Measuring Heart Rate Variability Using Facial Video

被引:9
|
作者
Martinez-Delgado, Gerardo H. [1 ]
Correa-Balan, Alfredo J. [1 ]
May-Chan, Jose A. [1 ]
Parra-Elizondo, Carlos E. [1 ]
Guzman-Rangel, Luis A. [2 ]
Martinez-Torteya, Antonio [3 ]
机构
[1] Univ Monterrey, Programa Ingn Mecatron, San Pedro Garza Garcia 66238, Mexico
[2] Univ Monterrey, Programa Maestria Ingn Producto, San Pedro Garza Garcia 66238, Mexico
[3] Univ Monterrey, Escuela Ingn & Tecnol, San Pedro Garza Garcia 66238, Mexico
关键词
Photoplethysmography (PPG); heart rate measurement; Heart Rate Variability (HRV); non-contact; face imaging; SPECTRAL-ANALYSIS; NONCONTACT; MODELS; PPG;
D O I
10.3390/s22134690
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Heart Rate Variability (HRV) has become an important risk assessment tool when diagnosing illnesses related to heart health. HRV is typically measured with an electrocardiogram; however, there are multiple studies that use Photoplethysmography (PPG) instead. Measuring HRV with video is beneficial as a non-invasive, hands-free alternative and represents a more accessible approach. We developed a methodology to extract HRV from video based on face detection algorithms and color augmentation. We applied this methodology to 45 samples. Signals obtained from PPG and video recorded an average mean error of less than 1 bpm when measuring the heart rate of all subjects. Furthermore, utilizing PPG and video, we computed 61 variables related to HRV. We compared each of them with three correlation metrics (i.e., Kendall, Pearson, and Spearman), adjusting them for multiple comparisons with the Benjamini-Hochberg method to control the false discovery rate and to retrieve the q-value when considering statistical significance lower than 0.5. Using these methods, we found significant correlations for 38 variables (e.g., Heart Rate, 0.991; Mean NN Interval, 0.990; and NN Interval Count, 0.955) using time-domain, frequency-domain, and non-linear methods.
引用
收藏
页数:11
相关论文
共 50 条
  • [21] Actual And Artificial Facial Expressions Effect on Heart Rate Variability
    Yaman, Derya
    Eralp, Harun
    Gok, Kadir
    Doger, Ela Naz
    Bilge, Inci
    Polat, Ovunc
    Colak, Omer Halil
    2016 MEDICAL TECHNOLOGIES NATIONAL CONFERENCE (TIPTEKNO), 2015,
  • [22] Introducing Contactless Assessment of Heart Rate Variability Using High Speed Video Camera
    Jeong, In Cheol
    Finkelstein, Joseph
    2015 36TH IEEE SARNOFF SYMPOSIUM, 2015, : 7 - 11
  • [23] Measuring Mental Stress During Otologic Surgery Using Heart Rate Variability Analysis
    Dedmon, Matthew Morris
    O'Connell, Brendan Powers
    Yawn, Robert James
    Kipper-Smith, Adriana
    Bennett, Marc Logan
    Haynes, David Scott
    Rivas, Alejandro
    OTOLOGY & NEUROTOLOGY, 2019, 40 (04) : 529 - 534
  • [24] Automated Detection of Engagement Using Video-Based Estimation of Facial Expressions and Heart Rate
    Monkaresi, Hamed
    Bosch, Nigel
    Calvo, Rafael A.
    D'Mello, Sidney K.
    IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2017, 8 (01) : 15 - 28
  • [25] Heart Rate Estimation from Facial Video Sequences using Fast Independent Component Analysis
    Biradar, Hemlata G.
    Gawande, Jayanand P.
    2022 NATIONAL CONFERENCE ON COMMUNICATIONS (NCC), 2022, : 88 - 93
  • [26] An Improvement for Video-based Heart Rate Variability Measurement
    Li, Peixi
    Benezeth, Yannick
    Nakamura, Keisuke
    Gomez, Randy
    Li, Chao
    Yang, Fan
    2019 IEEE 4TH INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING (ICSIP 2019), 2019, : 435 - 439
  • [27] NEW TECHNIQUES IN MEASURING AND ANALYZING HEART-RATE-VARIABILITY
    ZARNEH, AT
    DUGDALE, RE
    MEARNS, AJ
    CLINICAL PHYSICS AND PHYSIOLOGICAL MEASUREMENT, 1983, 4 (01): : 99 - 99
  • [28] Non Contact Methods of Heart Rate Variability Measuring and Analysis
    Stork, Milan
    Houzar, Josef
    2020 25TH INTERNATIONAL CONFERENCE ON APPLIED ELECTRONICS (AE), 2020, : 135 - 138
  • [29] Measuring task-related changes in heart rate variability
    Moses, Ziev B.
    Luecken, Linda J.
    Eason, James C.
    2007 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-16, 2007, : 644 - +
  • [30] Holter Heart Rate Variability: Are We Measuring Physical Activity?
    Fortrat, Jacques-Olivier
    de Germain, Victor
    Custaud, Marc-Antoine
    AMERICAN JOURNAL OF CARDIOLOGY, 2010, 106 (03): : 448 - 449