Literature DB >> 33567778

Contactless Video-Based Heart Rate Monitoring of a Resting and an Anesthetized Pig.

Meiqing Wang1, Ali Youssef1, Mona Larsen1, Jean-Loup Rault2, Daniel Berckmans1, Jeremy N Marchant-Forde3, Joerg Hartung4, André Bleich5, Mingzhou Lu6, Tomas Norton1.   

Abstract

Heart rate (HR) is a vital bio-signal that is relatively easy to monitor with contact sensors and is related to a living organism's state of health, stress and well-being. The objective of this study was to develop an algorithm to extract HR (in beats per minute) of an anesthetized and a resting pig from raw video data as a first step towards continuous monitoring of health and welfare of pigs. Data were obtained from two experiments, wherein the pigs were video recorded whilst wearing an electrocardiography (ECG) monitoring system as gold standard (GS). In order to develop the algorithm, this study used a bandpass filter to remove noise. Then, a short-time Fourier transform (STFT) method was tested by evaluating different window sizes and window functions to accurately identify the HR. The resulting algorithm was first tested on videos of an anesthetized pig that maintained a relatively constant HR. The GS HR measurements for the anesthetized pig had a mean value of 71.76 bpm and standard deviation (SD) of 3.57 bpm. The developed algorithm had 2.33 bpm in mean absolute error (MAE), 3.09 bpm in root mean square error (RMSE) and 67% in HR estimation error below 3.5 bpm. The sensitivity of the algorithm was then tested on the video of a non-anaesthetized resting pig, as an animal in this state has more fluctuations in HR than an anaesthetized pig, while motion artefacts are still minimized due to resting. The GS HR measurements for the resting pig had a mean value of 161.43 bpm and SD of 10.11 bpm. The video-extracted HR showed a performance of 4.69 bpm in MAE, 6.43 bpm in RMSE and 57% in . The results showed that HR monitoring using only the green channel of the video signal was better than using three color channels, which reduces computing complexity. By comparing different regions of interest (ROI), the region around the abdomen was found physiologically better than the face and front leg parts. In summary, the developed algorithm based on video data has potential to be used for contactless HR measurement and may be applied on resting pigs for real-time monitoring of their health and welfare status, which is of significant interest for veterinarians and farmers.

Entities:  

Keywords:  contactless video; heart rate monitoring; pig health and welfare; short-time Fourier transform; single-channel signal

Year:  2021        PMID: 33567778      PMCID: PMC7916083          DOI: 10.3390/ani11020442

Source DB:  PubMed          Journal:  Animals (Basel)        ISSN: 2076-2615            Impact factor:   2.752


  18 in total

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Authors:  Wenjin Wang; Albertus C den Brinker; Sander Stuijk; Gerard de Haan
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4.  Video-Based Physiologic Monitoring During an Acute Hypoxic Challenge: Heart Rate, Respiratory Rate, and Oxygen Saturation.

Authors:  Paul S Addison; Dominique Jacquel; David M H Foo; André Antunes; Ulf R Borg
Journal:  Anesth Analg       Date:  2017-09       Impact factor: 5.108

5.  Non-contact, automated cardiac pulse measurements using video imaging and blind source separation.

Authors:  Ming-Zher Poh; Daniel J McDuff; Rosalind W Picard
Journal:  Opt Express       Date:  2010-05-10       Impact factor: 3.894

Review 6.  Stress, behaviour and reproductive performance in female cattle and pigs.

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Journal:  Horm Behav       Date:  2007-03-31       Impact factor: 3.587

7.  Anatomy of spinal cord blood supply in the pig.

Authors:  Justus T Strauch; Alexander Lauten; Ning Zhang; Thorsten Wahlers; Randall B Griepp
Journal:  Ann Thorac Surg       Date:  2007-06       Impact factor: 4.330

8.  Remote measurements of heart and respiration rates for telemedicine.

Authors:  Fang Zhao; Meng Li; Yi Qian; Joe Z Tsien
Journal:  PLoS One       Date:  2013-10-08       Impact factor: 3.240

9.  Perspective review of optical imaging in welfare assessment in animal-based research.

Authors:  Carina Pereira; Janosch Kunczik; André Bleich; Christine Haeger; Fabian Kiessling; Thomas Thum; René Tolba; Ute Lindauer; Stefan Treue; Michael Czaplik
Journal:  J Biomed Opt       Date:  2019-07       Impact factor: 3.170

10.  An Approach towards Motion-Tolerant PPG-Based Algorithm for Real-Time Heart Rate Monitoring of Moving Pigs.

Authors:  Ali Youssef; Alberto Peña Fernández; Laura Wassermann; Svenja Biernot; Eva-Maria Wittauer; André Bleich; Joerg Hartung; Daniel Berckmans; Tomas Norton
Journal:  Sensors (Basel)       Date:  2020-07-30       Impact factor: 3.576

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