DistancePPG: Robust non-contact vital signs monitoring using a camera
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Abstract (arXiv)
Vital signs such as pulse rate and breathing rate are currently measured using contact probes. But, non-contact methods for measuring vital signs are desirable both in hospital settings (e.g. in NICU) and for ubiquitous in-situ health tracking (e.g. on mobile phone and computers with webcams). Recently, camera-based non-contact vital sign monitoring have been shown to be feasible. However, camera-based vital sign monitoring is challenging for people with darker skin tone, under low lighting conditions, and/or during movement of an individual in front of the camera. In this paper, we propose distancePPG, a new camera-based vital sign estimation algorithm which addresses these challenges. DistancePPG proposes a new method of combining skin-color change signals from different tracked regions of the face using a weighted average, where the weights depend on the blood perfusion and incident light intensity in the region, to improve the signal-to-noise ratio (SNR) of camera-based estimate. One of our key contributions is a new automatic method for determining the weights based only on the video recording of the subject. The gains in SNR of camera-based PPG estimated using distancePPG translate into reduction of the error in vital sign estimation, and thus expand the scope of camera-based vital sign monitoring to potentially challenging scenarios. Further, a dataset will be released, comprising of synchronized video recordings of face and pulse oximeter based ground truth recordings from the earlobe for people with different skin tones, under different lighting conditions and for various motion scenarios.
Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 Feb 2015.
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Citing papers per year: 2021: 2; 2022: 3; 2023: 3; 2024: 5; 2025: 2; 2026: 1.
16 papers.
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- 2022Contrast-Phys: Unsupervised Video-based Remote Physiological Measurement via Spatiotemporal Contrastcited by 47
- 2023Contrast-Phys+: Unsupervised and Weakly-supervised Video-based Remote Physiological Measurement via Spatiotemporal Contrastcited by 33
- 2024PhysMLE: Generalizable and Priors-Inclusive Multi-task Remote Physiological Measurementcited by 9
- 2021Non-contact PPG Signal and Heart Rate Estimation with Multi-hierarchical Convolutional Networkcited by 5
- 2023Noncontact Respiratory Anomaly Detection Using Infrared Light-Wave Sensingcited by 2
- 2024Evaluation of Video-Based rPPG in Challenging Environments: Artifact Mitigation and Network Resiliencecited by 2
- 2024UbiHR: Resource-efficient Long-range Heart Rate Sensing on Ubiquitous Devicescited by 2
- 2022ReViSe: Remote Vital Signs Measurement Using Smartphone Cameracited by 1
- 2024MHAD: Multimodal Home Activity Dataset with Multi-Angle Videos and Synchronized Physiological Signalscited by 1
- 2025PulseFi: A Low Cost Robust Machine Learning System for Accurate Cardiopulmonary and Apnea Monitoring Using Channel State Informationcited by 1
- 2021A Supervised Learning Approach for Robust Health Monitoring using Face Videoscited by 0
- 2022A Web Application for Experimenting and Validating Remote Measurement of Vital Signscited by 0
4 more
- 2023Respiratory Anomaly Detection using Reflected Infrared Light-wave Signalscited by 0
- 2024Internship Report: Benchmark of Deep Learning-based Imaging PPG in Automotive Domaincited by 0
- 2025Time-Series U-Net with Recurrence for Noise-Robust Imaging Photoplethysmographycited by 0
- 2026Time-varying rPPG signal separation via block-sparse signal modelcited by 0
- 2026Time-varying rPPG signal separation via block-sparse signal model21 May 2026
- 2025PulseFi: A Low Cost Robust Machine Learning System for Accurate Cardiopulmonary and Apnea Monitoring Using Channel State Information15 Oct 2025
- 2025Time-Series U-Net with Recurrence for Noise-Robust Imaging Photoplethysmography21 Mar 2025
