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 108 ecg arrhythmia diagnosis frameworks tracked. 2 score above 50 (established tier). The highest-rated is DeepPSP/torch_ecg at 64/100 with 254 stars and 1,014 monthly downloads.

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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	46	Emerging	56	Shell
4	AmbiqAI/heartkit Perform AI-based heart monitoring tasks	44	Emerging	52	Jupyter Notebook
5	antonior92/automatic-ecg-diagnosis Scripts and modules for training and testing neural network for ECG...	44	Emerging	437	Python
6	bowang-lab/ecg-fm An electrocardiogram analysis foundation model.	44	Emerging	253	Python
7	atick-faisal/Real-Time-ECG-Monitoring-Android Android Application for Real-Time ECG Anomaly Detection Written in Kotlin	43	Emerging	18	Kotlin
8	landajuela/cardiac_challenge Code repository for machine learning for cardiac electrophysiology	43	Emerging	27	Jupyter Notebook
9	analysiscenter/cardio CardIO is a library for data science research of heart signals	42	Emerging	257	Jupyter Notebook
10	felixkrones/ECG-Digitiser PhysioNet Challenge 2024 Winner: Combining Hough Transform and Deep Learning...	39	Emerging	63	Python
11	bbj-lab/protoecgnet Case-based interpretable deep learning for ECG classification. This code...	39	Emerging	28	Jupyter Notebook
12	UMCUtrecht-ECGxAI/ecgxai Neatly packaged AI methods for explainable ECG analysis	38	Emerging	94	Python
13	dave-fernandes/ECGClassifier CNN, RNN, and Bayesian NN classification for ECG time-series (using...	38	Emerging	80	Jupyter Notebook
14	antonior92/ecg-age-prediction Scripts and modules for training and testing neural network for age...	38	Emerging	88	Python
15	ELM-Research/ECG-Preprocess Simple, efficient preprocessing pipelines for publicly available ECG datasets	38	Emerging	5	Python
16	ELM-Research/ecg_preprocess Simple, efficient preprocessing pipelines for publicly available ECG datasets	37	Emerging	4	Python
17	likith012/IMLE-Net Official implementation of our IEEE:SMC 2021 paper "IMLE-Net: An...	36	Emerging	34	Python
18	ankur219/ECG-Arrhythmia-classification ECG arrhythmia classification using a 2-D convolutional neural network	35	Emerging	332	Python
19	IBM/pulse-iot-wml-mobile-health WARNING: This repository is no longer maintained :warning: This repository...	35	Emerging	18	JavaScript
20	koukou10/lstm-fcn LSTM-FCN applied on ECG dataset	34	Emerging	8	Jupyter Notebook
21	AI4HealthUOL/ECG-MIMIC Repository for the paper 'Prospects for AI-Enhanced ECG as a Unified...	34	Emerging	59	Python
22	bh1995/AF-classification The repo is for the Heart Disease classification project using Transformer...	33	Emerging	41	Python
23	AutoECG/Automated-ECG-Interpretation AI-based ECG interpretation will assist specialists, recently graduated...	33	Emerging	18	Jupyter Notebook
24	BatteryDEV/AutoECM Machine learning appoaches for the classification of Equivalent Circuit...	32	Emerging	48	Jupyter Notebook
25	mkfzdmr/COVID-19-ECG-Classification This repository contains the source codes of the article published to detect...	32	Emerging	23	MATLAB
26	konspatl/vae_scan A deep learning library for XAI-ECG analysis	32	Emerging	7	Python
27	ChristophReich1996/ECG_Classification Official and maintained implementation of the paper "Exploring Novel...	31	Emerging	68	Python
28	simonsanvil/ECG-classification-MLH Diagnose types of Arrhythmia from ECG signals using Machine Learning and...	31	Emerging	18	Jupyter Notebook
29	vishaln15/OptimizedArrhythmiaDetection Code for Optimized Arrhythmia Detection on Ultra-Edge Devices	30	Emerging	11	Jupyter Notebook
30	AI4HealthUOL/CardioLab This is the official repository for CardioLab. A machine and deep learning...	30	Emerging	17	Python
