ECG Arrhythmia Diagnosis ML Frameworks

ML frameworks and systems for automated ECG analysis, arrhythmia detection, and cardiac condition classification from physiological signals. Does NOT include general heart sound analysis, broader cardiovascular risk assessment without ECG focus, or non-ECG cardiac imaging.

There are 123 ecg arrhythmia diagnosis frameworks tracked. 6 score above 50 (established tier). The highest-rated is DeepPSP/torch_ecg at 64/100 with 254 stars.

Get all 123 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	DeepPSP/torch_ecg Deep learning ECG models implemented using PyTorch	64	Established	254	Python
2	im-ethz/flirt Are you ready to FLIRT with your wearable data?	54	Established	81	Jupyter Notebook
3	Edoar-do/HuBERT-ECG A self-supervised foundation ECG model for broad and scalable cardiac applications	53	Established	56	Shell
4	AmbiqAI/heartkit Perform AI-based heart monitoring tasks	51	Established	52	Jupyter Notebook
5	bowang-lab/ecg-fm An electrocardiogram analysis foundation model.	51	Established	253	Python
6	antonior92/automatic-ecg-diagnosis Scripts and modules for training and testing neural network for ECG...	51	Established	437	Python
7	analysiscenter/cardio CardIO is a library for data science research of heart signals	49	Emerging	257	Jupyter Notebook
8	atick-faisal/Real-Time-ECG-Monitoring-Android Android Application for Real-Time ECG Anomaly Detection Written in Kotlin	47	Emerging	18	Kotlin
9	landajuela/cardiac_challenge Code repository for machine learning for cardiac electrophysiology	46	Emerging	27	Jupyter Notebook
10	felixkrones/ECG-Digitiser PhysioNet Challenge 2024 Winner: Combining Hough Transform and Deep Learning...	46	Emerging	63	Python
11	dave-fernandes/ECGClassifier CNN, RNN, and Bayesian NN classification for ECG time-series (using...	45	Emerging	80	Jupyter Notebook
12	UMCUtrecht-ECGxAI/ecgxai Neatly packaged AI methods for explainable ECG analysis	45	Emerging	94	Python
13	antonior92/ecg-age-prediction Scripts and modules for training and testing neural network for age...	45	Emerging	88	Python
14	likith012/IMLE-Net Official implementation of our IEEE:SMC 2021 paper "IMLE-Net: An...	43	Emerging	34	Python
15	ankur219/ECG-Arrhythmia-classification ECG arrhythmia classification using a 2-D convolutional neural network	42	Emerging	332	Python
16	IBM/pulse-iot-wml-mobile-health WARNING: This repository is no longer maintained :warning: This repository...	42	Emerging	18	JavaScript
17	bbj-lab/protoecgnet Case-based interpretable deep learning for ECG classification. This code...	41	Emerging	28	Jupyter Notebook
18	koukou10/lstm-fcn LSTM-FCN applied on ECG dataset	41	Emerging	8	Jupyter Notebook
19	AI4HealthUOL/ECG-MIMIC Repository for the paper 'Prospects for AI-Enhanced ECG as a Unified...	41	Emerging	59	Python
20	bh1995/AF-classification The repo is for the Heart Disease classification project using Transformer...	40	Emerging	41	Python
21	ELM-Research/ECG-Preprocess Simple, efficient preprocessing pipelines for publicly available ECG datasets	40	Emerging	5	Python
22	AutoECG/Automated-ECG-Interpretation AI-based ECG interpretation will assist specialists, recently graduated...	40	Emerging	18	Jupyter Notebook
23	BatteryDEV/AutoECM Machine learning appoaches for the classification of Equivalent Circuit...	39	Emerging	48	Jupyter Notebook
24	mkfzdmr/COVID-19-ECG-Classification This repository contains the source codes of the article published to detect...	39	Emerging	23	MATLAB
25	konspatl/vae_scan A deep learning library for XAI-ECG analysis	38	Emerging	7	Python
