Literature DB >> 32059554

Automated Collection and Analysis of Infrared Thermograms for Measuring Eye and Cheek Temperatures in Calves.

Gemma Lowe1,2, Brendan McCane3, Mhairi Sutherland4, Joe Waas2, Allan Schaefer5, Neil Cox6, Mairi Stewart1.   

Abstract

As the reliance upon automated systems in the livestock industry increases, technologies need to be developed which can be incorporated into these systems to monitor animal health and welfare. Infrared thermography (IRT) is one such technology that has been used for monitoring animal health and welfare and, through automation, has the potential to be integrated into automated systems on-farm. This study reports on an automated system for collecting thermal infrared images of calves and on the development and validation of an algorithm capable of automatically detecting and analysing the eye and cheek regions from those images. Thermal infrared images were collected using an infrared camera integrated into an automated calf feeder. Images were analysed automatically using an algorithm developed to determine the maximum eye and cheek (3 × 3-pixel and 9 × 9-pixel areas) temperatures in a given image. Additionally, the algorithm determined the maximum temperature of the entire image (image maximum temperature). In order to validate the algorithm, a subset of 350 images analysed using the algorithm were also analysed manually. Images analysed using the algorithm were highly correlated with manually analysed images for maximum image (R2 = 1.00), eye (R2 = 0.99), cheek 3 × 3-pixel (R2 = 0.85) and cheek 9 × 9-pixel (R2 = 0.90) temperatures. These findings demonstrate the algorithm to be a suitable method of analysing the eye and cheek regions from thermal infrared images. Validated as a suitable method for automatically detecting and analysing the eye and cheek regions from thermal infrared images, the integration of IRT into automated on-farm systems has the potential to be implemented as an automated method of monitoring calf health and welfare.

Entities:  

Keywords:  Infrared thermography; algorithm validation; automated systems; calves; early disease detection

Year:  2020        PMID: 32059554     DOI: 10.3390/ani10020292

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


  6 in total

1.  Lipopolysaccharide endotoxin injections elevated salivary TNFα and corneal temperatures and induced dynamic changes in circulating leukocytes, inflammatory cytokines, and metabolic indicators in wether lambs.

Authors:  Caitlin N Cadaret; Marytza D Abebe; Taylor L Barnes; Robert J Posont; Dustin T Yates
Journal:  J Anim Sci       Date:  2021-06-01       Impact factor: 3.338

2.  Non-Invasive Cattle Body Temperature Measurement Using Infrared Thermography and Auxiliary Sensors.

Authors:  Fu-Kang Wang; Ju-Yin Shih; Pin-Hsun Juan; Ya-Chi Su; Yu-Chieh Wang
Journal:  Sensors (Basel)       Date:  2021-04-01       Impact factor: 3.576

3.  A Systematic Review of Automatic Health Monitoring in Calves: Glimpsing the Future From Current Practice.

Authors:  Dengsheng Sun; Laura Webb; P P J van der Tol; Kees van Reenen
Journal:  Front Vet Sci       Date:  2021-11-26

Review 4.  Neonatal infrared thermography images in the hypothermic ruminant model: Anatomical-morphological-physiological aspects and mechanisms for thermoregulation.

Authors:  Daniel Mota-Rojas; Dehua Wang; Cristiane Gonçalves Titto; Julio Martínez-Burnes; Dina Villanueva-García; Karina Lezama; Adriana Domínguez; Ismael Hernández-Avalos; Patricia Mora-Medina; Antonio Verduzco; Adriana Olmos-Hernández; Alejandro Casas; Daniela Rodríguez; Nancy José; Jennifer Rios; Alessandra Pelagalli
Journal:  Front Vet Sci       Date:  2022-08-04

5.  Sustained heat stress elevated corneal and body surface temperatures and altered circulating leukocytes and metabolic indicators in wether lambs supplemented with ractopamine or zilpaterol.

Authors:  Taylor L Barnes; Rachel M Burrack; Ty B Schmidt; Jessica L Petersen; Dustin T Yates
Journal:  J Anim Sci       Date:  2021-09-01       Impact factor: 3.338

Review 6.  Thermal and Circulatory Changes in Diverse Body Regions in Dogs and Cats Evaluated by Infrared Thermography.

Authors:  Alejandro Casas-Alvarado; Julio Martínez-Burnes; Patricia Mora-Medina; Ismael Hernández-Avalos; Adriana Domínguez-Oliva; Karina Lezama-García; Jocelyn Gómez-Prado; Daniel Mota-Rojas
Journal:  Animals (Basel)       Date:  2022-03-20       Impact factor: 2.752

  6 in total

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