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Feasibility of automated body trait determination using the SR4K time-of-flight camera in cow barns

As herd sizes have increased in the last decades, computerized monitoring solutions, which provide fast, objective and accurate evaluations of the herd status, gain more and more importance. This study analyzes the feasibility of a Time-of-Flight-camera-based system for gathering body traits in dair...

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Autores principales: Salau, Jennifer, Haas, Jan H, Junge, Wolfgang, Bauer, Ulrike, Harms, Jan, Bieletzki, Sascha
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4447852/
https://www.ncbi.nlm.nih.gov/pubmed/26034657
http://dx.doi.org/10.1186/2193-1801-3-225
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author Salau, Jennifer
Haas, Jan H
Junge, Wolfgang
Bauer, Ulrike
Harms, Jan
Bieletzki, Sascha
author_facet Salau, Jennifer
Haas, Jan H
Junge, Wolfgang
Bauer, Ulrike
Harms, Jan
Bieletzki, Sascha
author_sort Salau, Jennifer
collection PubMed
description As herd sizes have increased in the last decades, computerized monitoring solutions, which provide fast, objective and accurate evaluations of the herd status, gain more and more importance. This study analyzes the feasibility of a Time-of-Flight-camera-based system for gathering body traits in dairy cows for use under cow barn conditions. Recording, determination of body condition score on a 5 point scale by visual and manual inspection, and measuring the backfat thickness with ultrasound took place from July 2011 to May 2012 at the dairy research farm Karkendamm of the Institute of Animal Breeding and Husbandry, Christian-Albrechts-University Kiel (Germany) and between August 2010 and July 2012 at the Institute for Agricultural Engineering and Animal Husbandry of Bavarian State Research Center for Agriculture in Grub (Germany). The two breeds Holstein Friesian cows (Karkendamm) and Fleckvieh (Grub) were considered in this study. Software for recording, image sorting and evaluation, determining the body parts needed, and extracting traits from the images was written and assembled to an automated system. Sorting the images and finding ischeal tuberosities, base of the tail, and dishes of the rump, backbone, and hips had error rates of 0.2%, 1.5%, 0.1%, and 2.6%, respectively. 13 traits were extracted and compared to backfat thickness and body condition score as well as between breeds. All traits depend significantly on the animal and showed very large effect sizes. Coefficients of determination restricted to individual animals were reaching up to 0.89. The precision in measuring the traits and gathering backfat thickness was comparable. Results indicated that the application of Time-Of-Flight in determination of body traits is feasible.
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spelling pubmed-44478522015-06-01 Feasibility of automated body trait determination using the SR4K time-of-flight camera in cow barns Salau, Jennifer Haas, Jan H Junge, Wolfgang Bauer, Ulrike Harms, Jan Bieletzki, Sascha Springerplus Research As herd sizes have increased in the last decades, computerized monitoring solutions, which provide fast, objective and accurate evaluations of the herd status, gain more and more importance. This study analyzes the feasibility of a Time-of-Flight-camera-based system for gathering body traits in dairy cows for use under cow barn conditions. Recording, determination of body condition score on a 5 point scale by visual and manual inspection, and measuring the backfat thickness with ultrasound took place from July 2011 to May 2012 at the dairy research farm Karkendamm of the Institute of Animal Breeding and Husbandry, Christian-Albrechts-University Kiel (Germany) and between August 2010 and July 2012 at the Institute for Agricultural Engineering and Animal Husbandry of Bavarian State Research Center for Agriculture in Grub (Germany). The two breeds Holstein Friesian cows (Karkendamm) and Fleckvieh (Grub) were considered in this study. Software for recording, image sorting and evaluation, determining the body parts needed, and extracting traits from the images was written and assembled to an automated system. Sorting the images and finding ischeal tuberosities, base of the tail, and dishes of the rump, backbone, and hips had error rates of 0.2%, 1.5%, 0.1%, and 2.6%, respectively. 13 traits were extracted and compared to backfat thickness and body condition score as well as between breeds. All traits depend significantly on the animal and showed very large effect sizes. Coefficients of determination restricted to individual animals were reaching up to 0.89. The precision in measuring the traits and gathering backfat thickness was comparable. Results indicated that the application of Time-Of-Flight in determination of body traits is feasible. Springer International Publishing 2014-05-03 /pmc/articles/PMC4447852/ /pubmed/26034657 http://dx.doi.org/10.1186/2193-1801-3-225 Text en © Salau et al.; licensee Springer. 2014 This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited.
spellingShingle Research
Salau, Jennifer
Haas, Jan H
Junge, Wolfgang
Bauer, Ulrike
Harms, Jan
Bieletzki, Sascha
Feasibility of automated body trait determination using the SR4K time-of-flight camera in cow barns
title Feasibility of automated body trait determination using the SR4K time-of-flight camera in cow barns
title_full Feasibility of automated body trait determination using the SR4K time-of-flight camera in cow barns
title_fullStr Feasibility of automated body trait determination using the SR4K time-of-flight camera in cow barns
title_full_unstemmed Feasibility of automated body trait determination using the SR4K time-of-flight camera in cow barns
title_short Feasibility of automated body trait determination using the SR4K time-of-flight camera in cow barns
title_sort feasibility of automated body trait determination using the sr4k time-of-flight camera in cow barns
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4447852/
https://www.ncbi.nlm.nih.gov/pubmed/26034657
http://dx.doi.org/10.1186/2193-1801-3-225
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