31	AryanGit720/heart-sound-classification Heart Sound Classification (PCG) — TensorFlow + FastAPI; live demo on HF Spaces	29	Experimental	4	Python
32	Vidhiwar/multimodule-ecg-classification Multi-module Recurrent Convolutional Neural Network with Transformer Encoder...	29	Experimental	113	Jupyter Notebook
33	CaptainTrojan/electrocardioguard ElectroCardioGuard code...	28	Experimental	11	Python
34	AI4HealthUOL/MDS-ED Repository for the paper 'Enhancing Clinical Decision Support with...	28	Experimental	22	Python
35	MohammedRashad/Deep-Learning-and-Wearable-IoT-to-Monitor-and-Predict-Cardiac-Arrhytmia The Application of Deep Learning and Wearable IoT Technologies to Monitor...	27	Experimental	4	Java
36	SiyuLou/AutomaticHeartSoundClassification The is the repository for the project: Automatic Heart Sound Classification.	26	Experimental	27	Jupyter Notebook
37	Cardio-AI/cmr-phase-detection Self-supervised method for cardiac phase detection in 4D CMR. Model consists...	26	Experimental	4	Jupyter Notebook
38	vovanshil95/ML-ECG-Research Проект машинного обучения для анализа электрокардиограмм (ЭКГ) с...	26	Experimental	4	Jupyter Notebook
39	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...	26	Experimental	3	Python
40	labsisouleimen/AI-Heart-Guardian A medical AI desktop app featuring a custom-trained Deep Learning model and...	26	Experimental	4	Python
41	degerliaysen/MultiEchoAI Myocardial Infarction Detection	25	Experimental	32	Python
42	MUzairZahid/R-Peak-Detection-1D-CNN Robust R-Peak Detection in Low-Quality Holter ECGs Using 1D Convolutional...	25	Experimental	31	Python
43	echonet/lvh EchoNet-LVH is a deep learning model that quantifies ventricular hypertrophy...	25	Experimental	15	Python
44	CrispenGari/HBSC 🩺♥ Heart Beat Sound Classification (HBSC) is a GraphQL API for classifying...	25	Experimental	3	Python
45	uri-goldsztejn/Predicting_preterm_birth_from_EHG Supplementary code for "Predicting preterm births from electrohysterogram...	24	Experimental	3	MATLAB
46	SheidaAbedpour/ECG_Heartbeat_Classification_CNN_RNN deep learning models for ECG classification	24	Experimental	2	Jupyter Notebook
47	SiddhantAttavar/SMART Stroke Monitoring And Rehabilitation using Technology - A solution that aims...	24	Experimental	3	Java
48	pedroborghi/master-ecg-af-mlp-lstm Codes from my Master's Thesis on ECG Classification at Instituto Politécnico...	23	Experimental	1	MATLAB
49	ydup/Anomaly-Detection-in-Time-Series-with-Triadic-Motif-Fields Anomaly Detection in Time Series with Triadic Motif Fields and Application...	23	Experimental	37	Python
50	mdzaheerjk/AI-Powered-Heart-Murmur-Detection-System Develop an AI-powered heart murmur detection system using audio signal...	23	Experimental	7	—
51	pulseheart/quantum-machine-learning-echocardiography Hybrid Classical-Quantum AI for Left Ventricular Ejection Fraction by...	22	Experimental	—	Jupyter Notebook
52	l-ariza-dotcom/chf-qrs-detection Beat-level Congestive Heart Failure detection from QRS complex using ML —...	22	Experimental	—	Python
53	srajan-kiyotaka/Heart-Disease-Classifier The Deep Learning Model Predict the Heart Disease using ECG Images of the Patient!	22	Experimental	7	Jupyter Notebook
54	SeroviICAI/Mamba-Biometric-EKG-Analysis-Technology-MambaBEAT In the realm of EKG/ECG analysis, deep learning models have made significant...	22	Experimental	7	Python
55	ektaggu/ECG-Heart-Disease-Project ECG image-based heart disease classification using CNN (MobileNetV2)	22	Experimental	—	—
56	serize02/hbef-2d Ejection fraction estimation from apical 4-chamber echocardiogram videos is...	22	Experimental	—	Python
