 2020 MFB-CBRNN: A Hybrid Network for MI Detection Using 12-Lead ECGs link JBHI MI CRNN PTBDB
181 2020 Assessing and Mitigating Bias in Medical Artificial Intelligence: The Effects of Race and Ethnicity on a Deep Learning Model for ECG Analysis link Circulation LVEF CNN own collected
182 2020 Toward improving ECG biometric identification using cascaded convolutional neural networks link Neurocomputing identification CNN FANTASIA, CEBSDB, NSRDB, STDB, AFDB
183 2020 Single-modal and multi-modal false arrhythmia alarm reduction using attention- based convolutional and recurrent neural networks link PlosOne arrhythmia CRNN PhysioNet challenge 2015
184 2020 Detection of strict left bundle branch block by neural network and a method to test detection consistency link PMEA LBBB DNN International Society for Computerized Electrocardiology (ISCE) and the Telemetric and Holter Initiative (THEW-project.org) held a competition
185 2020 End-to-end trained encoder–decoder convolutional neural network for fetal electrocardiogram signal denoising link PMEA denoisig CNN (encoder decoder) Fetal ECG Synthetic database of Physionet
186 2020 Precision Medicine and Artificial Intelligence: A Pilot Study on Deep Learning for Hypoglycemic Events Detection based on ECG link SR Hypoglycemic Events Detection CRNN own collected
187 2020 Transfer Learning in ECG Classification from Human to Horse Using a Novel Parallel Neural Network Architecture link SR transfer diagnosis from human to horse CNN MIT-BIH arrhythmia, equine electrocardiogram
188 2020 Multi-branch fusion network for Myocardial infarction screening from 12-lead ECG images link CMPB MI CNN own collected
189 2020 ML–ResNet: A novel network to detect and locate myocardial infarction using 12 leads ECG link CMPB MI CNN PTBDB
190 2020 Heartbeat classification using deep residual convolutional neural network from 2-lead electrocardiogram link JE classify MIT-BIH arrhythmia CNN MIT-BIH arrhythmia
191 2020 Generalization of Convolutional Neural Networks for ECG Classification Using Generative Adversarial Networks link IEEE ACCESS ECG generation CNN + GAN MIT-BIH arrhythmia

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