PyTorch implementations of several SOTA backbone deep neural networks (such as ResNet, ResNeXt, RegNet) on one-dimensional (1D) signal/time-series data.
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Feb 7, 2022 - Python
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ecg-classification
Here are 193 public repositories matching this topic...
Scripts and modules for training and testing neural network for ECG automatic classification. Companion code to the paper "Automatic diagnosis of the 12-lead ECG using a deep neural network".
deep-learning ecg convolutional-neural-networks ecg-signal atrial-fibrillation ecg-classification atrial-fibrillation-detection
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Mar 25, 2023 - Python
Popular ECG QRS detectors written in python
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Feb 26, 2024 - Python
ECG classification programs based on ML/DL methods
python bioinformatics deep-learning neural-network tensorflow keras recurrent-neural-networks ecg dataset heart-rate convolutional-neural-networks chemoinformatics physiological-signals qrs physiology cardio ecg-classification mit-bh electrode-voltage-measurements cinc-challenge
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Oct 15, 2024 - Python
MIT-BIH ECG recognition using 1d CNN with TensorFlow2 and PyTorch
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Nov 20, 2022 - HTML
“合肥高新杯”心电人机智能大赛 —— 心电异常事件预测 TOP1 Solution
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Apr 27, 2021 - Python
ECG Classification
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Oct 10, 2019 - Python
1D GAN for ECG Synthesis and 3 models: CNN, LSTM, and Attention mechanism for ECG Classification.
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Feb 26, 2021 - Python
[深度应用]·首届中国心电智能大赛初赛开源Baseline（基于Keras val_acc: 0.88）
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Oct 14, 2019 - Python
Official and maintained implementation of the paper "Exploring Novel Algorithms for Atrial Fibrillation Detection by Driving Graduate Level Education in Medical Machine Learning" (ECG-DualNet) [Physiological Measurement 2022, EMBC 2023].
machine-learning deep-learning signal-processing pytorch transformer classification pattern-recognition convolutional-neural-networks ecg-signal embc ecg-data ecg-classification
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Jul 18, 2023 - Python
[Biomedical Signal Processing and Control] ECGTransForm: Empowering adaptive ECG arrhythmia classification framework with bidirectional transformer
time-series cnn ecg transformer adaptive self-attention ecg-classification arrhythmia-classification
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Apr 30, 2025 - Python
Repository for the paper 'Prospects for AI-Enhanced ECG as a Unified Screening Tool for Cardiac and Non-Cardiac Conditions -- An Explorative Study in Emergency Care'.
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May 7, 2025 - Python
ECG signal classification using Machine Learning
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Mar 24, 2023 - Python
Ensemble RNN based neural network for ECG anomaly detection
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Sep 6, 2021 - MATLAB
A library to compute ECG signal quality indicators
machine-learning ecg heart-rate ecg-signal preprocessing epilepsy signal-quality ecg-signal-python ecg-classification
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Nov 22, 2022 - Jupyter Notebook
Single Lead ECG signal Acquisition and Arrhythmia Classification using Deep Learning
arduino deep-learning tensorflow keras ecg convolutional-neural-networks ecg-signal deep-convolutional-networks keras-tensorflow ecg-classification ecg-acquisition
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Dec 27, 2022 - Jupyter Notebook
The repo is for the Heart Disease classification project using Transformer Encoders in PyTorch.
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Aug 10, 2021 - Python
Anomaly Detection in Time Series with Triadic Motif Fields and Application in Atrial Fibrillation ECG Classification
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May 6, 2021 - Python
Case-based interpretable deep learning for ECG classification. This code implements ProtoECGNet from the following paper: "ProtoECGNet: Case-Based Interpretable Deep Learning for Multi-Label ECG Classification." Sethi et al., MLHC 2025
machine-learning medicine prototype multi-label-classification interpretability ecg-classification contrastive-learning prototype-learning prototype-based-models
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Oct 8, 2025 - Jupyter Notebook
OpenHRStrap is an open-source DIY chest-strap heart-rate tracker built around the ESP32. It measures real biosignals through electrodes, filters the signal, and applies the Pan–Tompkins algorithm to detect R-peaks and compute heart rate in real time.
python arduino esp32 ecg running arduino-library ecg-signal fitness-tracker biotech ecg-signal-python ecg-qrs-detection ecg-filtering ecg-analyzer esp32-arduino ecg-data ecg-classification running-tracker ecg-signals
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Nov 30, 2025 - Jupyter Notebook
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