mlsanityData to 7 Oct 2026

MSPM: A Multi-Site Physiological Monitoring Dataset for Remote Pulse, Respiration, and Blood Pressure Estimation

arXiv 2402.02224 ↗First posted 3 Feb 2024cs.CVcited by 4

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Abstract (arXiv)

Visible-light cameras can capture subtle physiological biomarkers without physical contact with the subject. We present the Multi-Site Physiological Monitoring (MSPM) dataset, which is the first dataset collected to support the study of simultaneous camera-based vital signs estimation from multiple locations on the body. MSPM enables research on remote photoplethysmography (rPPG), respiration rate, and pulse transit time (PTT); it contains ground-truth measurements of pulse oximetry (at multiple body locations) and blood pressure using contacting sensors. We provide thorough experiments demonstrating the suitability of MSPM to support research on rPPG, respiration rate, and PTT. Cross-dataset rPPG experiments reveal that MSPM is a challenging yet high quality dataset, with intra-dataset pulse rate mean absolute error (MAE) below 4 beats per minute (BPM), and cross-dataset pulse rate MAE below 2 BPM in certain cases. Respiration experiments find a MAE of 1.09 breaths per minute by extracting motion features from the chest. PTT experiments find that across the pairs of different body sites, there is high correlation between remote PTT and contact-measured PTT, which facilitates the possibility for future camera-based PTT research.

Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). Builds on 17 of its 85 references that are in the map. First posted on arXiv 3 Feb 2024.

Builds on

17 of 85 references.

References · 17

  1. 2019Self-Correction for Human Parsingcited by 179
  2. 2020MediaPipe Hands: On-device Real-time Hand Trackingcited by 157
  3. 2018DeepPhys: Video-Based Physiological Measurement Using Convolutional Attention Networkscited by 153
  4. 2020Multi-Task Temporal Shift Attention Networks for On-Device Contactless Vitals Measurementcited by 133
  5. 2019Remote Photoplethysmograph Signal Measurement from Facial Videos Using Spatio-Temporal Networkscited by 126
  6. 2021PhysFormer: Facial Video-based Physiological Measurement with Temporal Difference Transformercited by 118
  7. 2019RhythmNet: End-to-end Heart Rate Estimation from Face via Spatial-temporal Representationcited by 104
  8. 2019Real-time Facial Surface Geometry from Monocular Video on Mobile GPUscited by 72
  9. 2020Meta-rPPG: Remote Heart Rate Estimation Using a Transductive Meta-Learnercited by 58
  10. 2018VIPL-HR: A Multi-modal Database for Pulse Estimation from Less-constrained Face Videocited by 57
  11. 2023MMPD: Multi-Domain Mobile Video Physiology Datasetcited by 55
  12. 2017A Reproducible Study on Remote Heart Rate Measurementcited by 49
5 more
  1. 2021Camera Measurement of Physiological Vital Signscited by 49
  2. 2022SCAMPS: Synthetics for Camera Measurement of Physiological Signalscited by 28
  3. 2021Deception Detection and Remote Physiological Monitoring: A Dataset and Baseline Experimental Resultscited by 16
  4. 2023Full-Body Cardiovascular Sensing with Remote Photoplethysmographycited by 5
  5. 2021Digital and Physical-World Attacks on Remote Pulse Detectioncited by 3

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 3; 2025: 0; 2026: 1.

4 papers.