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ECG Classification

Papers

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Showing 51–75 of 116 papers

TitleStatusHype
Cloud-Connected Wireless Holter Monitor Machine with Neural Networks Based ECG Analysis for Remote Health Monitoring—0
Combining Scatter Transform and Deep Neural Networks for Multilabel Electrocardiogram Signal Classification—0
Convolutional Fourier Analysis Network (CFAN): A Unified Time-Frequency Approach for ECG Classification—0
Convolution-Free Waveform Transformers for Multi-Lead ECG Classification—0
Deep Learning-based ECG Classification on Raspberry PI using a Tensorflow Lite Model based on PTB-XL Dataset—0
Deep Neural Networks Generalization and Fine-Tuning for 12-lead ECG Classification—0
Defending Against Adversarial Attack in ECG Classification with Adversarial Distillation Training—0
Using Anomaly Detection to Detect Poisoning Attacks in Federated Learning Applications—0
ECG classification algorithm based on feature synthetic input and multi-resolution neural networks—0
Masked Transformer for Electrocardiogram Classification—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
Multi-Lead ECG Classification via an Information-Based Attention Convolutional Neural Network—0
Multistage Pruning of CNN Based ECG Classifiers for Edge Devices—0
MVKT-ECG: Efficient Single-lead ECG Classification on Multi-Label Arrhythmia by Multi-View Knowledge Transferring—0
Optimizing Neural Network Scale for ECG Classification—0
PhysioGAN: Training High Fidelity Generative Model for Physiological Sensor Readings—0
Piece-wise Matching Layer in Representation Learning for ECG Classification—0
Proof of Swarm Based Ensemble Learning for Federated Learning Applications—0
PulseNet: Deep Learning ECG-signal classification using random augmentation policy and continous wavelet transform for canines—0
Real-Time Patient-Specific ECG Classification by 1D Self-Operational Neural Networks—0
Non-linear Analysis Based ECG Classification of Cardiovascular Disorders—0
Robustness of convolutional neural networks to physiological ECG noise—0
SEVGGNet-LSTM: a fused deep learning model for ECG classification—0
Side Channel-Assisted Inference Leakage from Machine Learning-based ECG Classification—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 (2-lead)PhysioNet Challenge score 2021-0.63—Unverified
4Classifier Chain (4-lead)PhysioNet Challenge score 2021-0.63—Unverified
5Classifier Chain (6-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