| PaPaGei: Open Foundation Models for Optical Physiological Signals | Oct 27, 2024 | Contrastive LearningDomain Generalization | CodeCode Available | 2 |
| Interpretable Pre-Trained Transformers for Heart Time-Series Data | Jul 30, 2024 | DecoderElectrocardiography (ECG) | CodeCode Available | 2 |
| pyVHR: a Python framework for remote photoplethysmography | Apr 15, 2022 | GPUHeart rate estimation | CodeCode Available | 2 |
| An Open Framework for Remote-PPG Methods and their Assessment | Nov 26, 2020 | Heart rate estimationPhotoplethysmography (PPG) | CodeCode Available | 1 |
| KID-PPG: Knowledge Informed Deep Learning for Extracting Heart Rate from a Smartwatch | May 2, 2024 | Data AugmentationDeep Learning | CodeCode Available | 1 |
| Sparse learned kernels for interpretable and efficient medical time series processing | Jul 6, 2023 | Artifact DetectionAtrial Fibrillation Detection | CodeCode Available | 1 |
| A Review of Deep Learning Methods for Photoplethysmography Data | Jan 23, 2024 | Activity RecognitionDeep Learning | CodeCode Available | 1 |
| SQUWA: Signal Quality Aware DNN Architecture for Enhanced Accuracy in Atrial Fibrillation Detection from Noisy PPG Signals | Apr 15, 2024 | Atrial Fibrillation DetectionElectrocardiography (ECG) | CodeCode Available | 1 |
| BayesBeat: Reliable Atrial Fibrillation Detection from Noisy Photoplethysmography Data | Nov 2, 2020 | Atrial Fibrillation DetectionPhotoplethysmography (PPG) | CodeCode Available | 1 |
| SiamAF: Learning Shared Information from ECG and PPG Signals for Robust Atrial Fibrillation Detection | Oct 13, 2023 | Atrial Fibrillation DetectionDeep Learning | CodeCode Available | 1 |
| Generalizable deep learning for photoplethysmography-based blood pressure estimation -- A Benchmarking Study | Feb 26, 2025 | BenchmarkingBlood pressure estimation | CodeCode Available | 1 |
| Learning From Alarms: A Robust Learning Approach for Accurate Photoplethysmography-Based Atrial Fibrillation Detection using Eight Million Samples Labeled with Imprecise Arrhythmia Alarms | Nov 7, 2022 | Atrial Fibrillation DetectionComputational Efficiency | CodeCode Available | 1 |
| Facial Video-based Remote Physiological Measurement via Self-supervised Learning | Oct 27, 2022 | Heart Rate VariabilityPhotoplethysmography (PPG) | CodeCode Available | 1 |
| Q-PPG: Energy-Efficient PPG-based Heart Rate Monitoring on Wearable Devices | Mar 24, 2022 | Neural Architecture SearchPhotoplethysmography (PPG) | CodeCode Available | 1 |
| Hypertension Detection From High-Dimensional Representation of Photoplethysmogram Signals | Jul 31, 2023 | Blood pressure estimationHypertension detection | CodeCode Available | 1 |
| Motion Matters: Neural Motion Transfer for Better Camera Physiological Measurement | Mar 21, 2023 | Data AugmentationPhotoplethysmography (PPG) | CodeCode Available | 1 |
| Region-Disentangled Diffusion Model for High-Fidelity PPG-to-ECG Translation | Aug 25, 2023 | Blood pressure estimationDenoising | CodeCode Available | 1 |
| SiamQuality: A ConvNet-Based Foundation Model for Imperfect Physiological Signals | Apr 26, 2024 | Photoplethysmography (PPG)Self-Supervised Learning | CodeCode Available | 1 |
| End-to-end Deep Learning from Raw Sensor Data: Atrial Fibrillation Detection using Wearables | Jul 27, 2018 | Atrial Fibrillation DetectionFeature Engineering | CodeCode Available | 1 |
| Domain Knowledge Integrated CNN-xLSTM-xAtt Network with Multi Stream Feature Fusion for Cuffless Blood Pressure Estimation from Photoplethysmography Signals | May 13, 2025 | Blood pressure estimationPhotoplethysmography (PPG) | CodeCode Available | 1 |
| WildPPG: A Real-World PPG Dataset of Long Continuous Recordings | Dec 23, 2024 | Heart rate estimationPhotoplethysmography (PPG) | CodeCode Available | 1 |
| ALPHA: AnomaLous Physiological Health Assessment Using Large Language Models | Nov 21, 2023 | Heart rate estimationPhotoplethysmography (PPG) | CodeCode Available | 1 |
| Classification of Perceived Human Stress using Physiological Signals | May 13, 2019 | ClassificationEEG | —Unverified | 0 |
| An End-to-End and Accurate PPG-based Respiratory Rate Estimation Approach Using Cycle Generative Adversarial Networks | May 3, 2021 | Photoplethysmography (PPG)Respiratory Rate Estimation | —Unverified | 0 |
| Am I fit for this physical activity? Neural embedding of physical conditioning from inertial sensors | Mar 22, 2021 | Activity RecognitionHuman Activity Recognition | —Unverified | 0 |