26	ChristophReich1996/ECG_Classification Official and maintained implementation of the paper "Exploring Novel...	38	Emerging	68	Python
27	simonsanvil/ECG-classification-MLH Diagnose types of Arrhythmia from ECG signals using Machine Learning and...	38	Emerging	18	Jupyter Notebook
28	vishaln15/OptimizedArrhythmiaDetection Code for Optimized Arrhythmia Detection on Ultra-Edge Devices	37	Emerging	11	Jupyter Notebook
29	ELM-Research/ecg_preprocess Simple, efficient preprocessing pipelines for publicly available ECG datasets	36	Emerging	4	Python
30	Vidhiwar/multimodule-ecg-classification Multi-module Recurrent Convolutional Neural Network with Transformer Encoder...	36	Emerging	113	Jupyter Notebook
31	CaptainTrojan/electrocardioguard ElectroCardioGuard code...	35	Emerging	11	Python
32	AryanGit720/heart-sound-classification Heart Sound Classification (PCG) — TensorFlow + FastAPI; live demo on HF Spaces	35	Emerging	4	Python
33	AI4HealthUOL/MDS-ED Repository for the paper 'Enhancing Clinical Decision Support with...	35	Emerging	22	Python
34	MohammedRashad/Deep-Learning-and-Wearable-IoT-to-Monitor-and-Predict-Cardiac-Arrhytmia The Application of Deep Learning and Wearable IoT Technologies to Monitor...	34	Emerging	4	Java
35	SiyuLou/AutomaticHeartSoundClassification The is the repository for the project: Automatic Heart Sound Classification.	33	Emerging	27	Jupyter Notebook
36	AI4HealthUOL/CardioLab This is the official repository for CardioLab. A machine and deep learning...	33	Emerging	17	Python
37	vovanshil95/ML-ECG-Research Проект машинного обучения для анализа электрокардиограмм (ЭКГ) с...	33	Emerging	4	Jupyter Notebook
38	MUzairZahid/R-Peak-Detection-1D-CNN Robust R-Peak Detection in Low-Quality Holter ECGs Using 1D Convolutional...	32	Emerging	31	Python
39	CrispenGari/HBSC 🩺♥ Heart Beat Sound Classification (HBSC) is a GraphQL API for classifying...	32	Emerging	3	Python
40	echonet/lvh EchoNet-LVH is a deep learning model that quantifies ventricular hypertrophy...	32	Emerging	15	Python
41	degerliaysen/MultiEchoAI Myocardial Infarction Detection	32	Emerging	32	Python
42	uri-goldsztejn/Predicting_preterm_birth_from_EHG Supplementary code for "Predicting preterm births from electrohysterogram...	31	Emerging	3	MATLAB
43	SiddhantAttavar/SMART Stroke Monitoring And Rehabilitation using Technology - A solution that aims...	31	Emerging	3	Java
44	SheidaAbedpour/ECG_Heartbeat_Classification_CNN_RNN deep learning models for ECG classification	31	Emerging	2	Jupyter Notebook
45	ydup/Anomaly-Detection-in-Time-Series-with-Triadic-Motif-Fields Anomaly Detection in Time Series with Triadic Motif Fields and Application...	30	Emerging	37	Python
46	srajan-kiyotaka/Heart-Disease-Classifier The Deep Learning Model Predict the Heart Disease using ECG Images of the Patient!	29	Experimental	7	Jupyter Notebook
47	SeroviICAI/Mamba-Biometric-EKG-Analysis-Technology-MambaBEAT In the realm of EKG/ECG analysis, deep learning models have made significant...	29	Experimental	7	Python
48	labsisouleimen/AI-Heart-Guardian A medical AI desktop app featuring a custom-trained Deep Learning model and...	28	Experimental	4	Python
49	chaima-massaoudi/Heart-Reader-From-Deep-Learning-to-Edge-AI-for-Automated-ECG-Diagnosis Multimodal deep learning for automated 12-lead ECG diagnosis \| Macro-AUC...	28	Experimental	3	Python
50	eth-siplab/Unsupervised_Periodicity_Detection Official code for ICML 2024 paper "An Unsupervised Approach for Periodic...	28	Experimental	13	Python
51	zhaoren91/awesome-heart-sound-analysis Awesome Heart Sound Analysis - A Survey	27	Experimental	19	—
