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Published in: Artificial Life and Robotics 3/2018

18-07-2018 | Original Article

Contactless blood pressure sensing using facial visible and thermal images

Authors: Kosuke Oiwa, Shizuka Bando, Akio Nozawa

Published in: Artificial Life and Robotics | Issue 3/2018

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Abstract

Hypertension is one of the leading risk factors for several diseases. Measurement and monitoring of blood pressure anytime and anywhere are important to lower blood pressure and prevent pathogenesis of diseases. Non-contact blood pressure measurement is desired to monitor blood pressure anytime and anywhere. The aim of this study was to develop a non-contact blood pressure sensing system. A previous study reported that amplitude and time differences of facial photoplethysmogram (PPG) components extracted using brightness variation of facial skin color in facial visible images could be useful indices for estimating blood pressure. The maximum error between measured and estimated blood pressure using facial PPG components was 12 mmHg. An additional signal processing algorithm is desired to increase the accuracy for estimating blood pressure using facial PPG components. By contrast, facial skin temperature also reflects changes in the facial blood circulation. High-accuracy estimation of blood pressure could be expected using both facial PPG components and facial skin temperature. In this study, improvement of accuracy for estimating blood pressure using facial PPG components by attempting to apply additional signal processing to facial skin color variation. Furthermore, a correlation analysis between facial skin temperature and measured blood pressure was performed, and individual models for blood pressure estimation were created.