| Can gamification reduce the burden of self-reporting in mHealth applications? A feasibility study using machine learning from smartwatch data to estimate cognitive load | Feb 7, 2023 | Photoplethysmography (PPG) | —Unverified | 0 |
| Car-Driver Drowsiness Assessment through 1D Temporal Convolutional Networks | Jul 27, 2023 | Photoplethysmography (PPG) | —Unverified | 0 |
| CAST-Phys: Contactless Affective States Through Physiological signals Database | Jul 8, 2025 | Emotion RecognitionPhotoplethysmography (PPG) | —Unverified | 0 |
| Camera PPG waveforms at the forehead | Jun 16, 2023 | Photoplethysmography (PPG) | —Unverified | 0 |
| An Embedded Auto-Calibrated Offset Current Compensation Technique for PPG/fNIRS System | Jul 14, 2023 | Photoplethysmography (PPG) | —Unverified | 0 |
| Bootstrapping Vision-language Models for Self-supervised Remote Physiological Measurement | Jul 11, 2024 | Contrastive LearningPhotoplethysmography (PPG) | —Unverified | 0 |
| Blood Pressure Estimation from Photoplethysmogram Using a Spectro-Temporal Deep Neural Network | Aug 4, 2019 | Blood pressure estimationPhotoplethysmography (PPG) | —Unverified | 0 |
| An Effective Entropy-assisted Mind-wandering Detection System with EEG Signals based on MM-SART Database | May 25, 2020 | channel selectionEEG | —Unverified | 0 |
| A machine-learning sleep-wake classification model using a reduced number of features derived from photoplethysmography and activity signals | Aug 7, 2023 | Photoplethysmography (PPG)Sleep Quality | —Unverified | 0 |
| Greedy-optimized Approach for Interbeat Interval and Heart Rate Variability Daily Monitoring using Wearable PPG | Jan 7, 2023 | Heart Rate VariabilityPhotoplethysmography (PPG) | —Unverified | 0 |
| Efficient and Direct Inference of Heart Rate Variability using Both Signal Processing and Machine Learning | Mar 23, 2023 | Heart Rate VariabilityPhotoplethysmography (PPG) | —Unverified | 0 |
| A Sparse Sampling Sensor Front-end IC for Low Power Continuous SpO_2 \& HR Monitoring | Aug 13, 2022 | Photoplethysmography (PPG) | —Unverified | 0 |
| Analysis of CNN-based remote-PPG to understand limitations and sensitivities | Nov 7, 2019 | Photoplethysmography (PPG) | —Unverified | 0 |
| DeepRhythm: Exposing DeepFakes with Attentional Visual Heartbeat Rhythms | Jun 13, 2020 | DeepFake DetectionFace Swapping | —Unverified | 0 |
| Deep PPG: Large-Scale Heart Rate Estimation with Convolutional Neural Networks | Jul 12, 2019 | Deep LearningHeart rate estimation | —Unverified | 0 |
| A Self-Supervised Algorithm for Denoising Photoplethysmography Signals for Heart Rate Estimation from Wearables | Jul 7, 2023 | DenoisingHeart rate estimation | —Unverified | 0 |
| Deep Learning Systems for Advanced Driving Assistance | Apr 5, 2023 | Deep LearningPhotoplethysmography (PPG) | —Unverified | 0 |
| Detecting Cognitive Impairment and Psychological Well-being among Older Adults Using Facial, Acoustic, Linguistic, and Cardiovascular Patterns Derived from Remote Conversations | Dec 12, 2024 | Photoplethysmography (PPG) | —Unverified | 0 |
| Deep Learning Classification of Photoplethysmogram Signal for Hypertension Levels | May 23, 2024 | Deep LearningPhotoplethysmography (PPG) | —Unverified | 0 |
| An Accurate Non-accelerometer-based PPG Motion Artifact Removal Technique using CycleGAN | Jun 22, 2021 | Generative Adversarial NetworkHeart Rate Variability | —Unverified | 0 |
| Efficient Real-Time Camera Based Estimation of Heart Rate and Its Variability | Sep 3, 2019 | Heart Rate VariabilityPhotoplethysmography (PPG) | —Unverified | 0 |
| Efficient Remote Photoplethysmography with Temporal Derivative Modules and Time-Shift Invariant Loss | Mar 21, 2022 | Heart rate estimationPhotoplethysmography (PPG) | —Unverified | 0 |
| Embedding Temporal Convolutional Networks for Energy-Efficient PPG-Based Heart Rate Monitoring | Mar 1, 2022 | Neural Architecture SearchPhotoplethysmography (PPG) | —Unverified | 0 |
| Uncertainty quantification with approximate variational learning for wearable photoplethysmography prediction tasks | May 16, 2025 | Photoplethysmography (PPG)Uncertainty Quantification | —Unverified | 0 |
| Cuff-less Arterial Blood Pressure Waveform Synthesis from Single-site PPG using Transformer & Frequency-domain Learning | Jan 9, 2024 | DecoderPhotoplethysmography (PPG) | —Unverified | 0 |