57	eth-siplab/Unsupervised_Periodicity_Detection Official code for ICML 2024 paper "An Unsupervised Approach for Periodic...	21	Experimental	13	Python
58	metacore-stack/ECG-Foundation-Engine A production-grade deep learning framework for zero-shot ECG classification...	21	Experimental	2	Jupyter Notebook
59	BrianNguyen29/ECG-RAMBA Zero-Shot ECG Generalization using Morphology-Rhythm Disentanglement and...	21	Experimental	2	Jupyter Notebook
60	LadyJo02/cardioscope_app AI-assisted wireless stethoscope integrating on-device deep learning for...	21	Experimental	2	Jupyter Notebook
61	biodatlab/multitask-vision-ecg MS and LVEF classification for ECG image using multi-task deep learning....	20	Experimental	5	Jupyter Notebook
62	shahriar-rahman/Automated-Detection-of-Cardiac-Arrhythmia Based on a Hybrid CNN-LSTM Network, an automated predicitve algorithm is constructed.	20	Experimental	16	Python
63	aristotelisballas/listen2yourheart Listen2YourHeart is a publically available, extendable framework for...	20	Experimental	13	Python
64	seorim0/ResUNet-LC 2D residual U-Net (ResUNet) and a lead combiner (LC) for 12-lead ECG...	20	Experimental	15	Python
65	redayzarra/SleepApneaDetection My capstone project explores machine learning, hardware, and web development...	20	Experimental	12	C++
66	zhaoren91/awesome-heart-sound-analysis Awesome Heart Sound Analysis - A Survey	20	Experimental	19	—
67	willxxy/Text-EGM [CHIL 2024] Interpretation of Intracardiac Electrograms Through Textual...	20	Experimental	12	Python
68	Vaibhav27-code/Prediction-Of-Arrhythmia-Using-Deep-Learning Web app for ECG-based arrhythmia prediction using a deep neural network...	19	Experimental	—	HTML
69	AbdulAhad56/CardioPulse-AI CardioPulse AI is an end-to-end heart disease risk analysis system that uses...	19	Experimental	—	Jupyter Notebook
70	b-chalpin/hrvm EWU CS Senior Project \| Team E1	19	Experimental	6	Swift
71	piotrmgs/mit-np-triage Reproducible pipeline for silent-failure auditing in ECG accept-sets...	19	Experimental	—	Python
72	rsarka34/CirCor-HS-classification-ICASSP2025 A Unified Joint Contrastive Triplet Loss with Temporal and Frequency Signal...	18	Experimental	3	Jupyter Notebook
73	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...	18	Experimental	3	Jupyter Notebook
74	SinaGhaffarzadeh/Classicification-of-8-Types-of-Sensitive-Cardiac-Arrhythmias-Using-Deep-Learning An artificial intelligence implementation on 8 arrhythmias that consist of...	18	Experimental	6	Python
75	aloth/mindful-coffee Mindful Coffee ☕️ – Smart iOS caffeine log with cortisol rhythm modeling to...	18	Experimental	5	HTML
76	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...	18	Experimental	3	Python
77	willparker123/multimodal-cardiography-learning Multimodal Transformer Networks with synchronised ECG and PCG data to detect...	17	Experimental	13	Python
78	Torabiy/HLS-CMDS Heart and Lung Sounds Dataset Recorded from a Clinical Manikin using Digital...	17	Experimental	16	Jupyter Notebook
79	Zawarudo12/Digital-Phonocardiograph ESP32-based digital phonocardiograph for real-time heart sound acquisition,...	15	Experimental	—	—
80	moharamfatema/heartbeat-sounds Heart Sound Segmentation And Classification \| Kaggle Competition	15	Experimental	16	Jupyter Notebook
81	preminstrel/ECG-Classification ECG Classification using PyTorch	15	Experimental	18	Jupyter Notebook
82	HebaHamdan2/ECG-Analyzer-app-using-AI ECG Analyzer is a web application developed as my bachelor's graduation...	15	Experimental	1	JavaScript
83	MinaMoazami/SleepApnea-Classification-ECG Sleep Apnea Classification using Deep Learning on ECG Signals	15	Experimental	5	Jupyter Notebook