52	aristotelisballas/listen2yourheart Listen2YourHeart is a publically available, extendable framework for...	27	Experimental	13	Python
53	willxxy/Text-EGM [CHIL 2024] Interpretation of Intracardiac Electrograms Through Textual...	27	Experimental	12	Python
54	redayzarra/SleepApneaDetection My capstone project explores machine learning, hardware, and web development...	27	Experimental	12	C++
55	seorim0/ResUNet-LC 2D residual U-Net (ResUNet) and a lead combiner (LC) for 12-lead ECG...	27	Experimental	15	Python
56	shahriar-rahman/Automated-Detection-of-Cardiac-Arrhythmia Based on a Hybrid CNN-LSTM Network, an automated predicitve algorithm is constructed.	27	Experimental	16	Python
57	biodatlab/multitask-vision-ecg MS and LVEF classification for ECG image using multi-task deep learning....	27	Experimental	5	Jupyter Notebook
58	LadyJo02/cardioscope_app AI-assisted wireless stethoscope integrating on-device deep learning for...	27	Experimental	2	Jupyter Notebook
59	b-chalpin/hrvm EWU CS Senior Project \| Team E1	26	Experimental	6	Swift
60	rsarka34/CirCor-HS-classification-ICASSP2025 A Unified Joint Contrastive Triplet Loss with Temporal and Frequency Signal...	25	Experimental	3	Jupyter Notebook
61	BrianNguyen29/ECG-RAMBA Zero-Shot ECG Generalization using Morphology-Rhythm Disentanglement and...	25	Experimental	2	Jupyter Notebook
62	SinaGhaffarzadeh/Classicification-of-8-Types-of-Sensitive-Cardiac-Arrhythmias-Using-Deep-Learning An artificial intelligence implementation on 8 arrhythmias that consist of...	25	Experimental	6	Python
63	mdzaheerjk/AI-Powered-Heart-Murmur-Detection-System Develop an AI-powered heart murmur detection system using audio signal...	25	Experimental	7	—
64	Torabiy/HLS-CMDS Heart and Lung Sounds Dataset Recorded from a Clinical Manikin using Digital...	24	Experimental	16	Jupyter Notebook
65	aryansmatte/A-HYBRID-MULTI-MODEL-BASED-APPROACH-FOR-HEART-DISEASE-DETECTION-AND-CLASSIFICATION Final year capstone project for heart disease detection using a multi-modal...	24	Experimental	3	Jupyter Notebook
66	willparker123/multimodal-cardiography-learning Multimodal Transformer Networks with synchronised ECG and PCG data to detect...	24	Experimental	13	Python
67	pedroborghi/master-ecg-af-mlp-lstm Codes from my Master's Thesis on ECG Classification at Instituto Politécnico...	23	Experimental	1	MATLAB
68	metacore-stack/ECG-Foundation-Engine A production-grade deep learning framework for zero-shot ECG classification...	23	Experimental	2	Jupyter Notebook
69	moharamfatema/heartbeat-sounds Heart Sound Segmentation And Classification \| Kaggle Competition	22	Experimental	16	Jupyter Notebook
70	aloth/mindful-coffee Mindful Coffee ☕️ – Smart iOS caffeine log with cortisol rhythm modeling to...	22	Experimental	5	HTML
71	pulseheart/quantum-machine-learning-echocardiography Hybrid Classical-Quantum AI for Left Ventricular Ejection Fraction by...	22	Experimental	—	Jupyter Notebook
72	l-ariza-dotcom/chf-qrs-detection Beat-level Congestive Heart Failure detection from QRS complex using ML —...	22	Experimental	—	Python
73	lokesh-poreddy/ECG-DigitizeNet-Image-to-Time-Series-Digitization-and-Hybrid-CNN-ViT-LLM-Diagnostic ECG-DigitizeNet: A complete end-to-end system that converts raw 12-lead ECG...	22	Experimental	3	Python
74	preminstrel/ECG-Classification ECG Classification using PyTorch	22	Experimental	18	Jupyter Notebook
75	HebaHamdan2/ECG-Analyzer-app-using-AI ECG Analyzer is a web application developed as my bachelor's graduation...	22	Experimental	1	JavaScript