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Literature
1.
go back to reference Frostegard J (2013) Immunity, atherosclerosis and cardiovascular disease. BMC Med 11:117CrossRef Frostegard J (2013) Immunity, atherosclerosis and cardiovascular disease. BMC Med 11:117CrossRef
2.
go back to reference Kudo C, Shin WS, Sasaki N, Harai K, Kato K, Seino H, Goke E, Fujino T, Kuribayashi N, Onuki Pearce Y, Taira M, Matsushima R, Minabe M, Takashiba S (2018) Effects of periodontal treatment on carotid intima-media thickness in patients with lifestyle-related diseases: Japanese prospective multicentre observational study, Odontology, pp 1–12 Kudo C, Shin WS, Sasaki N, Harai K, Kato K, Seino H, Goke E, Fujino T, Kuribayashi N, Onuki Pearce Y, Taira M, Matsushima R, Minabe M, Takashiba S (2018) Effects of periodontal treatment on carotid intima-media thickness in patients with lifestyle-related diseases: Japanese prospective multicentre observational study, Odontology, pp 1–12
3.
go back to reference Halme L, Vesalainen R, Kaaja M, Kantola I (2005) Self-monitoring of blood pressure promotes achievement of blood pressure target in primary health care. Am J Hypertens 18:1415–1420CrossRef Halme L, Vesalainen R, Kaaja M, Kantola I (2005) Self-monitoring of blood pressure promotes achievement of blood pressure target in primary health care. Am J Hypertens 18:1415–1420CrossRef
4.
go back to reference Yong P, Geddes LA (1990) A surrogate arm for evaluating the accuracy of instruments for indirect measurement of blood pressure. Biomed Instrum Technol 24:130–135 Yong P, Geddes LA (1990) A surrogate arm for evaluating the accuracy of instruments for indirect measurement of blood pressure. Biomed Instrum Technol 24:130–135
5.
go back to reference van Popele NM, Grobbee DE, Bots ML, Asmar R, Topouchian J, Reneman RS, Hoeks APG, van der Kuip DAM, Hofman A, Witteman JCM (2001) Association between arterial stiffness and atherosclerosis the rotterdam study. Stroke 32:454–460CrossRef van Popele NM, Grobbee DE, Bots ML, Asmar R, Topouchian J, Reneman RS, Hoeks APG, van der Kuip DAM, Hofman A, Witteman JCM (2001) Association between arterial stiffness and atherosclerosis the rotterdam study. Stroke 32:454–460CrossRef
6.
go back to reference Poon CCY, Zhang YT (2006) Cuff-less and noninvasive measurements of arterial blood pressure by pulse transit time, engineering in medicine and biology society, 2005. In: IEEE-EMBS 2005. 27th Annual International Conference of the. IEEE, pp 5877–5880 Poon CCY, Zhang YT (2006) Cuff-less and noninvasive measurements of arterial blood pressure by pulse transit time, engineering in medicine and biology society, 2005. In: IEEE-EMBS 2005. 27th Annual International Conference of the. IEEE, pp 5877–5880
7.
go back to reference Kim HL, Seo JB, Chung WY, Kim SH, Zo JH, Kim MA (2015) The association between ambulatory blood pressure profile and Brachialankle pulse wave velocity in untreated hypertensive subjects. Blood Press 24:139–146CrossRef Kim HL, Seo JB, Chung WY, Kim SH, Zo JH, Kim MA (2015) The association between ambulatory blood pressure profile and Brachialankle pulse wave velocity in untreated hypertensive subjects. Blood Press 24:139–146CrossRef
8.
go back to reference Jonathan E, Leahy M (2010) Investigating a smartphone imaging unit for photoplethysmography. Physiol Meas 31:N79CrossRef Jonathan E, Leahy M (2010) Investigating a smartphone imaging unit for photoplethysmography. Physiol Meas 31:N79CrossRef
9.
go back to reference Scully CG, Lee J, Meyer J, Gorbach AM, Granquist-Fraser D, Mendelson Y, Chon KH (2012) Physiological parameter monitoring from optical recordings with a mobile phone. IEEE Trans Biomed Eng 59:303–306CrossRef Scully CG, Lee J, Meyer J, Gorbach AM, Granquist-Fraser D, Mendelson Y, Chon KH (2012) Physiological parameter monitoring from optical recordings with a mobile phone. IEEE Trans Biomed Eng 59:303–306CrossRef
10.
go back to reference Chandrasekaran V, Dantu R, Jonnada S, Thiyagaraja S, Subbu KP (2013) Cuffless differential blood pressure estimation using smart phones. IEEE Trans Biomed Eng 60:1080–1089CrossRef Chandrasekaran V, Dantu R, Jonnada S, Thiyagaraja S, Subbu KP (2013) Cuffless differential blood pressure estimation using smart phones. IEEE Trans Biomed Eng 60:1080–1089CrossRef
11.
go back to reference Jain M, Deb S, Subramanyam AV (2016) Face video based touchless blood pressure and heart rate estimation. In: 2016 IEEE 18th International Workshop on Multimedia Signal Processing (MMSP). IEEE, pp 1–5 Jain M, Deb S, Subramanyam AV (2016) Face video based touchless blood pressure and heart rate estimation. In: 2016 IEEE 18th International Workshop on Multimedia Signal Processing (MMSP). IEEE, pp 1–5
