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ECG Classification

Papers

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Showing 51–100 of 116 papers

TitleStatusHype
Cloud-Connected Wireless Holter Monitor Machine with Neural Networks Based ECG Analysis for Remote Health Monitoring—0
Masked Transformer for Electrocardiogram Classification—0
Optimizing Neural Network Scale for ECG Classification—0
ECG classification using Deep CNN and Gramian Angular Field—0
MSW-Transformer: Multi-Scale Shifted Windows Transformer Networks for 12-Lead ECG Classification—0
Multi-Label ECG Classification using Temporal Convolutional Neural Network—0
Transforming ECG Diagnosis:An In-depth Review of Transformer-based DeepLearning Models in Cardiovascular Disease Detection—0
Deep Neural Networks Generalization and Fine-Tuning for 12-lead ECG Classification—0
PulseNet: Deep Learning ECG-signal classification using random augmentation policy and continous wavelet transform for canines—0
Side Channel-Assisted Inference Leakage from Machine Learning-based ECG Classification—0
ECG Classification System for Arrhythmia Detection Using Convolutional Neural NetworksCode0
MVKT-ECG: Efficient Single-lead ECG Classification on Multi-Label Arrhythmia by Multi-View Knowledge Transferring—0
Proof of Swarm Based Ensemble Learning for Federated Learning Applications—0
A Dual-scale Lead-seperated Transformer With Lead-orthogonal Attention And Meta-information For Ecg Classification—0
Analysis of a Deep Learning Model for 12-Lead ECG Classification Reveals Learned Features Similar to Diagnostic Criteria—0
SEVGGNet-LSTM: a fused deep learning model for ECG classification—0
Leveraging Statistical Shape Priors in GAN-based ECG Synthesis—0
A Compact Online-Learning Spiking Neuromorphic Biosignal Processor—0
Deep Learning-based ECG Classification on Raspberry PI using a Tensorflow Lite Model based on PTB-XL Dataset—0
A Domain Generalization Approach for Out-Of-Distribution 12-lead ECG Classification with Convolutional Neural Networks—0
Decorrelative Network Architecture for Robust Electrocardiogram ClassificationCode0
Using Anomaly Detection to Detect Poisoning Attacks in Federated Learning Applications—0
Classification of ECG based on Hybrid Features using CNNs for Wearable Applications—0
Identifying Arrhythmias Based on ECG Classification Using Enhanced-PCA and Enhanced-SVM Methods—0
PhysioGAN: Training High Fidelity Generative Model for Physiological Sensor Readings—0
Global ECG Classification by Self-Operational Neural Networks with Feature Injection—0
Defending Against Adversarial Attack in ECG Classification with Adversarial Distillation Training—0
ECG classification algorithm based on feature synthetic input and multi-resolution neural networks—0
A Wearable ECG Monitor for Deep Learning Based Real-Time Cardiovascular Disease Detection—0
Improving ECG Classification Interpretability using Saliency Maps—0
Multi-Label ECG Classification Using Convolutional Neural Networks in a Classifier ChainCode0
Interpretable ECG classification via a query-based latent space traversal (qLST)—0
Nearest Subspace Search in The Signed Cumulative Distribution Transform Space for 1D Signal ClassificationCode0
Real-Time Patient-Specific ECG Classification by 1D Self-Operational Neural Networks—0
Convolution-Free Waveform Transformers for Multi-Lead ECG Classification—0
Multistage Pruning of CNN Based ECG Classifiers for Edge Devices—0
Application of Adversarial Examples to Physical ECG Signals—0
Robustness of convolutional neural networks to physiological ECG noise—0
A practical system based on CNN-BLSTM network for accurate classification of ECG heartbeats of MIT-BIH imbalanced datasetCode0
Heart-Darts: Classification of Heartbeats Using Differentiable Architecture Search—0
Low-dimensional Denoising Embedding Transformer for ECG Classification—0
An Operator Theoretic Approach for Analyzing Sequence Neural NetworksCode0
Weakly Supervised Arrhythmia Detection Based on Deep Convolutional Neural Network—0
Combining Scatter Transform and Deep Neural Networks for Multilabel Electrocardiogram Signal Classification—0
ECG Classification with a Convolutional Recurrent Neural Network—0
Piece-wise Matching Layer in Representation Learning for ECG Classification—0
ECG beats classification via online sparse dictionary and time pyramid matchingCode0
Enhance CNN Robustness Against Noises for Classification of 12-Lead ECG with Variable LengthCode0
SimGANs: Simulator-Based Generative Adversarial Networks for ECG Synthesis to Improve Deep ECG Classification—0
Multi-Lead ECG Classification via an Information-Based Attention Convolutional Neural Network—0
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All datasetsPhysioNet Challenge 2021Electrocardiography (ECG) on Telehealth Network of Minas Gerais (TNMG)PhysioNet Challenge 2020PTB-XLUCR Time Series Classification Archive

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Local Lead AttentionPhysioNet Challenge score 20210.52—Unverified
2Classifier Chain (3-lead)PhysioNet Challenge score 2021-0.6—Unverified
3Classifier Chain (4-lead)PhysioNet Challenge score 2021-0.63—Unverified
4Classifier Chain (6-lead)PhysioNet Challenge score 2021-0.63—Unverified
5Classifier Chain (2-lead)PhysioNet Challenge score 2021-0.63—Unverified
#ModelMetricClaimedVerifiedStatus
1DNNF1 (1dAVb)0.89—Unverified
24th year cardiology residentF1 (1dAVb)0.78—Unverified
35th year medical studentF1 (1dAVb)0.73—Unverified
43rd year emergency residentF1 (1dAVb)0.72—Unverified
#ModelMetricClaimedVerifiedStatus
11D CNN EncoderPhysioNet Challenge score (test data)0.21—Unverified
#ModelMetricClaimedVerifiedStatus
1xresnet1d101AUROC0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1V2SaAccuracy (Test)93.96—Unverified