76	MehradAria/FFR-Estimation Non-Invasive Fractional Flow Reserve Estimation using Deep Learning on...	21	Experimental	9	Jupyter Notebook
77	DHEEPAK29/Project-ML-IoT Objective : To help Doctors (or) Supervisors remotely monitor the Condition...	21	Experimental	9	C++
78	JaeBinCHA7/ECG-Multi-Label-Classification-Using-Multi-Model In this project, we will perform 12-lead ECG Multi-label Classification....	21	Experimental	11	Python
79	AbdulAhad56/CardioPulse-AI CardioPulse AI is an end-to-end heart disease risk analysis system that uses...	21	Experimental	—	Jupyter Notebook
80	ektaggu/ECG-Heart-Disease-Project ECG image-based heart disease classification using CNN (MobileNetV2)	21	Experimental	—	—
81	MinaMoazami/SleepApnea-Classification-ECG Sleep Apnea Classification using Deep Learning on ECG Signals	21	Experimental	5	Jupyter Notebook
82	Srinivas-Natarajan/Heart-Arrhythmia-Classification This program takes and input of an ECG in European Data Format (EDF) and...	21	Experimental	7	Jupyter Notebook
83	sahilsethi0105/protoecgnet Case-based interpretable deep learning for ECG classification. This code...	20	Experimental	3	Jupyter Notebook
84	downl2160/heart-monitor-wearable A smart IoT heart‐rate and SpO₂ monitoring system built on ESP8266 +...	20	Experimental	4	C++
85	jorgesandoval/heartbeat-classification-cnn An advanced ECG anomaly detection system using deep learning. This...	20	Experimental	8	Jupyter Notebook
86	aliebayani/Linear-Deep-Convolutional-Neural-Network-LDCNN LDCNN: A new arrhythmia detection technique with ECG signals using a linear...	20	Experimental	8	Jupyter Notebook
87	Vaibhav27-code/Prediction-Of-Arrhythmia-Using-Deep-Learning Web app for ECG-based arrhythmia prediction using a deep neural network...	19	Experimental	—	HTML
88	elenamer/ecg_classification_DL ECGDL: A framework for comparative study of databases and computational...	19	Experimental	19	Python
89	Somenpradhan/ECG-Signal Lightweight CNN with Attention for Heart Sound Classification	19	Experimental	2	Jupyter Notebook
90	AlirezaKhodabakhsh/ECGNet ECGNet, leveraging PyTorch, classifies ECG signals with 96% accuracy, using...	19	Experimental	13	Jupyter Notebook
91	TomMakesThings/Semi-Supervised-ECG-Classifier Undergraduate group project in which we built an ECG classifier using a...	19	Experimental	17	Jupyter Notebook
92	imehranasgari/DL_TimeSeries_Classification_ECG_Signal_Arrhythmia This project applies ANNs, CNNs, LSTMs, and a Hybrid Transformer to classify...	19	Experimental	2	Jupyter Notebook
93	blongngo28/TSMAE-model Reimplementation of TSMAE for ECG5000 data	19	Experimental	1	—
94	piotrmgs/mit-np-triage Reproducible pipeline for silent-failure auditing in ECG accept-sets...	17	Experimental	—	Python
95	Ayush2649/Improving-Clinical-Usability-of-Automated-Arrhythmia-Detection-with-an-Explainable-1D-CNN An explainable deep learning system for automated ECG arrhythmia detection...	16	Experimental	4	Jupyter Notebook
96	Zawarudo12/Digital-Phonocardiograph ESP32-based digital phonocardiograph for real-time heart sound acquisition,...	15	Experimental	—	—
97	anugerahpamungkas2005-sudo/brugada-ecg-detection Brugada Syndrome Detection using Logistic Regression with ADASYN	14	Experimental	—	Jupyter Notebook
98	sucharitha1812/ecg-anomaly-detection-vae Unsupervised ECG anomaly detection using Variational Autoencoder (VAE) with...	14	Experimental	—	Jupyter Notebook
99	budziun/ecg-project AI-powered ECG arrhythmia classification using CNN-LSTM \| Deep learning \|...	14	Experimental	3	Jupyter Notebook