12.
go back to reference Uppal G, Prakash NR, Kalra P (2017) Heart rate measurement using facial videos. Adv Comput Sci Technol 10:2343–2357 Uppal G, Prakash NR, Kalra P (2017) Heart rate measurement using facial videos. Adv Comput Sci Technol 10:2343–2357
13.
go back to reference Oiwa K, Bando S, Nozawa A (2017) Attempt of non-contact vital sign sensing by facial visual image analysis. In: 2017 Annual Conference of Electronics, Information and Systems Society, IEEJ, OS5–8 Oiwa K, Bando S, Nozawa A (2017) Attempt of non-contact vital sign sensing by facial visual image analysis. In: 2017 Annual Conference of Electronics, Information and Systems Society, IEEJ, OS5–8
14.
go back to reference Nozawa A, Karita K (2010) Emotion spectrum analysis for a daily repetitive mental workload. Artif Life Robot 15:316–319CrossRef Nozawa A, Karita K (2010) Emotion spectrum analysis for a daily repetitive mental workload. Artif Life Robot 15:316–319CrossRef
15.
go back to reference Ioannou S, Gallese V, Merla A (2014) Thermal infrared imaging in psychophysiology: potentialities and limits. Psychophysiology 51:951–963CrossRef Ioannou S, Gallese V, Merla A (2014) Thermal infrared imaging in psychophysiology: potentialities and limits. Psychophysiology 51:951–963CrossRef
16.
go back to reference Yang M, Liu Q, Turner T, Wu Y (2008) Vital sign estimation from passive thermal video. In: IEEE conference on computer vision and pattern recognition, 2008. CVPR 2008. IEEE, pp. 1–8 Yang M, Liu Q, Turner T, Wu Y (2008) Vital sign estimation from passive thermal video. In: IEEE conference on computer vision and pattern recognition, 2008. CVPR 2008. IEEE, pp. 1–8
17.
go back to reference Sun G, Nakayama Y, Dagdanpurev S, Abe S, Nishimura H, Kirimoto T, Matsui T (2017) Remote sensing of multiple vital signs using a CMOS camera-equipped infrared thermography system and its clinical application in rapidly screening patients with suspected infectious diseases. Int J Infect Dis 55:113–117CrossRef Sun G, Nakayama Y, Dagdanpurev S, Abe S, Nishimura H, Kirimoto T, Matsui T (2017) Remote sensing of multiple vital signs using a CMOS camera-equipped infrared thermography system and its clinical application in rapidly screening patients with suspected infectious diseases. Int J Infect Dis 55:113–117CrossRef
18.
go back to reference Kato S, Nakagawa T, Ohkawa M, Muramoto K, Oyama O, Watanabe A, Nakashima H, Nomoto T, Sugitani K (2004) A computer image processing system for quantification of Zebrafish Behavior. J Neurosci Methods 134:1–7CrossRef Kato S, Nakagawa T, Ohkawa M, Muramoto K, Oyama O, Watanabe A, Nakashima H, Nomoto T, Sugitani K (2004) A computer image processing system for quantification of Zebrafish Behavior. J Neurosci Methods 134:1–7CrossRef
19.
go back to reference Hyvärinen A (1997) Fast and robust fixed-point algorithms for independent component analysis. Neural Comput 9:1483–1492CrossRef Hyvärinen A (1997) Fast and robust fixed-point algorithms for independent component analysis. Neural Comput 9:1483–1492CrossRef
20.
go back to reference Pinar YA, Bilge O, Govsa F (2005) Anatomic study of the blood supply of perioral region. Clin Anat 18:330–339CrossRef Pinar YA, Bilge O, Govsa F (2005) Anatomic study of the blood supply of perioral region. Clin Anat 18:330–339CrossRef
21.
go back to reference Pilsl U, Anderhuber F, Rzany (2012) Anatomy of the cheek: implications for soft tissue augmentation. Dermatol Surg 38:1254–1262 Pilsl U, Anderhuber F, Rzany (2012) Anatomy of the cheek: implications for soft tissue augmentation. Dermatol Surg 38:1254–1262
22.
go back to reference Kachuee M, Kiani MM, Mohammadzade H (2017) Cuffless Blood Pressure Estimation Algorithms for Continuous Health-Care Monitoring. IEEE Trans Biomed Eng 64:859–869CrossRef Kachuee M, Kiani MM, Mohammadzade H (2017) Cuffless Blood Pressure Estimation Algorithms for Continuous Health-Care Monitoring. IEEE Trans Biomed Eng 64:859–869CrossRef
23.
go back to reference Japan Society of Physiological Anthropology (1996) Human measurement hand book. Asakura Shobo Japan Society of Physiological Anthropology (1996) Human measurement hand book. Asakura Shobo
Metadata
Title
Contactless blood pressure sensing using facial visible and thermal images
Authors
Kosuke Oiwa
Shizuka Bando
Akio Nozawa
Publication date
18-07-2018
Publisher
Springer Japan
Published in
Artificial Life and Robotics / Issue 3/2018
Print ISSN: 1433-5298
Electronic ISSN: 1614-7456
DOI
https://doi.org/10.1007/s10015-018-0450-1

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