A Feasibility Study on the Use of a Structured Light Depth-Camera for Three-Dimensional Body Measurements of Dairy Cows in Free-Stall Barns
Frequent checks on livestock’s body growth can help reducing problems related to cow infertility or other welfare implications, and recognizing health’s anomalies. In the last ten years, optical methods have been proposed to extract information on various parameters while avoiding direct contact wit...
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doaj-193cbee21789449e964d4e9ba2fe42432020-11-24T23:48:54ZengMDPI AGSensors1424-82202018-02-0118267310.3390/s18020673s18020673A Feasibility Study on the Use of a Structured Light Depth-Camera for Three-Dimensional Body Measurements of Dairy Cows in Free-Stall BarnsAndrea Pezzuolo0Marcella Guarino1Luigi Sartori2Francesco Marinello3Department of Agroforesty and Landscape, University of Padua, 35020 Legnaro, ItalyDepartment of Environmental Science and Policy, University of Milan, 20123 Milan, ItalyDepartment of Agroforesty and Landscape, University of Padua, 35020 Legnaro, ItalyDepartment of Agroforesty and Landscape, University of Padua, 35020 Legnaro, ItalyFrequent checks on livestock’s body growth can help reducing problems related to cow infertility or other welfare implications, and recognizing health’s anomalies. In the last ten years, optical methods have been proposed to extract information on various parameters while avoiding direct contact with animals’ body, generally causes stress. This research aims to evaluate a new monitoring system, which is suitable to frequently check calves and cow’s growth through a three-dimensional analysis of their bodies’ portions. The innovative system is based on multiple acquisitions from a low cost Structured Light Depth-Camera (Microsoft Kinect™ v1). The metrological performance of the instrument is proved through an uncertainty analysis and a proper calibration procedure. The paper reports application of the depth camera for extraction of different body parameters. Expanded uncertainty ranging between 3 and 15 mm is reported in the case of ten repeated measurements. Coefficients of determination R² > 0.84 and deviations lower than 6% from manual measurements where in general detected in the case of head size, hips distance, withers to tail length, chest girth, hips, and withers height. Conversely, lower performances where recognized in the case of animal depth (R² = 0.74) and back slope (R² = 0.12).http://www.mdpi.com/1424-8220/18/2/673dairy barnbody measurementanimal growthlow-cost sensor3-D sensor |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Andrea Pezzuolo Marcella Guarino Luigi Sartori Francesco Marinello |
spellingShingle |
Andrea Pezzuolo Marcella Guarino Luigi Sartori Francesco Marinello A Feasibility Study on the Use of a Structured Light Depth-Camera for Three-Dimensional Body Measurements of Dairy Cows in Free-Stall Barns Sensors dairy barn body measurement animal growth low-cost sensor 3-D sensor |
author_facet |
Andrea Pezzuolo Marcella Guarino Luigi Sartori Francesco Marinello |
author_sort |
Andrea Pezzuolo |
title |
A Feasibility Study on the Use of a Structured Light Depth-Camera for Three-Dimensional Body Measurements of Dairy Cows in Free-Stall Barns |
title_short |
A Feasibility Study on the Use of a Structured Light Depth-Camera for Three-Dimensional Body Measurements of Dairy Cows in Free-Stall Barns |
title_full |
A Feasibility Study on the Use of a Structured Light Depth-Camera for Three-Dimensional Body Measurements of Dairy Cows in Free-Stall Barns |
title_fullStr |
A Feasibility Study on the Use of a Structured Light Depth-Camera for Three-Dimensional Body Measurements of Dairy Cows in Free-Stall Barns |
title_full_unstemmed |
A Feasibility Study on the Use of a Structured Light Depth-Camera for Three-Dimensional Body Measurements of Dairy Cows in Free-Stall Barns |
title_sort |
feasibility study on the use of a structured light depth-camera for three-dimensional body measurements of dairy cows in free-stall barns |
publisher |
MDPI AG |
series |
Sensors |
issn |
1424-8220 |
publishDate |
2018-02-01 |
description |
Frequent checks on livestock’s body growth can help reducing problems related to cow infertility or other welfare implications, and recognizing health’s anomalies. In the last ten years, optical methods have been proposed to extract information on various parameters while avoiding direct contact with animals’ body, generally causes stress. This research aims to evaluate a new monitoring system, which is suitable to frequently check calves and cow’s growth through a three-dimensional analysis of their bodies’ portions. The innovative system is based on multiple acquisitions from a low cost Structured Light Depth-Camera (Microsoft Kinect™ v1). The metrological performance of the instrument is proved through an uncertainty analysis and a proper calibration procedure. The paper reports application of the depth camera for extraction of different body parameters. Expanded uncertainty ranging between 3 and 15 mm is reported in the case of ten repeated measurements. Coefficients of determination R² > 0.84 and deviations lower than 6% from manual measurements where in general detected in the case of head size, hips distance, withers to tail length, chest girth, hips, and withers height. Conversely, lower performances where recognized in the case of animal depth (R² = 0.74) and back slope (R² = 0.12). |
topic |
dairy barn body measurement animal growth low-cost sensor 3-D sensor |
url |
http://www.mdpi.com/1424-8220/18/2/673 |
work_keys_str_mv |
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