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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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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. |
format | Online Article Text |
id | pubmed-6263682 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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