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Ivrr-PPG: An Illumination Variation Robust Remote-PPG Algorithm for Monitoring Heart Rate of Drivers

https://doi.org/10.1109/tim.2023.3271760

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Using color to separate reflection components

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Parameter Estimation of Sinusoidal Signal under Low SNR

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Monitoring drivers’ mental workload in driving simulators using physiological measures

inferredcites →https://doi.org/10.1016/j.ijpsycho.2011.06.012openalex-snapshot

Physiological responses to simulated and on-road driving

inferredcites →https://doi.org/10.1016/j.jsr.2015.06.009openalex-snapshot

Evaluation of a video-based measure of driver heart rate

inferredcites →https://doi.org/10.1016/j.measurement.2017.01.007openalex-snapshot

Webcam-based, non-contact, real-time measurement for the physiological parameters of drivers

inferredcites →https://doi.org/10.1016/j.trf.2011.02.004openalex-snapshot

Emotionally involving telephone conversations lead to driver error and visual tunnelling

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The Impact of Driver Inattention on Near-Crash/Crash Risk: An Analysis Using the 100-Car Naturalistic Driving Study Data

inferredcites →https://doi.org/10.1080/15389588.2014.933478openalex-snapshot

Examining Physiological Responses Across Different Driving Maneuvers During an On-road Driving Task: A Pilot Study Comparing Older and Younger Drivers

inferredcites →https://doi.org/10.1088/0967-3334/35/9/1913openalex-snapshot

Improved motion robustness of remote-PPG by using the blood volume pulse signature

inferredcites →https://doi.org/10.1109/access.2018.2811392openalex-snapshot

Remote Optical Cardiopulmonary Signal Extraction With Noise Artifact Removal, Multiple Subject Detection & Long-Distance

inferredcites →https://doi.org/10.1109/access.2018.2828133openalex-snapshot

Motion Resistant Image-Photoplethysmography Based on Spectral Peak Tracking Algorithm

inferredcites →https://doi.org/10.1109/access.2019.2913664openalex-snapshot

Neural Network Based Luminance Variation Resistant Remote-Photoplethysmography for Driver’s Heart Rate Monitoring

inferredcites →https://doi.org/10.1109/cvprw.2018.00174openalex-snapshot

SparsePPG: Towards Driver Monitoring Using Camera-Based Vital Signs Estimation in Near-Infrared

inferredcites →https://doi.org/10.1109/jbhi.2020.3026481openalex-snapshot

A Heart Rate Monitoring Framework for Real-World Drivers Using Remote Photoplethysmography

inferredcites →https://doi.org/10.1109/sas.2017.7894052openalex-snapshot

An online PPGI approach for camera based heart rate monitoring using beat-to-beat detection

inferredcites →https://doi.org/10.1109/tbme.2013.2266196openalex-snapshot

Robust Pulse Rate From Chrominance-Based rPPG

inferredcites →https://doi.org/10.1109/tbme.2015.2390261openalex-snapshot

Motion Robust Remote-PPG in Infrared

inferredcites →https://doi.org/10.1109/tbme.2015.2476337openalex-snapshot

Photoplethysmography Revisited: From Contact to Noncontact, From Point to Imaging

inferredcites →https://doi.org/10.1109/tbme.2016.2609282openalex-snapshot

Algorithmic Principles of Remote PPG

inferredcites →https://doi.org/10.1109/tbme.2017.2676160openalex-snapshot

Living-Skin Classification via Remote-PPG

inferredcites →https://doi.org/10.1109/tbme.2019.2938564openalex-snapshot

Discriminative Signatures for Remote-PPG

inferredcites →https://doi.org/10.1109/tbme.2021.3087105openalex-snapshot

Photoplethysmography Fast Upstroke Time Intervals Can Be Useful Features for Cuff-Less Measurement of Blood Pressure Changes in Humans

inferredcites →https://doi.org/10.1109/tim.2020.2984168openalex-snapshot

Heart Rate Estimation From Facial Videos Using a Spatiotemporal Representation With Convolutional Neural Networks

inferredcites →https://doi.org/10.1109/tim.2021.3136173openalex-snapshot

A Real-Time and Non-contact Pulse Rate Measurement System on Fitness Equipment

inferredcites →https://doi.org/10.1109/tim.2022.3169567openalex-snapshot

Anti-Motion Remote Measurement of Heart Rate Based on Region Proposal Generation and Multi-Scale ROI Fusion

inferredcites →https://doi.org/10.1109/tim.2022.3214265openalex-snapshot

Non-Interference Driving Fatigue Detection System Based on Intelligent Steering Wheel

inferredcites →https://doi.org/10.1109/tits.2005.848368openalex-snapshot

Detecting Stress During Real-World Driving Tasks Using Physiological Sensors

inferredcites →https://doi.org/10.1117/12.407646openalex-snapshot

Photoplethysmography imaging: a new noninvasive and noncontact method for mapping of the dermal perfusion changes

inferredcites →https://doi.org/10.1364/oe.16.021434openalex-snapshot

Remote plethysmographic imaging using ambient light

inferredcites →https://doi.org/10.1364/oe.18.010762openalex-snapshot

Non-contact, automated cardiac pulse measurements using video imaging and blind source separation