84	MehradAria/FFR-Estimation Non-Invasive Fractional Flow Reserve Estimation using Deep Learning on...	14	Experimental	9	Jupyter Notebook
85	sahilsethi0105/protoecgnet Case-based interpretable deep learning for ECG classification. This code...	14	Experimental	3	Jupyter Notebook
86	downl2160/heart-monitor-wearable A smart IoT heart‐rate and SpO₂ monitoring system built on ESP8266 +...	14	Experimental	4	C++
87	Srinivas-Natarajan/Heart-Arrhythmia-Classification This program takes and input of an ECG in European Data Format (EDF) and...	14	Experimental	7	Jupyter Notebook
88	clorensia/IDSC26_Brugada_ICTeam Brugada Syndrome detection from ECG signals using machine learning and...	14	Experimental	—	Jupyter Notebook
89	sucharitha1812/ecg-anomaly-detection-vae Unsupervised ECG anomaly detection using Variational Autoencoder (VAE) with...	14	Experimental	—	Jupyter Notebook
90	anugerahpamungkas2005-sudo/brugada-ecg-detection Brugada Syndrome Detection using Logistic Regression with ADASYN	14	Experimental	—	Jupyter Notebook
91	DHEEPAK29/Project-ML-IoT Objective : To help Doctors (or) Supervisors remotely monitor the Condition...	14	Experimental	9	C++
92	JaeBinCHA7/ECG-Multi-Label-Classification-Using-Multi-Model In this project, we will perform 12-lead ECG Multi-label Classification....	14	Experimental	11	Python
93	premnandakishore/sleep-apnea-detection-ecg Deep Learning based Sleep Apnea Detection using ECG Spectrograms and...	14	Experimental	—	Jupyter Notebook
94	deliriouze/Heart-sound-classification 🫀 Classify heartbeat sounds into Normal, Murmur, and Artifact using deep...	14	Experimental	—	Jupyter Notebook
95	Preranatn026/NeuroCardiac-Digital AI-powered Neuro-Cardiac Digital Twin integrating real-time ECG and EEG...	14	Experimental	—	Python
96	imehranasgari/DL_TimeSeries_Classification_ECG_Signal_Arrhythmia This project applies ANNs, CNNs, LSTMs, and a Hybrid Transformer to classify...	13	Experimental	2	Jupyter Notebook
97	Somenpradhan/ECG-Signal Lightweight CNN with Attention for Heart Sound Classification	13	Experimental	2	Jupyter Notebook
98	jorgesandoval/heartbeat-classification-cnn An advanced ECG anomaly detection system using deep learning. This...	13	Experimental	8	Jupyter Notebook
99	aliebayani/Linear-Deep-Convolutional-Neural-Network-LDCNN LDCNN: A new arrhythmia detection technique with ECG signals using a linear...	13	Experimental	8	Jupyter Notebook
100	AlirezaKhodabakhsh/ECGNet ECGNet, leveraging PyTorch, classifies ECG signals with 96% accuracy, using...	12	Experimental	13	Jupyter Notebook
101	blongngo28/TSMAE-model Reimplementation of TSMAE for ECG5000 data	12	Experimental	1	—
102	TomMakesThings/Semi-Supervised-ECG-Classifier Undergraduate group project in which we built an ECG classifier using a...	12	Experimental	17	Jupyter Notebook
103	elenamer/ecg_classification_DL ECGDL: A framework for comparative study of databases and computational...	12	Experimental	19	Python
104	domenico-rgs/PCG-envelograms-on-FPGA FPGA design for extracting PSD, Hilbert, Wavelet, and Homomorphic...	11	Experimental	—	VHDL
105	muscaanmnmnm/LSTM-Based-Recovery-of-ECG-Signals A Deep Learning project using LSTM Autoencoders to reconstruct and recover...	11	Experimental	—	Jupyter Notebook
106	SowmiyaHualian/ECG-Abnormality-Detection-Using-Deep-Learning- Deep learning–based ECG abnormality detection using CNN and sequence models.	11	Experimental	—	—
107	budziun/ecg-project AI-powered ECG arrhythmia classification using CNN-LSTM \| Deep learning \|...	10	Experimental	3	Jupyter Notebook
108	Ayush2649/Improving-Clinical-Usability-of-Automated-Arrhythmia-Detection-with-an-Explainable-1D-CNN An explainable deep learning system for automated ECG arrhythmia detection...	10	Experimental	4	Jupyter Notebook