100	clorensia/IDSC26_Brugada_ICTeam Brugada Syndrome detection from ECG signals using machine learning and...	14	Experimental	—	Jupyter Notebook
101	premnandakishore/sleep-apnea-detection-ecg Deep Learning based Sleep Apnea Detection using ECG Spectrograms and...	13	Experimental	—	Jupyter Notebook
102	SowmiyaHualian/ECG-Abnormality-Detection-Using-Deep-Learning- Deep learning–based ECG abnormality detection using CNN and sequence models.	13	Experimental	—	—
103	Koldim2001/time_series_theory Решение задач по анализу временных рядов: детекция пиков QRS на сигналах ЭКГ...	13	Experimental	9	Jupyter Notebook
104	deliriouze/Heart-sound-classification 🫀 Classify heartbeat sounds into Normal, Murmur, and Artifact using deep...	13	Experimental	—	Jupyter Notebook
105	domenico-rgs/PCG-envelograms-on-FPGA FPGA design for extracting PSD, Hilbert, Wavelet, and Homomorphic...	13	Experimental	—	VHDL
106	Amir-Hofo/AI_in_Biomedical_Data This educational repository focuses on working with three types of medical...	13	Experimental	10	Jupyter Notebook
107	muscaanmnmnm/LSTM-Based-Recovery-of-ECG-Signals A Deep Learning project using LSTM Autoencoders to reconstruct and recover...	13	Experimental	—	Jupyter Notebook
108	uripont/arrhythmia-origin-predictor A fast and interpretable ECG-based prediction system for the Site Of Origin...	13	Experimental	3	Jupyter Notebook
109	Abhijith14/ECG-Classification ECG Classification	12	Experimental	7	Jupyter Notebook
110	Abhijith14/ECG-Classification-RNN ECG Classification - RNN	12	Experimental	7	Jupyter Notebook
111	Ahsan06080/Cardiac_Arrythmia_detection-ECG-_from_DeepLearning The repo provides different backbone such as (resnet, densenet, inception...	12	Experimental	6	Jupyter Notebook
112	parsakhavarinejad/ECG_analysis In this repository, ECG data (electrocardiogram) has been processed and...	12	Experimental	5	Jupyter Notebook
113	Intiserahmed/SpectreOra-IoT-Mobile-ML 🥈🎉 Silver Award Winner and Presented at IEEE Conference 📝 .This project...	12	Experimental	5	PureBasic
114	AlexanderSychev2005/ecg_classifier ECG Classification with Machine Learning and Deep Learning Technics	12	Experimental	2	Jupyter Notebook
115	SrujanEppalapally/Heart-Sound-Analysis-and-Classification Heart disease is still a major worldwide health concern since it is one of...	11	Experimental	4	Jupyter Notebook
116	iampedroalz/classification-atrial-beats Atrial tachyarrhythmias such as atrial fibrillation (AFib) predispose to...	11	Experimental	3	—
117	lygitdata/bpmodel This repository houses the comprehensive work on predictive models for blood...	11	Experimental	—	HTML
118	Koldim2001/ML_DL_research_VECG Проект ML/DL определения сердечной недостаточности по векторной электрокардиографии	11	Experimental	3	Jupyter Notebook
119	Social-Impact-Project-Healthcare/Automated-Heart-Sound-Analysis The blog series composed in order to fulfil the requirements of SIP 2023.	11	Experimental	—	—
120	rakiiibul/MLECG This research addresses the critical domain of anomaly detection in...	11	Experimental	—	Jupyter Notebook
121	Preranatn026/NeuroCardiac-Digital AI-powered Neuro-Cardiac Digital Twin integrating real-time ECG and EEG...	11	Experimental	—	Python
122	Daniell-Dantas/Artigo-Classificacao-de-ECG Classificação de séries temporais de sinais ECG com redes neurais...	10	Experimental	2	Python
123	trungdangtapcode/ECG-heartbeat-classifier Flatline: the only time my love life and my heartbeat match. ...	10	Experimental	1	TypeScript

Comparisons in this category

automatic-ecg-diagnosis and ecg-age-prediction (51 vs 45) ecg-fm and ECG-MIMIC (51 vs 41)