Photoplethysmography Vital Signs ML Frameworks

ML frameworks and tools for extracting cardiovascular and vital sign metrics (heart rate, blood pressure, blood oxygen) from photoplethysmography (PPG) signals and remote physiological sensing. Does NOT include general signal processing, non-PPG biosensors, or clinical diagnosis systems without a vital sign extraction component.

There are 34 photoplethysmography vital signs frameworks tracked. The highest-rated is remotebiosensing/rppg at 49/100 with 315 stars.

Get all 34 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	remotebiosensing/rppg Benchmark Framework for fair evaluation of rPPG	49	Emerging	315	Python
2	Mobile-Sensing-and-UbiComp-Laboratory/NormWear A Foundation Model for Multivariate Wearable Sensing of Physiological Signals.	44	Emerging	42	Python
3	AnweshCR7/RhythmNet End-to-end Heart Rate Estimation from Face via Spatial-temporal...	42	Emerging	65	Python
4	PhysiologicAILab/FactorizePhys FactorizePhys: Matrix Factorization for Multidimensional Attention in Remote...	42	Emerging	30	Python
5	MahdiFarvardin/MEDVSE Official repository of "Efficient Deep Learning-based Estimation of the...	42	Emerging	39	Python
6	fr-meyer/MD-ViSCo MD-ViSCo: A Unified Model for Multi-Directional Vital Sign Waveform...	38	Emerging	7	Python
7	Hossein-Eskandari-a/cardio-conductor_Heart-Rate-ppo-prediction Predict short-term heart rate using PPO reinforcement learning on...	37	Emerging	5	Jupyter Notebook
8	esl-epfl/KID-PPG KID-PPG package for heart rate extraction from photoplethysmography signals	36	Emerging	13	Jupyter Notebook
9	Sakib1263/NABNet NABNet: A Nested Attention-guided BiConvLSTM Network for a robust...	33	Emerging	45	Jupyter Notebook
10	PhysiologicAILab/MMRPhys Multi-Modal Multi-Task Remote Physiological Sensing	30	Emerging	10	Python
11	high-dimensional/biobank-megamodeller This is a repository hosting all code and models detailed in the article...	30	Emerging	2	HTML
12	brianhill11/ABPImputation Package for imputing the arterial blood pressure (ABP) waveform from...	29	Experimental	36	Python
13	cyrillknecht/radar_vital_signs_ml ETH Zürich Semester Project exploring the possibilities of using Deep...	28	Experimental	22	Python
14	GeorgeSaab/BP_Prediction Predict Arterial Blood Pressure Using ECG and PPG Data	27	Experimental	16	Jupyter Notebook
15	zhenyuanlu/PainAttnNet Transformer Encoder with Multiscale Deep Learning for Pain Classification...	27	Experimental	26	Python
16	SCAI-Lab/VitalPy A Vital Signal Analysis Package	26	Experimental	23	Python
17	xtnctx/BFRBSys A wrist-worn device and monitoring system implements user-file-memory...	25	Experimental	4	Dart
18	rupeshsure/Obstructive-Sleep-Apnea-Project Obstructive Sleep Apnea classification with help of numerical data set which...	25	Experimental	5	Jupyter Notebook
19	mbwebster/meae-heart-rate-extraction-from-noisy-ppg Official repository for "Self-Supervised Autoencoder Network for Robust...	25	Experimental	4	Python
20	HarshTomar1234/rppg-heart-rate Remote Photoplethysmography (rPPG) for contactless heart rate detection...	24	Experimental	4	Python
21	Edouard99/PPG-Prediction Heart rate prediction from PPG signals	22	Experimental	6	Jupyter Notebook
22	Noamko128/PPG-BP-Project Develop a machine learning model using PPG signals to non-invasively...	22	Experimental	7	Jupyter Notebook
23	remdui/MultivariateNormativeModeling Multivariate Normative Modeling Kit	22	Experimental	—	Python
24	ronibandini/hr-hrv ECG stress detection with Machine Learning HR/HRV	20	Experimental	2	C++
25	navidhasanzadeh/Hypertension_PPG Hypertension Detection From High-Dimensional Representation of...	19	Experimental	12	Jupyter Notebook
26	Misterbra/ppg-age-benchmark Benchmarking open-source PPG foundation models (Pulse-PPG, PaPaGei-S) for...	19	Experimental	—	Python
27	chesterXalan/ObstructiveSleepApneaDiagnosis-SpO2 An auto diagnostic system for obstructive sleep apnea (OSA) based on SpO2 signals.	18	Experimental	2	Jupyter Notebook
28	WindZh03/Awesome-rPPG-Method-List a list of rPPG methods	17	Experimental	1	—
29	by3nrique/PPGfold Manifold learning methods (Autoencoders, UMAP, FCNNs) for analyzing and...	17	Experimental	—	Jupyter Notebook
30	jonnor/toothbrush Toothbrush tracker/timer using accelerometer and machine learning	17	Experimental	3	Jupyter Notebook
31	HoseinRanjbar/Blood-Pressure-Estimation Blood Pressure Estimation from PPG Signals Using Machine Learning	13	Experimental	9	Jupyter Notebook
32	vortex2jm/embedded-hr-estimator Real-time heart rate estimation on ESP32-S3 using a continual learning...	13	Experimental	—	C
33	jamesforhealth/FlowFusionBP Accurately predict blood pressure in real-time by integrating features from...	12	Experimental	5	Python
34	imadMansour85/Bp_prediction_deep_learning Use Deep Learning Model for Blood Pressure Estimation via Photoplethysmography (PPG)	11	Experimental	4	Jupyter Notebook