Robust Heart Rate Variability Measurement from Facial Videos

被引:5
|
作者
Odinaev, Ismoil [1 ]
Wong, Kwan Long [1 ,2 ]
Chin, Jing Wei [1 ]
Goyal, Raghav [1 ,3 ]
Chan, Tsz Tai [1 ]
So, Richard H. Y. [1 ,2 ]
机构
[1] PanopticAI Ltd, Hong Kong, Peoples R China
[2] Hong Kong Univ Sci & Technol, Dept Chem & Biol Engn, Hong Kong, Peoples R China
[3] Hong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Peoples R China
来源
BIOENGINEERING-BASEL | 2023年 / 10卷 / 07期
关键词
heart rate variability; remote photoplethysmography; wavelet scattering transform; RMSSD; SDNN; Baevsky stress index;
D O I
10.3390/bioengineering10070851
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Remote Photoplethysmography (rPPG) is a contactless method that enables the detection of various physiological signals from facial videos. rPPG utilizes a digital camera to detect subtle changes in skin color to measure vital signs such as heart rate variability (HRV), an important biomarker related to the autonomous nervous system. This paper presents a novel contactless HRV extraction algorithm, WaveHRV, based on the Wavelet Scattering Transform technique, followed by adaptive bandpass filtering and inter-beat-interval (IBI) analysis. Furthermore, a novel method is introduced to preprocess noisy contact-based PPG signals. WaveHRV is bench-marked against existing algorithms and public datasets. Our results show that WaveHRV is promising and achieves the lowest mean absolute error (MAE) of 10.5 ms and 6.15 ms for RMSSD and SDNN on the UBFCrPPG dataset.
引用
收藏
页数:15
相关论文
共 50 条
  • [21] Heart rate estimation network from facial videos using spatiotemporal feature image
    Jaiswal, Kokila Bharti
    Meenpal, T.
    COMPUTERS IN BIOLOGY AND MEDICINE, 2022, 151
  • [22] MSDN: A Multistage Deep Network for Heart-Rate Estimation From Facial Videos
    Zhang, Xiaobiao
    Xia, Zhaoqiang
    Dai, Jing
    Liu, Lili
    Peng, Jinye
    Feng, Xiaoyi
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2023, 72 : 1 - 15
  • [23] Fusion Method to Estimate Heart Rate from Facial Videos Based on RPPG and RBCG
    Lee, Hyunwoo
    Cho, Ayoung
    Whang, Mincheol
    SENSORS, 2021, 21 (20)
  • [24] FITNESS HEART RATE MEASUREMENT USING FACE VIDEOS
    Zhu, Qiang
    Wong, Chau-Wai
    Fu, Chang-Hong
    Wu, Min
    2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2017, : 2000 - 2004
  • [25] A heart rate variability measurement setup
    Huotari, M
    Honkala, L
    Ruikka, V
    DIABETOLOGIA, 1997, 40 : 1427 - 1427
  • [26] MEASUREMENT OF HEART-RATE-VARIABILITY
    COWAN, MJ
    WESTERN JOURNAL OF NURSING RESEARCH, 1995, 17 (01) : 32 - 48
  • [27] Remote Heart Rate Measurement From Face Videos Under Realistic Situations
    Li, Xiaobai
    Chen, Jie
    Zhao, Guoying
    Pietikainen, Matti
    2014 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2014, : 4264 - 4271
  • [28] Contactless Measurement of Heart Rate Variability from Pupillary Fluctuations
    Parnandi, Avinash
    Gutierrez-Osuna, Ricardo
    2013 HUMAINE ASSOCIATION CONFERENCE ON AFFECTIVE COMPUTING AND INTELLIGENT INTERACTION (ACII), 2013, : 191 - 196
  • [29] Fast and Robust Heart Rate Estimation from Videos through Dynamic Region Selection
    Fujita, Yuya
    Hiromoto, Masayuki
    Sato, Takashi
    2018 40TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2018, : 3024 - 3027
  • [30] Remote measurement of heart rate from facial video in different scenarios
    Zheng, Xiujuan
    Zhang, Chang
    Chen, Hui
    Zhang, Yun
    Yang, Xiaomei
    MEASUREMENT, 2022, 188