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An Automatic Head Surface Temperature Extraction Method for Top-View Thermal Image with Individual Broiler
Surface temperature variation in a broiler’s head can be used as an indicator of its health status. Surface temperatures in the existing thermograph based animal health assessment studies were mostly obtained manually. 2185 thermal images, each of which had an individual broiler, were captured from...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6929031/ https://www.ncbi.nlm.nih.gov/pubmed/31801282 http://dx.doi.org/10.3390/s19235286 |
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author | Xiong, Xingguo Lu, Mingzhou Yang, Weizhong Duan, Guanghui Yuan, Qingyan Shen, Mingxia Norton, Tomas Berckmans, Daniel |
author_facet | Xiong, Xingguo Lu, Mingzhou Yang, Weizhong Duan, Guanghui Yuan, Qingyan Shen, Mingxia Norton, Tomas Berckmans, Daniel |
author_sort | Xiong, Xingguo |
collection | PubMed |
description | Surface temperature variation in a broiler’s head can be used as an indicator of its health status. Surface temperatures in the existing thermograph based animal health assessment studies were mostly obtained manually. 2185 thermal images, each of which had an individual broiler, were captured from 20 broilers. Where 15 broilers served as the experimental group, they were injected with 0.1mL of pasteurella inoculum. The rest, 5 broilers, served as the control group. An algorithm was developed to extract head surface temperature automatically from the top-view broiler thermal image. Adaptive K-means clustering and ellipse fitting were applied to locate the broiler’s head region. The maximum temperature inside the head region was extracted as the head surface temperature. The developed algorithm was tested in Matlab(®) (R2016a) and the testing results indicated that the head region in 92.77% of the broiler thermal images could be located correctly. The maximum error of the extracted head surface temperatures was not greater than 0.1 °C. Different trend features were observed in the smoothed head surface temperature time series of the broilers in experimental and control groups. Head surface temperature extracted by the presented algorithm lays a foundation for the development of an automatic system for febrile broiler identification. |
format | Online Article Text |
id | pubmed-6929031 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-69290312019-12-26 An Automatic Head Surface Temperature Extraction Method for Top-View Thermal Image with Individual Broiler Xiong, Xingguo Lu, Mingzhou Yang, Weizhong Duan, Guanghui Yuan, Qingyan Shen, Mingxia Norton, Tomas Berckmans, Daniel Sensors (Basel) Article Surface temperature variation in a broiler’s head can be used as an indicator of its health status. Surface temperatures in the existing thermograph based animal health assessment studies were mostly obtained manually. 2185 thermal images, each of which had an individual broiler, were captured from 20 broilers. Where 15 broilers served as the experimental group, they were injected with 0.1mL of pasteurella inoculum. The rest, 5 broilers, served as the control group. An algorithm was developed to extract head surface temperature automatically from the top-view broiler thermal image. Adaptive K-means clustering and ellipse fitting were applied to locate the broiler’s head region. The maximum temperature inside the head region was extracted as the head surface temperature. The developed algorithm was tested in Matlab(®) (R2016a) and the testing results indicated that the head region in 92.77% of the broiler thermal images could be located correctly. The maximum error of the extracted head surface temperatures was not greater than 0.1 °C. Different trend features were observed in the smoothed head surface temperature time series of the broilers in experimental and control groups. Head surface temperature extracted by the presented algorithm lays a foundation for the development of an automatic system for febrile broiler identification. MDPI 2019-11-30 /pmc/articles/PMC6929031/ /pubmed/31801282 http://dx.doi.org/10.3390/s19235286 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Xiong, Xingguo Lu, Mingzhou Yang, Weizhong Duan, Guanghui Yuan, Qingyan Shen, Mingxia Norton, Tomas Berckmans, Daniel An Automatic Head Surface Temperature Extraction Method for Top-View Thermal Image with Individual Broiler |
title | An Automatic Head Surface Temperature Extraction Method for Top-View Thermal Image with Individual Broiler |
title_full | An Automatic Head Surface Temperature Extraction Method for Top-View Thermal Image with Individual Broiler |
title_fullStr | An Automatic Head Surface Temperature Extraction Method for Top-View Thermal Image with Individual Broiler |
title_full_unstemmed | An Automatic Head Surface Temperature Extraction Method for Top-View Thermal Image with Individual Broiler |
title_short | An Automatic Head Surface Temperature Extraction Method for Top-View Thermal Image with Individual Broiler |
title_sort | automatic head surface temperature extraction method for top-view thermal image with individual broiler |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6929031/ https://www.ncbi.nlm.nih.gov/pubmed/31801282 http://dx.doi.org/10.3390/s19235286 |
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