Remote photoplethysmography (rPPG) for contactless heart rate monitoring using a single monochrome and color camera

Xiaocong Ma, Diana P. Tobón, Abdulmotaleb El Saddik

Resultado de la investigación: Capítulo del libro/informe/acta de congresoContribución a la conferencia

Resumen

Human vital signs are essential information that are closely related to both physical cardiac assessments and psychological emotion studies. One of the most important data is the heart rate, which is closely connected to the clinical state of the human body. Modern image processing technologies, such as Remote Photoplethysmography (rPPG), have enabled us to collect and extract the heart rate data from the body by just using an optical sensor and not making any physical contact. In this paper, we propose a real-time camera-based heart rate detector system using computer vision and signal processing techniques. The software of the system is designed to be compatible with both an ordinary built-in color webcam and an industry grade grayscale camera. In addition, we conduct an analysis based on the experimental results collected from a combination of test subjects varying in genders, races, and ages, followed by a quick performance comparison between the color webcam and an industry grayscale camera. The final calculations on percentage error have shown interesting results as the built-in color webcam with the digital spatial filter and the grayscale camera with optical filter achieved relatively similar accuracy under both still and exercising conditions. However, the correlation calculations, on the other hand, have shown that compared to the webcam, the industry grade camera is superior in stability when facial artifacts are presented.

Idioma originalInglés
Título de la publicación alojadaSmart Multimedia - 2nd International Conference, ICSM 2019, Revised Selected Papers
EditoresTroy McDaniel, Stefano Berretti, Igor D.D. Curcio, Anup Basu
EditorialSpringer
Páginas248-262
Número de páginas15
ISBN (versión impresa)9783030544065
DOI
EstadoPublicada - 2020
Evento2nd International Conference on Smart Multimedia, ICSM 2019 - San Diego, Estados Unidos
Duración: 16 dic 201918 dic 2019

Serie de la publicación

NombreLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volumen12015 LNCS
ISSN (versión impresa)0302-9743
ISSN (versión digital)1611-3349

Conferencia

Conferencia2nd International Conference on Smart Multimedia, ICSM 2019
PaísEstados Unidos
CiudadSan Diego
Período16/12/1918/12/19

Huella Profundice en los temas de investigación de 'Remote photoplethysmography (rPPG) for contactless heart rate monitoring using a single monochrome and color camera'. En conjunto forman una huella única.

  • Citar esto

    Ma, X., Tobón, D. P., & El Saddik, A. (2020). Remote photoplethysmography (rPPG) for contactless heart rate monitoring using a single monochrome and color camera. En T. McDaniel, S. Berretti, I. D. D. Curcio, & A. Basu (Eds.), Smart Multimedia - 2nd International Conference, ICSM 2019, Revised Selected Papers (pp. 248-262). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 12015 LNCS). Springer. https://doi.org/10.1007/978-3-030-54407-2_21