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
  • [31] SPECTRAL REFLECTANCE BASED HEART RATE MEASUREMENT FROM FACIAL VIDEO
    Subramaniam, Arvind
    Rajitha, K.
    2019 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2019, : 3362 - 3366
  • [32] Spatiotemporal Sensitive Network for Non-Contact Heart Rate Prediction from Facial Videos
    Su, Liying
    Wang, Yitao
    Zhai, Dezhao
    Shi, Yuping
    Ding, Yinghao
    Gao, Guohua
    Li, Qinwei
    Yu, Ming
    Wu, Hang
    APPLIED SCIENCES-BASEL, 2024, 14 (20):
  • [33] NON-CONTACT PULSE RATE MEASUREMENT USING FACIAL VIDEOS
    Ruba, M.
    Jeyakumar, Vijay
    Gurucharan, M. K.
    Kousika, V
    Viveka, S.
    PROCEEDINGS OF 2020 IEEE INTERNATIONAL CONFERENCE ON ADVANCES AND DEVELOPMENTS IN ELECTRICAL AND ELECTRONICS ENGINEERING (ICADEE), 2020, : 180 - 185
  • [34] Remote Heart Rate Measurement from Highly Compressed Facial Videos: an End-to-end Deep Learning Solution with Video Enhancement
    Yu, Zitong
    Peng, Wei
    Li, Xiaobai
    Hong, Xiaopeng
    Zhao, Guoying
    2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019), 2019, : 151 - 160
  • [35] Heart Rate Estimation From Facial Videos Using a Spatiotemporal Representation With Convolutional Neural Networks
    Song, Rencheng
    Zhang, Senle
    Li, Chang
    Zhang, Yunfei
    Cheng, Juan
    Chen, Xun
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2020, 69 (10) : 7411 - 7421
  • [36] Measuring Heart Rate Variability Using Facial Video
    Martinez-Delgado, Gerardo H.
    Correa-Balan, Alfredo J.
    May-Chan, Jose A.
    Parra-Elizondo, Carlos E.
    Guzman-Rangel, Luis A.
    Martinez-Torteya, Antonio
    SENSORS, 2022, 22 (13)
  • [37] Drowsiness Estimation from Low-Frame-Rate Facial Videos using Eyelid Variability Features
    Tsujikawa, Masanori
    Onishi, Yoshifumi
    Kiuchi, Yukihiro
    Ogatsu, Toshinobu
    Nishino, Atsushi
    Hashimoto, Satoshi
    2018 40TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2018, : 5203 - 5206
  • [38] Non-contact measurement of the heart rate and the heart rate variability
    Kranjec, Jure
    Begus, Samo
    Gersak, Gregor
    Drnovsek, Janko
    ELEKTROTEHNISKI VESTNIK, 2013, 80 (03): : 135 - 140
  • [39] Video Based Measurement of Heart Rate and Heart Rate Variability Spectrogram from Estimated Hemoglobin Information
    Fukunishi, Munenori
    Kurita, Kouki
    Yamamoto, Shoji
    Tsumura, Norimichi
    PROCEEDINGS 2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW), 2018, : 1405 - 1412
  • [40] Heart Rate Variability Extraction From Videos Signals:ICA vs. EVM Comparison
    Alghoul, Karim
    Alharthi, Saeed
    Al Osman, Hussein
    El Saddik, Abdulmotaleb
    IEEE ACCESS, 2017, 5 : 4711 - 4719