- 2024Internship Report: Benchmark of Deep Learning-based Imaging PPG in Automotive Domain1 Nov 2024
- 2024UbiHR: Resource-efficient Long-range Heart Rate Sensing on Ubiquitous Devices25 Oct 2024
- 2024MHAD: Multimodal Home Activity Dataset with Multi-Angle Videos and Synchronized Physiological Signals14 Sep 2024
- 2024PhysMLE: Generalizable and Priors-Inclusive Multi-task Remote Physiological Measurement10 May 2024
- 2024Evaluation of Video-Based rPPG in Challenging Environments: Artifact Mitigation and Network Resilience2 May 2024
- 2023Respiratory Anomaly Detection using Reflected Infrared Light-wave Signals2 Nov 2023
- 2023Contrast-Phys+: Unsupervised and Weakly-supervised Video-based Remote Physiological Measurement via Spatiotemporal Contrast13 Sep 2023
- 2023Noncontact Respiratory Anomaly Detection Using Infrared Light-Wave Sensing9 Jan 2023
- 2022A Web Application for Experimenting and Validating Remote Measurement of Vital Signs21 Aug 2022
4 more
- 2022Contrast-Phys: Unsupervised Video-based Remote Physiological Measurement via Spatiotemporal Contrast8 Aug 2022
- 2022ReViSe: Remote Vital Signs Measurement Using Smartphone Camera13 Jun 2022
- 2021Non-contact PPG Signal and Heart Rate Estimation with Multi-hierarchical Convolutional Network6 Apr 2021
- 2021A Supervised Learning Approach for Robust Health Monitoring using Face Videos30 Jan 2021
- 2022Contrast-Phys: Unsupervised Video-based Remote Physiological Measurement via Spatiotemporal Contrastcited by 47
- 2023Contrast-Phys+: Unsupervised and Weakly-supervised Video-based Remote Physiological Measurement via Spatiotemporal Contrastcited by 33
- 2024PhysMLE: Generalizable and Priors-Inclusive Multi-task Remote Physiological Measurementcited by 9
- 2021Non-contact PPG Signal and Heart Rate Estimation with Multi-hierarchical Convolutional Networkcited by 5
- 2023Noncontact Respiratory Anomaly Detection Using Infrared Light-Wave Sensingcited by 2
- 2024Evaluation of Video-Based rPPG in Challenging Environments: Artifact Mitigation and Network Resiliencecited by 2
- 2024UbiHR: Resource-efficient Long-range Heart Rate Sensing on Ubiquitous Devicescited by 2
- 2022ReViSe: Remote Vital Signs Measurement Using Smartphone Cameracited by 1
- 2024MHAD: Multimodal Home Activity Dataset with Multi-Angle Videos and Synchronized Physiological Signalscited by 1
- 2025PulseFi: A Low Cost Robust Machine Learning System for Accurate Cardiopulmonary and Apnea Monitoring Using Channel State Informationcited by 1
- 2021A Supervised Learning Approach for Robust Health Monitoring using Face Videoscited by 0
- 2022A Web Application for Experimenting and Validating Remote Measurement of Vital Signscited by 0
12 most cited of 16 All 16 (JSON)
- 2026Time-varying rPPG signal separation via block-sparse signal model21 May 2026
- 2025PulseFi: A Low Cost Robust Machine Learning System for Accurate Cardiopulmonary and Apnea Monitoring Using Channel State Information15 Oct 2025
- 2025Time-Series U-Net with Recurrence for Noise-Robust Imaging Photoplethysmography21 Mar 2025
- 2024Internship Report: Benchmark of Deep Learning-based Imaging PPG in Automotive Domain1 Nov 2024
- 2024UbiHR: Resource-efficient Long-range Heart Rate Sensing on Ubiquitous Devices25 Oct 2024
- 2024MHAD: Multimodal Home Activity Dataset with Multi-Angle Videos and Synchronized Physiological Signals14 Sep 2024
- 2024PhysMLE: Generalizable and Priors-Inclusive Multi-task Remote Physiological Measurement10 May 2024
- 2024Evaluation of Video-Based rPPG in Challenging Environments: Artifact Mitigation and Network Resilience2 May 2024
- 2023Respiratory Anomaly Detection using Reflected Infrared Light-wave Signals2 Nov 2023
- 2023Contrast-Phys+: Unsupervised and Weakly-supervised Video-based Remote Physiological Measurement via Spatiotemporal Contrast13 Sep 2023
- 2023Noncontact Respiratory Anomaly Detection Using Infrared Light-Wave Sensing9 Jan 2023
- 2022A Web Application for Experimenting and Validating Remote Measurement of Vital Signs21 Aug 2022
12 newest of 16 All 16 (JSON)