inferredcites →https://doi.org/10.3390/s121216937openalex-snapshot

Detecting Driver Drowsiness Based on Sensors: A Review

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Biometric traits transferring: RRKD framework for ECG-assisted enhancement of PPG-based individual identification

inferred← citeshttps://doi.org/10.1007/s11042-024-19697-5openalex-snapshot

Adaptive plane orthogonal to skin-tone vector for non-contact pulse rate monitoring in motion scenarios

inferred← citeshttps://doi.org/10.1007/s13246-024-01401-4openalex-snapshot

An effective cross-scenario remote heart rate estimation network based on global–local information and video transformer

inferred← citeshttps://doi.org/10.1016/j.displa.2024.102852openalex-snapshot

A novel heart rate estimation framework with self-correcting face detection for Neonatal Intensive Care Unit

inferred← citeshttps://doi.org/10.1016/j.neucom.2024.127282openalex-snapshot

Camera-based physiological measurement: Recent advances and future prospects

inferred← citeshttps://doi.org/10.1016/j.patcog.2024.111241openalex-snapshot

Driver multi-task emotion recognition network based on multi-modal facial video analysis

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PulseSight : A novel method for contactless oxygen saturation (Sp O 2 ) monitoring using smartphone cameras, remote photoplethysmography and machine learning

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Resource-Efficient Compressive PPG Sensing Encoders With Best Sensing Matrix and Sparse Recovery Algorithm for IoT Wearable and Edge Devices

inferred← citeshttps://doi.org/10.1109/icaibd64986.2025.11082042openalex-snapshot

A Remote End-to-end Real-time Heart Rate Detection Method Based on rPPG in Driving Scenarios

inferred← citeshttps://doi.org/10.1109/icassp49660.2025.10890435openalex-snapshot

ECG-guided individual identification via PPG

inferred← citeshttps://doi.org/10.1109/jsen.2024.3514797openalex-snapshot

Reflective PPG Sensor Measures Heart Rate Through Clothing During Driving

inferred← citeshttps://doi.org/10.1109/tim.2024.3352710openalex-snapshot

Heart Rate Estimation in Driver Monitoring System Using Quality-Guided Spectrum Peak Screening

inferred← citeshttps://doi.org/10.1109/tim.2024.3411135openalex-snapshot

Realistic Pulse Waveforms Estimation via Contrastive Learning in Remote Photoplethysmography

inferred← citeshttps://doi.org/10.1109/tim.2024.3476556openalex-snapshot

MSPM: A Multisite Physiological Monitoring Dataset for Remote Pulse, Respiration, and Blood Pressure Estimation

inferred← citeshttps://doi.org/10.1109/tim.2026.3660453openalex-snapshot

Multimodal Remote Heart Rate Estimation via Spatio-Temporal Transformers and Adaptive Fusion

inferred← citeshttps://doi.org/10.1109/tim.2026.3664375openalex-snapshot

AI-Powered Measurement of Blood Pressure and Oxygen Saturation Based on Camera: Advancements, Challenges, and Future Prospects

inferred← citeshttps://doi.org/10.1109/tits.2024.3504605openalex-snapshot

Quality-Based rPPG Compensation With Temporal Difference Transformer for Camera-Based Driver Monitoring

inferred← citeshttps://doi.org/10.1109/tiv.2024.3386859openalex-snapshot

Recovering Physiological Signals From Facial Videos: Recent Advances and Applications in Intelligent Vehicles

inferred← citeshttps://doi.org/10.1109/wacv61042.2026.00071openalex-snapshot

Feature-Disentangling RGB-NIR Fusion Network for Remote Driver Physiological Measurement

inferred← citeshttps://doi.org/10.1109/wacvw65960.2025.00130openalex-snapshot

Deep Learning-based rPPG Models Towards Automotive Applications: A Benchmark Study

inferred← citeshttps://doi.org/10.12677/ap.2024.148567openalex-snapshot

Road Rage Identification and Real-Time Monitoring: Technological Advances and Challenges

inferred← citeshttps://doi.org/10.3389/fphys.2025.1638809openalex-snapshot

Facial video photoplethysmography for measuring average and quasi-instantaneous heart rate: a pilot validation study

inferred← citeshttps://doi.org/10.3390/bioengineering12060669openalex-snapshot

A Comprehensive Review of Unobtrusive Biosensing in Intelligent Vehicles: Sensors, Algorithms, and Integration Challenges

inferred← citeshttps://doi.org/10.3390/s24020455openalex-snapshot

Remote Photoplethysmography and Motion Tracking Convolutional Neural Network with Bidirectional Long Short-Term Memory: Non-Invasive Fatigue Detection Method Based on Multi-Modal Fusion

inferred← citeshttps://doi.org/10.3390/s24123963openalex-snapshot

Non-Contact Vision-Based Techniques of Vital Sign Monitoring: Systematic Review

inferred← citeshttps://doi.org/10.34133/research.0361openalex-snapshot

FM-FCN: A Neural Network with Filtering Modules for Accurate Vital Signs Extraction

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