Estimation of resting blood pressure using facial thermal images by separating acute stress variations

被引:10
|
作者
Iwashita, Yuki [1 ]
Nagumo, Kent [1 ]
Oiwa, Kosuke [1 ]
Nozawa, Akio [1 ]
机构
[1] Aoyama Gakuin Univ, Chuo Ku, 5-10-1 Fuchinobe, Sagamihara, Kanagawa, Japan
关键词
Facial thermal image; Independent component analysis; Resting blood pressure; INDEPENDENT COMPONENT ANALYSIS; CIRCADIAN-RHYTHM; ALGORITHM;
D O I
10.1007/s10015-021-00705-y
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
The increasing number of people with hypertension worldwide has become a matter of grave concern. Blood pressure monitoring using a non-contact measurement technique is expected to detect and control this medical condition. Previous studies have estimated blood pressure variations following an acute stress response based on facial thermal images obtained from infrared thermography devices. However, a non-contact resting blood pressure estimation method is required because blood pressure is generally measured in the resting state without inducing acute stress. Day-long blood pressure variations include short-term variations due to acute stress and long-term variations in circadian rhythms. The aim of this study is to estimate resting blood pressure from facial thermal images by separating and excluding short-term variations related to acute stress. To achieve this, short-term blood pressure variations components related to acute stress on facial thermal images were separated using independent component analysis. Resting blood pressure was estimated with the extracted independent components excluding the short-term components using multiple regression analysis. The results show that the proposed approach can accurately estimate resting blood pressure from facial thermal images, with a 9.90 mmHg root mean square error. In addition, features related to resting blood pressure were represented in the nose, lip, and cheek regions.
引用
收藏
页码:473 / 480
页数:8
相关论文
共 50 条
  • [1] Estimation of resting blood pressure using facial thermal images by separating acute stress variations
    Yuki Iwashita
    Kent Nagumo
    Kosuke Oiwa
    Akio Nozawa
    Artificial Life and Robotics, 2021, 26 : 473 - 480
  • [2] An Optimization for Resting Blood Pressure Estimation Model Based on Independent Components of Facial Thermal Images
    Ito, Atsushi
    Nagumo, Kent
    Oiwa, Kosuke
    Nozawa, Akio
    IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2024, 19 (05) : 700 - 706
  • [3] Contactless blood pressure sensing using facial visible and thermal images
    Oiwa K.
    Bando S.
    Nozawa A.
    Artificial Life and Robotics, 2018, 23 (03) : 387 - 394
  • [4] Regression analysis of facial thermal images for chronic stress estimation
    Kimura, Miyu
    Takano, Masahito
    Nagumo, Kent
    Nozawa, Akio
    ARTIFICIAL LIFE AND ROBOTICS, 2024, 29 (04) : 510 - 518
  • [5] Hemodynamic Estimation Using Sparse Modeling for Facial Thermal Images
    Nakamura R.
    Nagumo K.
    Oiwa K.
    Nozawa A.
    IEEJ Transactions on Electronics, Information and Systems, 2023, 143 (02) : 172 - 177
  • [6] Spatial Feature Extraction for Acute Blood Pressure Fluctuations in Facial Visible Images Using Sparse Coding
    Yamamoto, Shoto
    Oiwa, Kosuke
    Nozawa, Akio
    Yoshida, Atsushi
    Nagumo, Kent
    IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2023, 18 (09) : 1553 - 1555
  • [7] Applicability of deep learning for blood pressure estimation during hemodialysis based on facial images
    Oiwa, Kosuke
    Suzuki, Satoshi
    Maeda, Yoshitaka
    Jinnai, Hikohiro
    RENAL REPLACEMENT THERAPY, 2024, 10 (01)
  • [8] Applicability of deep learning for blood pressure estimation during hemodialysis based on facial images
    Kosuke Oiwa
    Satoshi Suzuki
    Yoshitaka Maeda
    Hikohiro Jinnai
    Renal Replacement Therapy, 10
  • [9] Child Abuse, Resting Blood Pressure, and Blood Pressure Reactivity to Psychosocial Stress
    Gooding, Holly C.
    Milliren, Carly E.
    Austin, S. Bryn
    Sheridan, Margaret A.
    McLaughlin, Katie A.
    JOURNAL OF PEDIATRIC PSYCHOLOGY, 2016, 41 (01) : 5 - 14
  • [10] REGULATION OF THE BAROREFLEX AND RESTING BLOOD-PRESSURE VARIATIONS IN HYPERTENSIVES
    SICHE, JP
    DEGAUDEMARIS, R
    RIACHI, M
    LONGERE, P
    COMPARAT, V
    MALLION, JM
    ARCHIVES DES MALADIES DU COEUR ET DES VAISSEAUX, 1993, 86 (08): : 1163 - 1167