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On-Barn Pig Weight Estimation Based on Body Measurements by Structure-from-Motion (SfM)

Information on the body shape of pigs is a key indicator to monitor their performance and health and to control or predict their market weight. Manual measurements are among the most common ways to obtain an indication of animal growth. However, this approach is laborious and difficult, and it may b...

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Autores principales: Pezzuolo, Andrea, Milani, Veronica, Zhu, DeHai, Guo, Hao, Guercini, Stefano, Marinello, Francesco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6263682/
https://www.ncbi.nlm.nih.gov/pubmed/30352969
http://dx.doi.org/10.3390/s18113603
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author Pezzuolo, Andrea
Milani, Veronica
Zhu, DeHai
Guo, Hao
Guercini, Stefano
Marinello, Francesco
author_facet Pezzuolo, Andrea
Milani, Veronica
Zhu, DeHai
Guo, Hao
Guercini, Stefano
Marinello, Francesco
author_sort Pezzuolo, Andrea
collection PubMed
description Information on the body shape of pigs is a key indicator to monitor their performance and health and to control or predict their market weight. Manual measurements are among the most common ways to obtain an indication of animal growth. However, this approach is laborious and difficult, and it may be stressful for both the pigs and the stockman. The present paper proposes the implementation of a Structure from Motion (SfM) photogrammetry approach as a new tool for on-barn animal reconstruction applications. This is possible also to new software tools allowing automatic estimation of camera parameters during the reconstruction process even without a preliminary calibration phase. An analysis on pig body 3D SfM characterization is here proposed, carried out under different conditions in terms of number of camera poses and animal movements. The work takes advantage of the total reconstructed surface as reference index to quantify the quality of the achieved 3D reconstruction, showing how as much as 80% of the total animal area can be characterized.
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spelling pubmed-62636822018-12-12 On-Barn Pig Weight Estimation Based on Body Measurements by Structure-from-Motion (SfM) Pezzuolo, Andrea Milani, Veronica Zhu, DeHai Guo, Hao Guercini, Stefano Marinello, Francesco Sensors (Basel) Article Information on the body shape of pigs is a key indicator to monitor their performance and health and to control or predict their market weight. Manual measurements are among the most common ways to obtain an indication of animal growth. However, this approach is laborious and difficult, and it may be stressful for both the pigs and the stockman. The present paper proposes the implementation of a Structure from Motion (SfM) photogrammetry approach as a new tool for on-barn animal reconstruction applications. This is possible also to new software tools allowing automatic estimation of camera parameters during the reconstruction process even without a preliminary calibration phase. An analysis on pig body 3D SfM characterization is here proposed, carried out under different conditions in terms of number of camera poses and animal movements. The work takes advantage of the total reconstructed surface as reference index to quantify the quality of the achieved 3D reconstruction, showing how as much as 80% of the total animal area can be characterized. MDPI 2018-10-24 /pmc/articles/PMC6263682/ /pubmed/30352969 http://dx.doi.org/10.3390/s18113603 Text en © 2018 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
Pezzuolo, Andrea
Milani, Veronica
Zhu, DeHai
Guo, Hao
Guercini, Stefano
Marinello, Francesco
On-Barn Pig Weight Estimation Based on Body Measurements by Structure-from-Motion (SfM)
title On-Barn Pig Weight Estimation Based on Body Measurements by Structure-from-Motion (SfM)
title_full On-Barn Pig Weight Estimation Based on Body Measurements by Structure-from-Motion (SfM)
title_fullStr On-Barn Pig Weight Estimation Based on Body Measurements by Structure-from-Motion (SfM)
title_full_unstemmed On-Barn Pig Weight Estimation Based on Body Measurements by Structure-from-Motion (SfM)
title_short On-Barn Pig Weight Estimation Based on Body Measurements by Structure-from-Motion (SfM)
title_sort on-barn pig weight estimation based on body measurements by structure-from-motion (sfm)
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6263682/
https://www.ncbi.nlm.nih.gov/pubmed/30352969
http://dx.doi.org/10.3390/s18113603
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